2026-06-03 16:23:31.627476: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations. To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags. 2026-06-03 16:23:32.307977: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT 2026-06-03 16:23:33.905004: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1639] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 46732 MB memory: -> device: 0, name: NVIDIA RTX A6000, pci bus id: 0000:41:00.0, compute capability: 8.6 Initializing Data Generators... Building Model... Model: "Residual_Only_SwinUNETR_2D" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== input (InputLayer) [(None, 128, 128, 12)] 0 [] enc1_conv1 (Conv2D) (None, 128, 128, 16) 1744 ['input[0][0]'] enc1_bn1 (BatchNormalizati (None, 128, 128, 16) 64 ['enc1_conv1[0][0]'] on) enc1_relu1 (Activation) (None, 128, 128, 16) 0 ['enc1_bn1[0][0]'] enc1_conv2 (Conv2D) (None, 128, 128, 16) 2320 ['enc1_relu1[0][0]'] enc1_shortcut_conv (Conv2D (None, 128, 128, 16) 208 ['input[0][0]'] ) enc1_bn2 (BatchNormalizati (None, 128, 128, 16) 64 ['enc1_conv2[0][0]'] on) enc1_shortcut_bn (BatchNor (None, 128, 128, 16) 64 ['enc1_shortcut_conv[0][0]'] malization) enc1_add (Add) (None, 128, 128, 16) 0 ['enc1_bn2[0][0]', 'enc1_shortcut_bn[0][0]'] enc1_final_relu (Activatio (None, 128, 128, 16) 0 ['enc1_add[0][0]'] n) pool1 (MaxPooling2D) (None, 64, 64, 16) 0 ['enc1_final_relu[0][0]'] enc2_conv1 (Conv2D) (None, 64, 64, 32) 4640 ['pool1[0][0]'] enc2_bn1 (BatchNormalizati (None, 64, 64, 32) 128 ['enc2_conv1[0][0]'] on) enc2_relu1 (Activation) (None, 64, 64, 32) 0 ['enc2_bn1[0][0]'] enc2_conv2 (Conv2D) (None, 64, 64, 32) 9248 ['enc2_relu1[0][0]'] enc2_shortcut_conv (Conv2D (None, 64, 64, 32) 544 ['pool1[0][0]'] ) enc2_bn2 (BatchNormalizati (None, 64, 64, 32) 128 ['enc2_conv2[0][0]'] on) enc2_shortcut_bn (BatchNor (None, 64, 64, 32) 128 ['enc2_shortcut_conv[0][0]'] malization) enc2_add (Add) (None, 64, 64, 32) 0 ['enc2_bn2[0][0]', 'enc2_shortcut_bn[0][0]'] enc2_final_relu (Activatio (None, 64, 64, 32) 0 ['enc2_add[0][0]'] n) pool2 (MaxPooling2D) (None, 32, 32, 32) 0 ['enc2_final_relu[0][0]'] enc3_conv1 (Conv2D) (None, 32, 32, 64) 18496 ['pool2[0][0]'] enc3_bn1 (BatchNormalizati (None, 32, 32, 64) 256 ['enc3_conv1[0][0]'] on) enc3_relu1 (Activation) (None, 32, 32, 64) 0 ['enc3_bn1[0][0]'] enc3_conv2 (Conv2D) (None, 32, 32, 64) 36928 ['enc3_relu1[0][0]'] enc3_shortcut_conv (Conv2D (None, 32, 32, 64) 2112 ['pool2[0][0]'] ) enc3_bn2 (BatchNormalizati (None, 32, 32, 64) 256 ['enc3_conv2[0][0]'] on) enc3_shortcut_bn (BatchNor (None, 32, 32, 64) 256 ['enc3_shortcut_conv[0][0]'] malization) enc3_add (Add) (None, 32, 32, 64) 0 ['enc3_bn2[0][0]', 'enc3_shortcut_bn[0][0]'] enc3_final_relu (Activatio (None, 32, 32, 64) 0 ['enc3_add[0][0]'] n) pool3 (MaxPooling2D) (None, 16, 16, 64) 0 ['enc3_final_relu[0][0]'] enc4_conv1 (Conv2D) (None, 16, 16, 128) 73856 ['pool3[0][0]'] enc4_bn1 (BatchNormalizati (None, 16, 16, 128) 512 ['enc4_conv1[0][0]'] on) enc4_relu1 (Activation) (None, 16, 16, 128) 0 ['enc4_bn1[0][0]'] enc4_conv2 (Conv2D) (None, 16, 16, 128) 147584 ['enc4_relu1[0][0]'] enc4_shortcut_conv (Conv2D (None, 16, 16, 128) 8320 ['pool3[0][0]'] ) enc4_bn2 (BatchNormalizati (None, 16, 16, 128) 512 ['enc4_conv2[0][0]'] on) enc4_shortcut_bn (BatchNor (None, 16, 16, 128) 512 ['enc4_shortcut_conv[0][0]'] malization) enc4_add (Add) (None, 16, 16, 128) 0 ['enc4_bn2[0][0]', 'enc4_shortcut_bn[0][0]'] enc4_final_relu (Activatio (None, 16, 16, 128) 0 ['enc4_add[0][0]'] n) pool4 (MaxPooling2D) (None, 8, 8, 128) 0 ['enc4_final_relu[0][0]'] bottleneck_conv1 (Conv2D) (None, 8, 8, 256) 295168 ['pool4[0][0]'] bottleneck_bn1 (BatchNorma (None, 8, 8, 256) 1024 ['bottleneck_conv1[0][0]'] lization) bottleneck_relu1 (Activati (None, 8, 8, 256) 0 ['bottleneck_bn1[0][0]'] on) bottleneck_conv2 (Conv2D) (None, 8, 8, 256) 590080 ['bottleneck_relu1[0][0]'] bottleneck_shortcut_conv ( (None, 8, 8, 256) 33024 ['pool4[0][0]'] Conv2D) bottleneck_bn2 (BatchNorma (None, 8, 8, 256) 1024 ['bottleneck_conv2[0][0]'] lization) bottleneck_shortcut_bn (Ba (None, 8, 8, 256) 1024 ['bottleneck_shortcut_conv[0][ tchNormalization) 0]'] bottleneck_add (Add) (None, 8, 8, 256) 0 ['bottleneck_bn2[0][0]', 'bottleneck_shortcut_bn[0][0] '] bottleneck_final_relu (Act (None, 8, 8, 256) 0 ['bottleneck_add[0][0]'] ivation) reshape (Reshape) (None, 64, 256) 0 ['bottleneck_final_relu[0][0]' ] layer_normalization (Layer (None, 64, 256) 512 ['reshape[0][0]'] Normalization) multi_head_attention (Mult (None, 64, 256) 2103552 ['layer_normalization[0][0]', iHeadAttention) 'layer_normalization[0][0]'] add (Add) (None, 64, 256) 0 ['multi_head_attention[0][0]', 'reshape[0][0]'] layer_normalization_1 (Lay (None, 64, 256) 512 ['add[0][0]'] erNormalization) dense (Dense) (None, 64, 512) 131584 ['layer_normalization_1[0][0]' ] dropout (Dropout) (None, 64, 512) 0 ['dense[0][0]'] dense_1 (Dense) (None, 64, 256) 131328 ['dropout[0][0]'] dropout_1 (Dropout) (None, 64, 256) 0 ['dense_1[0][0]'] add_1 (Add) (None, 64, 256) 0 ['dropout_1[0][0]', 'add[0][0]'] reshape_1 (Reshape) (None, 8, 8, 256) 0 ['add_1[0][0]'] reshape_2 (Reshape) (None, 64, 256) 0 ['reshape_1[0][0]'] layer_normalization_2 (Lay (None, 64, 256) 512 ['reshape_2[0][0]'] erNormalization) multi_head_attention_1 (Mu (None, 64, 256) 2103552 ['layer_normalization_2[0][0]' ltiHeadAttention) , 'layer_normalization_2[0][0] '] add_2 (Add) (None, 64, 256) 0 ['multi_head_attention_1[0][0] ', 'reshape_2[0][0]'] layer_normalization_3 (Lay (None, 64, 256) 512 ['add_2[0][0]'] erNormalization) dense_2 (Dense) (None, 64, 512) 131584 ['layer_normalization_3[0][0]' ] dropout_2 (Dropout) (None, 64, 512) 0 ['dense_2[0][0]'] dense_3 (Dense) (None, 64, 256) 131328 ['dropout_2[0][0]'] dropout_3 (Dropout) (None, 64, 256) 0 ['dense_3[0][0]'] add_3 (Add) (None, 64, 256) 0 ['dropout_3[0][0]', 'add_2[0][0]'] reshape_3 (Reshape) (None, 8, 8, 256) 0 ['add_3[0][0]'] up4 (Conv2DTranspose) (None, 16, 16, 128) 131200 ['reshape_3[0][0]'] cat4 (Concatenate) (None, 16, 16, 256) 0 ['up4[0][0]', 'enc4_final_relu[0][0]'] dec4_conv1 (Conv2D) (None, 16, 16, 128) 295040 ['cat4[0][0]'] dec4_bn1 (BatchNormalizati (None, 16, 16, 128) 512 ['dec4_conv1[0][0]'] on) dec4_relu1 (Activation) (None, 16, 16, 128) 0 ['dec4_bn1[0][0]'] dec4_conv2 (Conv2D) (None, 16, 16, 128) 147584 ['dec4_relu1[0][0]'] dec4_shortcut_conv (Conv2D (None, 16, 16, 128) 32896 ['cat4[0][0]'] ) dec4_bn2 (BatchNormalizati (None, 16, 16, 128) 512 ['dec4_conv2[0][0]'] on) dec4_shortcut_bn (BatchNor (None, 16, 16, 128) 512 ['dec4_shortcut_conv[0][0]'] malization) dec4_add (Add) (None, 16, 16, 128) 0 ['dec4_bn2[0][0]', 'dec4_shortcut_bn[0][0]'] dec4_final_relu (Activatio (None, 16, 16, 128) 0 ['dec4_add[0][0]'] n) up3 (Conv2DTranspose) (None, 32, 32, 64) 32832 ['dec4_final_relu[0][0]'] cat3 (Concatenate) (None, 32, 32, 128) 0 ['up3[0][0]', 'enc3_final_relu[0][0]'] dec3_conv1 (Conv2D) (None, 32, 32, 64) 73792 ['cat3[0][0]'] dec3_bn1 (BatchNormalizati (None, 32, 32, 64) 256 ['dec3_conv1[0][0]'] on) dec3_relu1 (Activation) (None, 32, 32, 64) 0 ['dec3_bn1[0][0]'] dec3_conv2 (Conv2D) (None, 32, 32, 64) 36928 ['dec3_relu1[0][0]'] dec3_shortcut_conv (Conv2D (None, 32, 32, 64) 8256 ['cat3[0][0]'] ) dec3_bn2 (BatchNormalizati (None, 32, 32, 64) 256 ['dec3_conv2[0][0]'] on) dec3_shortcut_bn (BatchNor (None, 32, 32, 64) 256 ['dec3_shortcut_conv[0][0]'] malization) dec3_add (Add) (None, 32, 32, 64) 0 ['dec3_bn2[0][0]', 'dec3_shortcut_bn[0][0]'] dec3_final_relu (Activatio (None, 32, 32, 64) 0 ['dec3_add[0][0]'] n) up2 (Conv2DTranspose) (None, 64, 64, 32) 8224 ['dec3_final_relu[0][0]'] cat2 (Concatenate) (None, 64, 64, 64) 0 ['up2[0][0]', 'enc2_final_relu[0][0]'] dec2_conv1 (Conv2D) (None, 64, 64, 32) 18464 ['cat2[0][0]'] dec2_bn1 (BatchNormalizati (None, 64, 64, 32) 128 ['dec2_conv1[0][0]'] on) dec2_relu1 (Activation) (None, 64, 64, 32) 0 ['dec2_bn1[0][0]'] dec2_conv2 (Conv2D) (None, 64, 64, 32) 9248 ['dec2_relu1[0][0]'] dec2_shortcut_conv (Conv2D (None, 64, 64, 32) 2080 ['cat2[0][0]'] ) dec2_bn2 (BatchNormalizati (None, 64, 64, 32) 128 ['dec2_conv2[0][0]'] on) dec2_shortcut_bn (BatchNor (None, 64, 64, 32) 128 ['dec2_shortcut_conv[0][0]'] malization) dec2_add (Add) (None, 64, 64, 32) 0 ['dec2_bn2[0][0]', 'dec2_shortcut_bn[0][0]'] dec2_final_relu (Activatio (None, 64, 64, 32) 0 ['dec2_add[0][0]'] n) up1 (Conv2DTranspose) (None, 128, 128, 16) 2064 ['dec2_final_relu[0][0]'] cat1 (Concatenate) (None, 128, 128, 32) 0 ['up1[0][0]', 'enc1_final_relu[0][0]'] dec1_conv1 (Conv2D) (None, 128, 128, 16) 4624 ['cat1[0][0]'] dec1_bn1 (BatchNormalizati (None, 128, 128, 16) 64 ['dec1_conv1[0][0]'] on) dec1_relu1 (Activation) (None, 128, 128, 16) 0 ['dec1_bn1[0][0]'] dec1_conv2 (Conv2D) (None, 128, 128, 16) 2320 ['dec1_relu1[0][0]'] dec1_shortcut_conv (Conv2D (None, 128, 128, 16) 528 ['cat1[0][0]'] ) dec1_bn2 (BatchNormalizati (None, 128, 128, 16) 64 ['dec1_conv2[0][0]'] on) dec1_shortcut_bn (BatchNor (None, 128, 128, 16) 64 ['dec1_shortcut_conv[0][0]'] malization) dec1_add (Add) (None, 128, 128, 16) 0 ['dec1_bn2[0][0]', 'dec1_shortcut_bn[0][0]'] dec1_final_relu (Activatio (None, 128, 128, 16) 0 ['dec1_add[0][0]'] n) output (Conv2D) (None, 128, 128, 1) 17 ['dec1_final_relu[0][0]'] ================================================================================================== Total params: 6774177 (25.84 MB) Trainable params: 6769761 (25.82 MB) Non-trainable params: 4416 (17.25 KB) __________________________________________________________________________________________________ Starting Training... Epoch 1/100 2026-06-03 16:23:44.805066: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:432] Loaded cuDNN version 8907 2026-06-03 16:23:45.931218: I tensorflow/tsl/platform/default/subprocess.cc:304] Start cannot spawn child process: No such file or directory 2026-06-03 16:23:47.535678: I tensorflow/compiler/xla/stream_executor/cuda/cuda_blas.cc:606] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once. 2026-06-03 16:23:48.756047: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x55f162474810 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices: 2026-06-03 16:23:48.756125: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): NVIDIA RTX A6000, Compute Capability 8.6 2026-06-03 16:23:48.763090: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:255] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable. 2026-06-03 16:23:48.906353: I tensorflow/tsl/platform/default/subprocess.cc:304] Start cannot spawn child process: No such file or directory 2026-06-03 16:23:48.962635: I ./tensorflow/compiler/jit/device_compiler.h:186] Compiled cluster using XLA! This line is logged at most once for the lifetime of the process. 1/53 [..............................] - ETA: 25:55 - loss: 2.8581 - accuracy: 0.2581 - dice_coef: 0.1329 - precision_m: 0.0743 - recall_m: 0.6266 - f1_m: 0.1329 - iou_m: 0.0712 2/53 [>.............................] - ETA: 5s - loss: 2.7533 - accuracy: 0.2749 - dice_coef: 0.1950 - precision_m: 0.1185 - recall_m: 0.6202 - f1_m: 0.1950 - iou_m: 0.1093  4/53 [=>............................] - ETA: 3s - loss: 2.7642 - accuracy: 0.2625 - dice_coef: 0.1683 - precision_m: 0.0999 - recall_m: 0.5979 - f1_m: 0.1683 - iou_m: 0.0929 5/53 [=>............................] - ETA: 3s - loss: 2.7805 - accuracy: 0.2546 - dice_coef: 0.1468 - precision_m: 0.0864 - recall_m: 0.5611 - f1_m: 0.1468 - iou_m: 0.0806 6/53 [==>...........................] - ETA: 4s - loss: 2.7792 - accuracy: 0.2527 - dice_coef: 0.1413 - precision_m: 0.0826 - recall_m: 0.5665 - f1_m: 0.1413 - iou_m: 0.0772 7/53 [==>...........................] - ETA: 4s - loss: 2.7799 - accuracy: 0.2498 - dice_coef: 0.1348 - precision_m: 0.0784 - recall_m: 0.5522 - f1_m: 0.1348 - iou_m: 0.0734 8/53 [===>..........................] - ETA: 3s - loss: 2.7733 - accuracy: 0.2484 - dice_coef: 0.1275 - precision_m: 0.0737 - recall_m: 0.5560 - f1_m: 0.1275 - iou_m: 0.0692 10/53 [====>.........................] - ETA: 3s - loss: 2.7701 - accuracy: 0.2465 - dice_coef: 0.1219 - precision_m: 0.0703 - recall_m: 0.5313 - f1_m: 0.1219 - iou_m: 0.0659 11/53 [=====>........................] - ETA: 3s - loss: 2.7623 - accuracy: 0.2499 - dice_coef: 0.1193 - precision_m: 0.0686 - recall_m: 0.5293 - f1_m: 0.1193 - iou_m: 0.0643 12/53 [=====>........................] - ETA: 3s - loss: 2.7558 - accuracy: 0.2461 - dice_coef: 0.1126 - precision_m: 0.0646 - recall_m: 0.5212 - f1_m: 0.1126 - iou_m: 0.0607 13/53 [======>.......................] - ETA: 3s - loss: 2.7593 - accuracy: 0.2403 - dice_coef: 0.1070 - precision_m: 0.0612 - recall_m: 0.5071 - f1_m: 0.1070 - iou_m: 0.0575 14/53 [======>.......................] - ETA: 2s - loss: 2.7555 - accuracy: 0.2385 - dice_coef: 0.1041 - precision_m: 0.0594 - recall_m: 0.5069 - f1_m: 0.1041 - iou_m: 0.0559 16/53 [========>.....................] - ETA: 2s - loss: 2.7381 - accuracy: 0.2409 - dice_coef: 0.1039 - precision_m: 0.0592 - recall_m: 0.5086 - f1_m: 0.1039 - iou_m: 0.0557 18/53 [=========>....................] - ETA: 2s - loss: 2.7097 - accuracy: 0.2603 - dice_coef: 0.1069 - precision_m: 0.0607 - recall_m: 0.5225 - f1_m: 0.1069 - iou_m: 0.0573 19/53 [=========>....................] - ETA: 2s - loss: 2.6973 - accuracy: 0.2714 - dice_coef: 0.1126 - precision_m: 0.0643 - recall_m: 0.5285 - f1_m: 0.1126 - iou_m: 0.0606 20/53 [==========>...................] - ETA: 2s - loss: 2.6912 - accuracy: 0.2738 - dice_coef: 0.1117 - precision_m: 0.0637 - recall_m: 0.5250 - f1_m: 0.1117 - iou_m: 0.0601 22/53 [===========>..................] - ETA: 2s - loss: 2.6755 - accuracy: 0.2792 - dice_coef: 0.1126 - precision_m: 0.0641 - recall_m: 0.5328 - f1_m: 0.1126 - iou_m: 0.0605 23/53 [============>.................] - ETA: 2s - loss: 2.6658 - accuracy: 0.2866 - dice_coef: 0.1131 - precision_m: 0.0643 - recall_m: 0.5399 - f1_m: 0.1131 - iou_m: 0.0608 24/53 [============>.................] - ETA: 2s - loss: 2.6575 - accuracy: 0.2946 - dice_coef: 0.1147 - precision_m: 0.0652 - recall_m: 0.5416 - f1_m: 0.1147 - iou_m: 0.0617 26/53 [=============>................] - ETA: 2s - loss: 2.6385 - accuracy: 0.3100 - dice_coef: 0.1173 - precision_m: 0.0668 - recall_m: 0.5471 - f1_m: 0.1173 - iou_m: 0.0631 27/53 [==============>...............] - ETA: 1s - loss: 2.6273 - accuracy: 0.3211 - dice_coef: 0.1232 - precision_m: 0.0706 - recall_m: 0.5536 - f1_m: 0.1232 - iou_m: 0.0667 28/53 [==============>...............] - ETA: 1s - loss: 2.6175 - accuracy: 0.3271 - dice_coef: 0.1265 - precision_m: 0.0727 - recall_m: 0.5565 - f1_m: 0.1265 - iou_m: 0.0687 30/53 [===============>..............] - ETA: 1s - loss: 2.5997 - accuracy: 0.3456 - dice_coef: 0.1343 - precision_m: 0.0780 - recall_m: 0.5609 - f1_m: 0.1343 - iou_m: 0.0734 32/53 [=================>............] - ETA: 1s - loss: 2.5868 - accuracy: 0.3616 - dice_coef: 0.1361 - precision_m: 0.0789 - recall_m: 0.5668 - f1_m: 0.1361 - iou_m: 0.0743 34/53 [==================>...........] - ETA: 1s - loss: 2.5735 - accuracy: 0.3769 - dice_coef: 0.1392 - precision_m: 0.0808 - recall_m: 0.5719 - f1_m: 0.1392 - iou_m: 0.0761 35/53 [==================>...........] - ETA: 1s - loss: 2.5646 - accuracy: 0.3820 - dice_coef: 0.1440 - precision_m: 0.0841 - recall_m: 0.5753 - f1_m: 0.1440 - iou_m: 0.0791 37/53 [===================>..........] - ETA: 1s - loss: 2.5517 - accuracy: 0.3940 - dice_coef: 0.1452 - precision_m: 0.0851 - recall_m: 0.5738 - f1_m: 0.1452 - iou_m: 0.0798 39/53 [=====================>........] - ETA: 0s - loss: 2.5371 - accuracy: 0.4105 - dice_coef: 0.1519 - precision_m: 0.0901 - recall_m: 0.5782 - f1_m: 0.1519 - iou_m: 0.0842 40/53 [=====================>........] - ETA: 0s - loss: 2.5315 - accuracy: 0.4181 - dice_coef: 0.1516 - precision_m: 0.0898 - recall_m: 0.5790 - f1_m: 0.1516 - iou_m: 0.0840 41/53 [======================>.......] - ETA: 0s - loss: 2.5235 - accuracy: 0.4259 - dice_coef: 0.1545 - precision_m: 0.0917 - recall_m: 0.5807 - f1_m: 0.1545 - iou_m: 0.0858 43/53 [=======================>......] - ETA: 0s - loss: 2.5111 - accuracy: 0.4395 - dice_coef: 0.1553 - precision_m: 0.0921 - recall_m: 0.5837 - f1_m: 0.1553 - iou_m: 0.0861 45/53 [========================>.....] - ETA: 0s - loss: 2.4975 - accuracy: 0.4527 - dice_coef: 0.1596 - precision_m: 0.0948 - recall_m: 0.5917 - f1_m: 0.1596 - iou_m: 0.0888 46/53 [=========================>....] - ETA: 0s - loss: 2.4920 - accuracy: 0.4589 - dice_coef: 0.1606 - precision_m: 0.0953 - recall_m: 0.5939 - f1_m: 0.1606 - iou_m: 0.0893 48/53 [==========================>...] - ETA: 0s - loss: 2.4770 - accuracy: 0.4707 - dice_coef: 0.1675 - precision_m: 0.1002 - recall_m: 0.5980 - f1_m: 0.1675 - iou_m: 0.0937 50/53 [===========================>..] - ETA: 0s - loss: 2.4649 - accuracy: 0.4832 - dice_coef: 0.1708 - precision_m: 0.1025 - recall_m: 0.6001 - f1_m: 0.1708 - iou_m: 0.0957 52/53 [============================>.] - ETA: 0s - loss: 2.4524 - accuracy: 0.4958 - dice_coef: 0.1754 - precision_m: 0.1056 - recall_m: 0.6069 - f1_m: 0.1754 - iou_m: 0.0987 53/53 [==============================] - ETA: 0s - loss: 2.4437 - accuracy: 0.5013 - dice_coef: 0.1815 - precision_m: 0.1110 - recall_m: 0.6085 - f1_m: 0.1815 - iou_m: 0.1031 Epoch 1: val_dice_coef improved from -inf to 0.22724, saving model to checkpoints/best_model.weights.h5  53/53 [==============================] - 37s 132ms/step - loss: 2.4437 - accuracy: 0.5013 - dice_coef: 0.1815 - precision_m: 0.1110 - recall_m: 0.6085 - f1_m: 0.1815 - iou_m: 0.1031 - val_loss: 2.1804 - val_accuracy: 0.7891 - val_dice_coef: 0.2272 - val_precision_m: 0.1584 - val_recall_m: 0.4639 - val_f1_m: 0.2272 - val_iou_m: 0.1341 - lr: 1.0000e-04 Epoch 2/100 1/53 [..............................] - ETA: 6s - loss: 2.0768 - accuracy: 0.7885 - dice_coef: 0.3363 - precision_m: 0.2132 - recall_m: 0.7957 - f1_m: 0.3363 - iou_m: 0.2022 2/53 [>.............................] - ETA: 3s - loss: 2.0746 - accuracy: 0.8071 - dice_coef: 0.3450 - precision_m: 0.2216 - recall_m: 0.7810 - f1_m: 0.3450 - iou_m: 0.2085 3/53 [>.............................] - ETA: 3s - loss: 2.0762 - accuracy: 0.7915 - dice_coef: 0.3426 - precision_m: 0.2235 - recall_m: 0.7390 - f1_m: 0.3426 - iou_m: 0.2067 5/53 [=>............................] - ETA: 3s - loss: 2.0601 - accuracy: 0.7993 - dice_coef: 0.3555 - precision_m: 0.2328 - recall_m: 0.7556 - f1_m: 0.3555 - iou_m: 0.2163 7/53 [==>...........................] - ETA: 2s - loss: 2.0640 - accuracy: 0.8147 - dice_coef: 0.3342 - precision_m: 0.2149 - recall_m: 0.7751 - f1_m: 0.3342 - iou_m: 0.2014 8/53 [===>..........................] - ETA: 2s - loss: 2.0565 - accuracy: 0.8129 - dice_coef: 0.3375 - precision_m: 0.2185 - recall_m: 0.7643 - f1_m: 0.3375 - iou_m: 0.2037 9/53 [====>.........................] - ETA: 2s - loss: 2.0548 - accuracy: 0.8162 - dice_coef: 0.3339 - precision_m: 0.2151 - recall_m: 0.7716 - f1_m: 0.3339 - iou_m: 0.2011 10/53 [====>.........................] - ETA: 2s - loss: 2.0358 - accuracy: 0.8210 - dice_coef: 0.3559 - precision_m: 0.2372 - recall_m: 0.7702 - f1_m: 0.3559 - iou_m: 0.2193 11/53 [=====>........................] - ETA: 2s - loss: 2.0460 - accuracy: 0.8238 - dice_coef: 0.3449 - precision_m: 0.2280 - recall_m: 0.7773 - f1_m: 0.3449 - iou_m: 0.2115 13/53 [======>.......................] - ETA: 2s - loss: 2.0336 - accuracy: 0.8290 - dice_coef: 0.3520 - precision_m: 0.2322 - recall_m: 0.7877 - f1_m: 0.3520 - iou_m: 0.2164 14/53 [======>.......................] - ETA: 2s - loss: 2.0207 - accuracy: 0.8274 - dice_coef: 0.3590 - precision_m: 0.2378 - recall_m: 0.7894 - f1_m: 0.3590 - iou_m: 0.2216 16/53 [========>.....................] - ETA: 2s - loss: 2.0008 - accuracy: 0.8275 - dice_coef: 0.3802 - precision_m: 0.2631 - recall_m: 0.7781 - f1_m: 0.3802 - iou_m: 0.2391 17/53 [========>.....................] - ETA: 2s - loss: 1.9902 - accuracy: 0.8278 - dice_coef: 0.3885 - precision_m: 0.2726 - recall_m: 0.7719 - f1_m: 0.3885 - iou_m: 0.2457 19/53 [=========>....................] - ETA: 2s - loss: 1.9751 - accuracy: 0.8324 - dice_coef: 0.3981 - precision_m: 0.2807 - recall_m: 0.7736 - f1_m: 0.3981 - iou_m: 0.2531 21/53 [==========>...................] - ETA: 1s - loss: 1.9699 - accuracy: 0.8348 - dice_coef: 0.4030 - precision_m: 0.2842 - recall_m: 0.7753 - f1_m: 0.4030 - iou_m: 0.2567 22/53 [===========>..................] - ETA: 1s - loss: 1.9630 - accuracy: 0.8356 - dice_coef: 0.4070 - precision_m: 0.2878 - recall_m: 0.7746 - f1_m: 0.4070 - iou_m: 0.2598 23/53 [============>.................] - ETA: 1s - loss: 1.9600 - accuracy: 0.8382 - dice_coef: 0.4076 - precision_m: 0.2873 - recall_m: 0.7788 - f1_m: 0.4076 - iou_m: 0.2601 25/53 [=============>................] - ETA: 1s - loss: 1.9562 - accuracy: 0.8419 - dice_coef: 0.4084 - precision_m: 0.2863 - recall_m: 0.7864 - f1_m: 0.4084 - iou_m: 0.2604 26/53 [=============>................] - ETA: 1s - loss: 1.9551 - accuracy: 0.8430 - dice_coef: 0.4088 - precision_m: 0.2859 - recall_m: 0.7890 - f1_m: 0.4088 - iou_m: 0.2606 27/53 [==============>...............] - ETA: 1s - loss: 1.9456 - accuracy: 0.8442 - dice_coef: 0.4158 - precision_m: 0.2923 - recall_m: 0.7914 - f1_m: 0.4158 - iou_m: 0.2667 29/53 [===============>..............] - ETA: 1s - loss: 1.9298 - accuracy: 0.8453 - dice_coef: 0.4254 - precision_m: 0.3020 - recall_m: 0.7918 - f1_m: 0.4254 - iou_m: 0.2749 30/53 [===============>..............] - ETA: 1s - loss: 1.9222 - accuracy: 0.8447 - dice_coef: 0.4306 - precision_m: 0.3086 - recall_m: 0.7886 - f1_m: 0.4306 - iou_m: 0.2794 32/53 [=================>............] - ETA: 1s - loss: 1.9130 - accuracy: 0.8456 - dice_coef: 0.4352 - precision_m: 0.3117 - recall_m: 0.7932 - f1_m: 0.4352 - iou_m: 0.2831 33/53 [=================>............] - ETA: 1s - loss: 1.9099 - accuracy: 0.8464 - dice_coef: 0.4370 - precision_m: 0.3129 - recall_m: 0.7946 - f1_m: 0.4370 - iou_m: 0.2845 35/53 [==================>...........] - ETA: 1s - loss: 1.9032 - accuracy: 0.8482 - dice_coef: 0.4397 - precision_m: 0.3143 - recall_m: 0.7978 - f1_m: 0.4397 - iou_m: 0.2864 36/53 [===================>..........] - ETA: 1s - loss: 1.9008 - accuracy: 0.8494 - dice_coef: 0.4416 - precision_m: 0.3168 - recall_m: 0.7948 - f1_m: 0.4416 - iou_m: 0.2880 37/53 [===================>..........] - ETA: 0s - loss: 1.8993 - accuracy: 0.8512 - dice_coef: 0.4430 - precision_m: 0.3173 - recall_m: 0.7981 - f1_m: 0.4430 - iou_m: 0.2890 38/53 [====================>.........] - ETA: 0s - loss: 1.8946 - accuracy: 0.8524 - dice_coef: 0.4454 - precision_m: 0.3188 - recall_m: 0.8018 - f1_m: 0.4454 - iou_m: 0.2910 39/53 [=====================>........] - ETA: 0s - loss: 1.8903 - accuracy: 0.8534 - dice_coef: 0.4473 - precision_m: 0.3204 - recall_m: 0.8025 - f1_m: 0.4473 - iou_m: 0.2926 40/53 [=====================>........] - ETA: 0s - loss: 1.8867 - accuracy: 0.8547 - dice_coef: 0.4515 - precision_m: 0.3248 - recall_m: 0.8024 - f1_m: 0.4515 - iou_m: 0.2963 42/53 [======================>.......] - ETA: 0s - loss: 1.8784 - accuracy: 0.8567 - dice_coef: 0.4564 - precision_m: 0.3292 - recall_m: 0.8040 - f1_m: 0.4564 - iou_m: 0.3005 43/53 [=======================>......] - ETA: 0s - loss: 1.8739 - accuracy: 0.8565 - dice_coef: 0.4591 - precision_m: 0.3331 - recall_m: 0.8011 - f1_m: 0.4591 - iou_m: 0.3028 44/53 [=======================>......] - ETA: 0s - loss: 1.8704 - accuracy: 0.8572 - dice_coef: 0.4611 - precision_m: 0.3345 - recall_m: 0.8026 - f1_m: 0.4611 - iou_m: 0.3045 46/53 [=========================>....] - ETA: 0s - loss: 1.8632 - accuracy: 0.8584 - dice_coef: 0.4659 - precision_m: 0.3396 - recall_m: 0.8020 - f1_m: 0.4659 - iou_m: 0.3087 47/53 [=========================>....] - ETA: 0s - loss: 1.8596 - accuracy: 0.8602 - dice_coef: 0.4687 - precision_m: 0.3418 - recall_m: 0.8042 - f1_m: 0.4687 - iou_m: 0.3112 48/53 [==========================>...] - ETA: 0s - loss: 1.8575 - accuracy: 0.8603 - dice_coef: 0.4697 - precision_m: 0.3445 - recall_m: 0.7992 - f1_m: 0.4697 - iou_m: 0.3119 50/53 [===========================>..] - ETA: 0s - loss: 1.8540 - accuracy: 0.8626 - dice_coef: 0.4719 - precision_m: 0.3459 - recall_m: 0.8022 - f1_m: 0.4719 - iou_m: 0.3137 52/53 [============================>.] - ETA: 0s - loss: 1.8511 - accuracy: 0.8653 - dice_coef: 0.4732 - precision_m: 0.3462 - recall_m: 0.8061 - f1_m: 0.4732 - iou_m: 0.3148 53/53 [==============================] - ETA: 0s - loss: 1.8482 - accuracy: 0.8660 - dice_coef: 0.4744 - precision_m: 0.3472 - recall_m: 0.8063 - f1_m: 0.4744 - iou_m: 0.3158 Epoch 2: val_dice_coef improved from 0.22724 to 0.42376, saving model to checkpoints/best_model.weights.h5  53/53 [==============================] - 5s 92ms/step - loss: 1.8482 - accuracy: 0.8660 - dice_coef: 0.4744 - precision_m: 0.3472 - recall_m: 0.8063 - f1_m: 0.4744 - iou_m: 0.3158 - val_loss: 2.2473 - val_accuracy: 0.8372 - val_dice_coef: 0.4238 - val_precision_m: 0.2881 - val_recall_m: 0.8555 - val_f1_m: 0.4238 - val_iou_m: 0.2735 - lr: 1.0000e-04 Epoch 3/100 1/53 [..............................] - ETA: 11s - loss: 1.8733 - accuracy: 0.9331 - dice_coef: 0.4085 - precision_m: 0.2649 - recall_m: 0.8916 - f1_m: 0.4085 - iou_m: 0.2567 3/53 [>.............................] - ETA: 1s - loss: 1.7552 - accuracy: 0.9271 - dice_coef: 0.5178 - precision_m: 0.3780 - recall_m: 0.8590 - f1_m: 0.5178 - iou_m: 0.3534  4/53 [=>............................] - ETA: 2s - loss: 1.7123 - accuracy: 0.9216 - dice_coef: 0.5376 - precision_m: 0.4064 - recall_m: 0.8341 - f1_m: 0.5376 - iou_m: 0.3714 5/53 [=>............................] - ETA: 2s - loss: 1.7046 - accuracy: 0.9242 - dice_coef: 0.5460 - precision_m: 0.4117 - recall_m: 0.8426 - f1_m: 0.5460 - iou_m: 0.3787 6/53 [==>...........................] - ETA: 2s - loss: 1.6765 - accuracy: 0.9229 - dice_coef: 0.5629 - precision_m: 0.4312 - recall_m: 0.8412 - f1_m: 0.5629 - iou_m: 0.3954 7/53 [==>...........................] - ETA: 2s - loss: 1.6703 - accuracy: 0.9187 - dice_coef: 0.5696 - precision_m: 0.4411 - recall_m: 0.8324 - f1_m: 0.5696 - iou_m: 0.4015 9/53 [====>.........................] - ETA: 2s - loss: 1.6544 - accuracy: 0.9186 - dice_coef: 0.5834 - precision_m: 0.4530 - recall_m: 0.8427 - f1_m: 0.5834 - iou_m: 0.4149 10/53 [====>.........................] - ETA: 2s - loss: 1.6451 - accuracy: 0.9139 - dice_coef: 0.5863 - precision_m: 0.4654 - recall_m: 0.8238 - f1_m: 0.5863 - iou_m: 0.4176 11/53 [=====>........................] - ETA: 2s - loss: 1.6381 - accuracy: 0.9139 - dice_coef: 0.5926 - precision_m: 0.4789 - recall_m: 0.8128 - f1_m: 0.5926 - iou_m: 0.4240 12/53 [=====>........................] - ETA: 2s - loss: 1.6331 - accuracy: 0.9139 - dice_coef: 0.5919 - precision_m: 0.4795 - recall_m: 0.8061 - f1_m: 0.5919 - iou_m: 0.4230 13/53 [======>.......................] - ETA: 2s - loss: 1.6321 - accuracy: 0.9156 - dice_coef: 0.5909 - precision_m: 0.4750 - recall_m: 0.8152 - f1_m: 0.5909 - iou_m: 0.4218 14/53 [======>.......................] - ETA: 2s - loss: 1.6370 - accuracy: 0.9112 - dice_coef: 0.5861 - precision_m: 0.4790 - recall_m: 0.7938 - f1_m: 0.5861 - iou_m: 0.4170 15/53 [=======>......................] - ETA: 2s - loss: 1.6402 - accuracy: 0.9121 - dice_coef: 0.5825 - precision_m: 0.4723 - recall_m: 0.8011 - f1_m: 0.5825 - iou_m: 0.4134 17/53 [========>.....................] - ETA: 2s - loss: 1.6372 - accuracy: 0.9124 - dice_coef: 0.5825 - precision_m: 0.4719 - recall_m: 0.7998 - f1_m: 0.5825 - iou_m: 0.4136 19/53 [=========>....................] - ETA: 2s - loss: 1.6382 - accuracy: 0.9137 - dice_coef: 0.5813 - precision_m: 0.4693 - recall_m: 0.7989 - f1_m: 0.5813 - iou_m: 0.4122 20/53 [==========>...................] - ETA: 2s - loss: 1.6291 - accuracy: 0.9138 - dice_coef: 0.5878 - precision_m: 0.4796 - recall_m: 0.7966 - f1_m: 0.5878 - iou_m: 0.4192 21/53 [==========>...................] - ETA: 2s - loss: 1.6213 - accuracy: 0.9154 - dice_coef: 0.5941 - precision_m: 0.4852 - recall_m: 0.8018 - f1_m: 0.5941 - iou_m: 0.4261 23/53 [============>.................] - ETA: 2s - loss: 1.6218 - accuracy: 0.9175 - dice_coef: 0.5925 - precision_m: 0.4795 - recall_m: 0.8118 - f1_m: 0.5925 - iou_m: 0.4242 24/53 [============>.................] - ETA: 2s - loss: 1.6163 - accuracy: 0.9183 - dice_coef: 0.5959 - precision_m: 0.4831 - recall_m: 0.8127 - f1_m: 0.5959 - iou_m: 0.4277 25/53 [=============>................] - ETA: 2s - loss: 1.6115 - accuracy: 0.9189 - dice_coef: 0.6001 - precision_m: 0.4873 - recall_m: 0.8150 - f1_m: 0.6001 - iou_m: 0.4322 26/53 [=============>................] - ETA: 2s - loss: 1.6151 - accuracy: 0.9196 - dice_coef: 0.5981 - precision_m: 0.4839 - recall_m: 0.8175 - f1_m: 0.5981 - iou_m: 0.4301 28/53 [==============>...............] - ETA: 1s - loss: 1.6103 - accuracy: 0.9203 - dice_coef: 0.6023 - precision_m: 0.4871 - recall_m: 0.8210 - f1_m: 0.6023 - iou_m: 0.4344 30/53 [===============>..............] - ETA: 1s - loss: 1.6106 - accuracy: 0.9216 - dice_coef: 0.5992 - precision_m: 0.4811 - recall_m: 0.8291 - f1_m: 0.5992 - iou_m: 0.4313 31/53 [================>.............] - ETA: 1s - loss: 1.6080 - accuracy: 0.9212 - dice_coef: 0.6005 - precision_m: 0.4835 - recall_m: 0.8268 - f1_m: 0.6005 - iou_m: 0.4326 32/53 [=================>............] - ETA: 1s - loss: 1.6024 - accuracy: 0.9219 - dice_coef: 0.6039 - precision_m: 0.4871 - recall_m: 0.8280 - f1_m: 0.6039 - iou_m: 0.4362 33/53 [=================>............] - ETA: 1s - loss: 1.6016 - accuracy: 0.9217 - dice_coef: 0.6034 - precision_m: 0.4860 - recall_m: 0.8284 - f1_m: 0.6034 - iou_m: 0.4356 35/53 [==================>...........] - ETA: 1s - loss: 1.5953 - accuracy: 0.9211 - dice_coef: 0.6078 - precision_m: 0.4958 - recall_m: 0.8217 - f1_m: 0.6078 - iou_m: 0.4403 36/53 [===================>..........] - ETA: 1s - loss: 1.5929 - accuracy: 0.9215 - dice_coef: 0.6095 - precision_m: 0.4972 - recall_m: 0.8228 - f1_m: 0.6095 - iou_m: 0.4420 37/53 [===================>..........] - ETA: 1s - loss: 1.5951 - accuracy: 0.9218 - dice_coef: 0.6077 - precision_m: 0.4940 - recall_m: 0.8265 - f1_m: 0.6077 - iou_m: 0.4401 39/53 [=====================>........] - ETA: 0s - loss: 1.5928 - accuracy: 0.9219 - dice_coef: 0.6087 - precision_m: 0.4975 - recall_m: 0.8209 - f1_m: 0.6087 - iou_m: 0.4411 40/53 [=====================>........] - ETA: 0s - loss: 1.5924 - accuracy: 0.9210 - dice_coef: 0.6073 - precision_m: 0.4969 - recall_m: 0.8168 - f1_m: 0.6073 - iou_m: 0.4396 41/53 [======================>.......] - ETA: 0s - loss: 1.5908 - accuracy: 0.9217 - dice_coef: 0.6087 - precision_m: 0.4976 - recall_m: 0.8189 - f1_m: 0.6087 - iou_m: 0.4410 42/53 [======================>.......] - ETA: 0s - loss: 1.5889 - accuracy: 0.9223 - dice_coef: 0.6101 - precision_m: 0.4989 - recall_m: 0.8196 - f1_m: 0.6101 - iou_m: 0.4424 43/53 [=======================>......] - ETA: 0s - loss: 1.5861 - accuracy: 0.9228 - dice_coef: 0.6119 - precision_m: 0.5011 - recall_m: 0.8194 - f1_m: 0.6119 - iou_m: 0.4443 45/53 [========================>.....] - ETA: 0s - loss: 1.5798 - accuracy: 0.9237 - dice_coef: 0.6150 - precision_m: 0.5036 - recall_m: 0.8224 - f1_m: 0.6150 - iou_m: 0.4476 46/53 [=========================>....] - ETA: 0s - loss: 1.5768 - accuracy: 0.9241 - dice_coef: 0.6175 - precision_m: 0.5063 - recall_m: 0.8234 - f1_m: 0.6175 - iou_m: 0.4504 47/53 [=========================>....] - ETA: 0s - loss: 1.5750 - accuracy: 0.9248 - dice_coef: 0.6185 - precision_m: 0.5065 - recall_m: 0.8256 - f1_m: 0.6185 - iou_m: 0.4513 48/53 [==========================>...] - ETA: 0s - loss: 1.5716 - accuracy: 0.9249 - dice_coef: 0.6204 - precision_m: 0.5093 - recall_m: 0.8251 - f1_m: 0.6204 - iou_m: 0.4535 49/53 [==========================>...] - ETA: 0s - loss: 1.5688 - accuracy: 0.9255 - dice_coef: 0.6222 - precision_m: 0.5109 - recall_m: 0.8264 - f1_m: 0.6222 - iou_m: 0.4554 51/53 [===========================>..] - ETA: 0s - loss: 1.5684 - accuracy: 0.9259 - dice_coef: 0.6224 - precision_m: 0.5112 - recall_m: 0.8257 - f1_m: 0.6224 - iou_m: 0.4554 53/53 [==============================] - ETA: 0s - loss: 1.5656 - accuracy: 0.9264 - dice_coef: 0.6234 - precision_m: 0.5121 - recall_m: 0.8259 - f1_m: 0.6234 - iou_m: 0.4564 Epoch 3: val_dice_coef improved from 0.42376 to 0.57121, saving model to checkpoints/best_model.weights.h5  53/53 [==============================] - 6s 110ms/step - loss: 1.5656 - accuracy: 0.9264 - dice_coef: 0.6234 - precision_m: 0.5121 - recall_m: 0.8259 - f1_m: 0.6234 - iou_m: 0.4564 - val_loss: 1.8163 - val_accuracy: 0.9090 - val_dice_coef: 0.5712 - val_precision_m: 0.4304 - val_recall_m: 0.8891 - val_f1_m: 0.5712 - val_iou_m: 0.4035 - lr: 1.0000e-04 Epoch 4/100 1/53 [..............................] - ETA: 8s - loss: 1.4827 - accuracy: 0.9563 - dice_coef: 0.6900 - precision_m: 0.5714 - recall_m: 0.8709 - f1_m: 0.6900 - iou_m: 0.5268 3/53 [>.............................] - ETA: 2s - loss: 1.4933 - accuracy: 0.9470 - dice_coef: 0.6529 - precision_m: 0.5231 - recall_m: 0.8726 - f1_m: 0.6529 - iou_m: 0.4868 5/53 [=>............................] - ETA: 2s - loss: 1.4914 - accuracy: 0.9482 - dice_coef: 0.6524 - precision_m: 0.5166 - recall_m: 0.8913 - f1_m: 0.6524 - iou_m: 0.4860 6/53 [==>...........................] - ETA: 2s - loss: 1.4747 - accuracy: 0.9427 - dice_coef: 0.6603 - precision_m: 0.5442 - recall_m: 0.8627 - f1_m: 0.6603 - iou_m: 0.4948 7/53 [==>...........................] - ETA: 2s - loss: 1.4636 - accuracy: 0.9426 - dice_coef: 0.6664 - precision_m: 0.5529 - recall_m: 0.8592 - f1_m: 0.6664 - iou_m: 0.5015 8/53 [===>..........................] - ETA: 2s - loss: 1.4502 - accuracy: 0.9438 - dice_coef: 0.6767 - precision_m: 0.5660 - recall_m: 0.8603 - f1_m: 0.6767 - iou_m: 0.5136 9/53 [====>.........................] - ETA: 2s - loss: 1.4527 - accuracy: 0.9446 - dice_coef: 0.6725 - precision_m: 0.5590 - recall_m: 0.8620 - f1_m: 0.6725 - iou_m: 0.5087 10/53 [====>.........................] - ETA: 2s - loss: 1.4425 - accuracy: 0.9431 - dice_coef: 0.6760 - precision_m: 0.5757 - recall_m: 0.8449 - f1_m: 0.6760 - iou_m: 0.5126 12/53 [=====>........................] - ETA: 2s - loss: 1.4374 - accuracy: 0.9440 - dice_coef: 0.6812 - precision_m: 0.5791 - recall_m: 0.8488 - f1_m: 0.6812 - iou_m: 0.5185 14/53 [======>.......................] - ETA: 2s - loss: 1.4378 - accuracy: 0.9460 - dice_coef: 0.6803 - precision_m: 0.5750 - recall_m: 0.8569 - f1_m: 0.6803 - iou_m: 0.5181 16/53 [========>.....................] - ETA: 1s - loss: 1.4341 - accuracy: 0.9470 - dice_coef: 0.6803 - precision_m: 0.5734 - recall_m: 0.8617 - f1_m: 0.6803 - iou_m: 0.5183 18/53 [=========>....................] - ETA: 1s - loss: 1.4333 - accuracy: 0.9422 - dice_coef: 0.6764 - precision_m: 0.5779 - recall_m: 0.8469 - f1_m: 0.6764 - iou_m: 0.5137 19/53 [=========>....................] - ETA: 1s - loss: 1.4339 - accuracy: 0.9426 - dice_coef: 0.6766 - precision_m: 0.5764 - recall_m: 0.8491 - f1_m: 0.6766 - iou_m: 0.5137 20/53 [==========>...................] - ETA: 1s - loss: 1.4345 - accuracy: 0.9428 - dice_coef: 0.6755 - precision_m: 0.5739 - recall_m: 0.8500 - f1_m: 0.6755 - iou_m: 0.5123 22/53 [===========>..................] - ETA: 1s - loss: 1.4344 - accuracy: 0.9441 - dice_coef: 0.6763 - precision_m: 0.5730 - recall_m: 0.8538 - f1_m: 0.6763 - iou_m: 0.5132 23/53 [============>.................] - ETA: 1s - loss: 1.4331 - accuracy: 0.9447 - dice_coef: 0.6787 - precision_m: 0.5751 - recall_m: 0.8553 - f1_m: 0.6787 - iou_m: 0.5159 25/53 [=============>................] - ETA: 1s - loss: 1.4367 - accuracy: 0.9455 - dice_coef: 0.6747 - precision_m: 0.5685 - recall_m: 0.8566 - f1_m: 0.6747 - iou_m: 0.5114 26/53 [=============>................] - ETA: 1s - loss: 1.4357 - accuracy: 0.9459 - dice_coef: 0.6752 - precision_m: 0.5678 - recall_m: 0.8587 - f1_m: 0.6752 - iou_m: 0.5119 28/53 [==============>...............] - ETA: 1s - loss: 1.4403 - accuracy: 0.9441 - dice_coef: 0.6671 - precision_m: 0.5623 - recall_m: 0.8448 - f1_m: 0.6671 - iou_m: 0.5033 30/53 [===============>..............] - ETA: 1s - loss: 1.4348 - accuracy: 0.9443 - dice_coef: 0.6687 - precision_m: 0.5685 - recall_m: 0.8375 - f1_m: 0.6687 - iou_m: 0.5055 31/53 [================>.............] - ETA: 1s - loss: 1.4315 - accuracy: 0.9440 - dice_coef: 0.6698 - precision_m: 0.5714 - recall_m: 0.8349 - f1_m: 0.6698 - iou_m: 0.5067 33/53 [=================>............] - ETA: 1s - loss: 1.4284 - accuracy: 0.9438 - dice_coef: 0.6716 - precision_m: 0.5762 - recall_m: 0.8302 - f1_m: 0.6716 - iou_m: 0.5087 35/53 [==================>...........] - ETA: 0s - loss: 1.4325 - accuracy: 0.9435 - dice_coef: 0.6675 - precision_m: 0.5713 - recall_m: 0.8269 - f1_m: 0.6675 - iou_m: 0.5041 36/53 [===================>..........] - ETA: 0s - loss: 1.4353 - accuracy: 0.9433 - dice_coef: 0.6635 - precision_m: 0.5669 - recall_m: 0.8238 - f1_m: 0.6635 - iou_m: 0.5000 37/53 [===================>..........] - ETA: 0s - loss: 1.4311 - accuracy: 0.9434 - dice_coef: 0.6653 - precision_m: 0.5691 - recall_m: 0.8241 - f1_m: 0.6653 - iou_m: 0.5020 39/53 [=====================>........] - ETA: 0s - loss: 1.4266 - accuracy: 0.9437 - dice_coef: 0.6681 - precision_m: 0.5725 - recall_m: 0.8246 - f1_m: 0.6681 - iou_m: 0.5051 40/53 [=====================>........] - ETA: 0s - loss: 1.4248 - accuracy: 0.9441 - dice_coef: 0.6694 - precision_m: 0.5733 - recall_m: 0.8263 - f1_m: 0.6694 - iou_m: 0.5066 42/53 [======================>.......] - ETA: 0s - loss: 1.4206 - accuracy: 0.9442 - dice_coef: 0.6716 - precision_m: 0.5754 - recall_m: 0.8277 - f1_m: 0.6716 - iou_m: 0.5090 44/53 [=======================>......] - ETA: 0s - loss: 1.4181 - accuracy: 0.9448 - dice_coef: 0.6732 - precision_m: 0.5762 - recall_m: 0.8299 - f1_m: 0.6732 - iou_m: 0.5108 45/53 [========================>.....] - ETA: 0s - loss: 1.4202 - accuracy: 0.9451 - dice_coef: 0.6711 - precision_m: 0.5727 - recall_m: 0.8323 - f1_m: 0.6711 - iou_m: 0.5084 47/53 [=========================>....] - ETA: 0s - loss: 1.4172 - accuracy: 0.9445 - dice_coef: 0.6718 - precision_m: 0.5756 - recall_m: 0.8289 - f1_m: 0.6718 - iou_m: 0.5091 49/53 [==========================>...] - ETA: 0s - loss: 1.4164 - accuracy: 0.9431 - dice_coef: 0.6708 - precision_m: 0.5772 - recall_m: 0.8231 - f1_m: 0.6708 - iou_m: 0.5079 51/53 [===========================>..] - ETA: 0s - loss: 1.4149 - accuracy: 0.9437 - dice_coef: 0.6712 - precision_m: 0.5754 - recall_m: 0.8284 - f1_m: 0.6712 - iou_m: 0.5083 53/53 [==============================] - ETA: 0s - loss: 1.4129 - accuracy: 0.9418 - dice_coef: 0.6715 - precision_m: 0.5825 - recall_m: 0.8203 - f1_m: 0.6715 - iou_m: 0.5085 Epoch 4: val_dice_coef improved from 0.57121 to 0.61723, saving model to checkpoints/best_model.weights.h5  53/53 [==============================] - 4s 78ms/step - loss: 1.4129 - accuracy: 0.9418 - dice_coef: 0.6715 - precision_m: 0.5825 - recall_m: 0.8203 - f1_m: 0.6715 - iou_m: 0.5085 - val_loss: 1.5947 - val_accuracy: 0.9238 - val_dice_coef: 0.6172 - val_precision_m: 0.4848 - val_recall_m: 0.8930 - val_f1_m: 0.6172 - val_iou_m: 0.4496 - lr: 1.0000e-04 Epoch 5/100 1/53 [..............................] - ETA: 6s - loss: 1.3848 - accuracy: 0.9615 - dice_coef: 0.6667 - precision_m: 0.5199 - recall_m: 0.9290 - f1_m: 0.6667 - iou_m: 0.5000 2/53 [>.............................] - ETA: 2s - loss: 1.3144 - accuracy: 0.9620 - dice_coef: 0.7238 - precision_m: 0.5983 - recall_m: 0.9261 - f1_m: 0.7238 - iou_m: 0.5703 4/53 [=>............................] - ETA: 2s - loss: 1.3149 - accuracy: 0.9597 - dice_coef: 0.7165 - precision_m: 0.5911 - recall_m: 0.9203 - f1_m: 0.7165 - iou_m: 0.5621 5/53 [=>............................] - ETA: 2s - loss: 1.3289 - accuracy: 0.9528 - dice_coef: 0.7041 - precision_m: 0.6059 - recall_m: 0.8652 - f1_m: 0.7041 - iou_m: 0.5470 7/53 [==>...........................] - ETA: 2s - loss: 1.3302 - accuracy: 0.9492 - dice_coef: 0.7021 - precision_m: 0.6172 - recall_m: 0.8456 - f1_m: 0.7021 - iou_m: 0.5438 9/53 [====>.........................] - ETA: 2s - loss: 1.3441 - accuracy: 0.9484 - dice_coef: 0.6880 - precision_m: 0.5997 - recall_m: 0.8345 - f1_m: 0.6880 - iou_m: 0.5276 11/53 [=====>........................] - ETA: 1s - loss: 1.3334 - accuracy: 0.9478 - dice_coef: 0.6922 - precision_m: 0.6067 - recall_m: 0.8288 - f1_m: 0.6922 - iou_m: 0.5322 13/53 [======>.......................] - ETA: 1s - loss: 1.3224 - accuracy: 0.9493 - dice_coef: 0.7038 - precision_m: 0.6227 - recall_m: 0.8298 - f1_m: 0.7038 - iou_m: 0.5461 14/53 [======>.......................] - ETA: 1s - loss: 1.3232 - accuracy: 0.9499 - dice_coef: 0.7022 - precision_m: 0.6198 - recall_m: 0.8294 - f1_m: 0.7022 - iou_m: 0.5440 16/53 [========>.....................] - ETA: 1s - loss: 1.3167 - accuracy: 0.9513 - dice_coef: 0.7104 - precision_m: 0.6283 - recall_m: 0.8347 - f1_m: 0.7104 - iou_m: 0.5539 18/53 [=========>....................] - ETA: 1s - loss: 1.3180 - accuracy: 0.9507 - dice_coef: 0.7081 - precision_m: 0.6243 - recall_m: 0.8342 - f1_m: 0.7081 - iou_m: 0.5509 20/53 [==========>...................] - ETA: 1s - loss: 1.3134 - accuracy: 0.9517 - dice_coef: 0.7116 - precision_m: 0.6261 - recall_m: 0.8393 - f1_m: 0.7116 - iou_m: 0.5550 22/53 [===========>..................] - ETA: 1s - loss: 1.3071 - accuracy: 0.9510 - dice_coef: 0.7149 - precision_m: 0.6399 - recall_m: 0.8308 - f1_m: 0.7149 - iou_m: 0.5591 24/53 [============>.................] - ETA: 1s - loss: 1.3090 - accuracy: 0.9505 - dice_coef: 0.7124 - precision_m: 0.6352 - recall_m: 0.8325 - f1_m: 0.7124 - iou_m: 0.5560 26/53 [=============>................] - ETA: 1s - loss: 1.3037 - accuracy: 0.9511 - dice_coef: 0.7156 - precision_m: 0.6398 - recall_m: 0.8320 - f1_m: 0.7156 - iou_m: 0.5598 28/53 [==============>...............] - ETA: 1s - loss: 1.3014 - accuracy: 0.9507 - dice_coef: 0.7152 - precision_m: 0.6413 - recall_m: 0.8279 - f1_m: 0.7152 - iou_m: 0.5593 30/53 [===============>..............] - ETA: 0s - loss: 1.2957 - accuracy: 0.9494 - dice_coef: 0.7166 - precision_m: 0.6476 - recall_m: 0.8220 - f1_m: 0.7166 - iou_m: 0.5610 32/53 [=================>............] - ETA: 0s - loss: 1.3001 - accuracy: 0.9491 - dice_coef: 0.7140 - precision_m: 0.6437 - recall_m: 0.8207 - f1_m: 0.7140 - iou_m: 0.5578 34/53 [==================>...........] - ETA: 0s - loss: 1.2987 - accuracy: 0.9500 - dice_coef: 0.7151 - precision_m: 0.6415 - recall_m: 0.8268 - f1_m: 0.7151 - iou_m: 0.5590 36/53 [===================>..........] - ETA: 0s - loss: 1.2950 - accuracy: 0.9505 - dice_coef: 0.7178 - precision_m: 0.6441 - recall_m: 0.8289 - f1_m: 0.7178 - iou_m: 0.5622 38/53 [====================>.........] - ETA: 0s - loss: 1.2972 - accuracy: 0.9496 - dice_coef: 0.7152 - precision_m: 0.6460 - recall_m: 0.8211 - f1_m: 0.7152 - iou_m: 0.5591 40/53 [=====================>........] - ETA: 0s - loss: 1.2972 - accuracy: 0.9501 - dice_coef: 0.7154 - precision_m: 0.6435 - recall_m: 0.8253 - f1_m: 0.7154 - iou_m: 0.5592 41/53 [======================>.......] - ETA: 0s - loss: 1.3010 - accuracy: 0.9503 - dice_coef: 0.7126 - precision_m: 0.6384 - recall_m: 0.8284 - f1_m: 0.7126 - iou_m: 0.5560 43/53 [=======================>......] - ETA: 0s - loss: 1.3046 - accuracy: 0.9511 - dice_coef: 0.7092 - precision_m: 0.6317 - recall_m: 0.8339 - f1_m: 0.7092 - iou_m: 0.5524 44/53 [=======================>......] - ETA: 0s - loss: 1.3019 - accuracy: 0.9512 - dice_coef: 0.7107 - precision_m: 0.6333 - recall_m: 0.8347 - f1_m: 0.7107 - iou_m: 0.5543 46/53 [=========================>....] - ETA: 0s - loss: 1.3000 - accuracy: 0.9518 - dice_coef: 0.7120 - precision_m: 0.6329 - recall_m: 0.8377 - f1_m: 0.7120 - iou_m: 0.5557 48/53 [==========================>...] - ETA: 0s - loss: 1.3008 - accuracy: 0.9512 - dice_coef: 0.7090 - precision_m: 0.6301 - recall_m: 0.8338 - f1_m: 0.7090 - iou_m: 0.5527 49/53 [==========================>...] - ETA: 0s - loss: 1.2993 - accuracy: 0.9517 - dice_coef: 0.7102 - precision_m: 0.6304 - recall_m: 0.8361 - f1_m: 0.7102 - iou_m: 0.5540 51/53 [===========================>..] - ETA: 0s - loss: 1.2991 - accuracy: 0.9509 - dice_coef: 0.7100 - precision_m: 0.6313 - recall_m: 0.8336 - f1_m: 0.7100 - iou_m: 0.5537 53/53 [==============================] - ETA: 0s - loss: 1.2971 - accuracy: 0.9496 - dice_coef: 0.7092 - precision_m: 0.6332 - recall_m: 0.8287 - f1_m: 0.7092 - iou_m: 0.5526 Epoch 5: val_dice_coef improved from 0.61723 to 0.67979, saving model to checkpoints/best_model.weights.h5  53/53 [==============================] - 4s 75ms/step - loss: 1.2971 - accuracy: 0.9496 - dice_coef: 0.7092 - precision_m: 0.6332 - recall_m: 0.8287 - f1_m: 0.7092 - iou_m: 0.5526 - val_loss: 1.4143 - val_accuracy: 0.9390 - val_dice_coef: 0.6798 - val_precision_m: 0.5712 - val_recall_m: 0.8597 - val_f1_m: 0.6798 - val_iou_m: 0.5169 - lr: 1.0000e-04 Epoch 6/100 1/53 [..............................] - ETA: 6s - loss: 1.2059 - accuracy: 0.9127 - dice_coef: 0.7265 - precision_m: 0.7162 - recall_m: 0.7371 - f1_m: 0.7265 - iou_m: 0.5705 3/53 [>.............................] - ETA: 2s - loss: 1.2042 - accuracy: 0.9315 - dice_coef: 0.7345 - precision_m: 0.7425 - recall_m: 0.7304 - f1_m: 0.7345 - iou_m: 0.5814 4/53 [=>............................] - ETA: 2s - loss: 1.2047 - accuracy: 0.9380 - dice_coef: 0.7378 - precision_m: 0.7289 - recall_m: 0.7525 - f1_m: 0.7378 - iou_m: 0.5853 6/53 [==>...........................] - ETA: 2s - loss: 1.2316 - accuracy: 0.9461 - dice_coef: 0.7219 - precision_m: 0.6711 - recall_m: 0.8063 - f1_m: 0.7219 - iou_m: 0.5658 8/53 [===>..........................] - ETA: 1s - loss: 1.2215 - accuracy: 0.9511 - dice_coef: 0.7372 - precision_m: 0.6785 - recall_m: 0.8274 - f1_m: 0.7372 - iou_m: 0.5853 10/53 [====>.........................] - ETA: 1s - loss: 1.2351 - accuracy: 0.9486 - dice_coef: 0.7255 - precision_m: 0.6685 - recall_m: 0.8132 - f1_m: 0.7255 - iou_m: 0.5712 11/53 [=====>........................] - ETA: 1s - loss: 1.2351 - accuracy: 0.9496 - dice_coef: 0.7272 - precision_m: 0.6672 - recall_m: 0.8177 - f1_m: 0.7272 - iou_m: 0.5732 13/53 [======>.......................] - ETA: 1s - loss: 1.2367 - accuracy: 0.9525 - dice_coef: 0.7299 - precision_m: 0.6603 - recall_m: 0.8347 - f1_m: 0.7299 - iou_m: 0.5763 15/53 [=======>......................] - ETA: 1s - loss: 1.2370 - accuracy: 0.9530 - dice_coef: 0.7276 - precision_m: 0.6563 - recall_m: 0.8356 - f1_m: 0.7276 - iou_m: 0.5733 17/53 [========>.....................] - ETA: 1s - loss: 1.2359 - accuracy: 0.9547 - dice_coef: 0.7293 - precision_m: 0.6547 - recall_m: 0.8408 - f1_m: 0.7293 - iou_m: 0.5754 19/53 [=========>....................] - ETA: 1s - loss: 1.2263 - accuracy: 0.9552 - dice_coef: 0.7335 - precision_m: 0.6604 - recall_m: 0.8411 - f1_m: 0.7335 - iou_m: 0.5808 21/53 [==========>...................] - ETA: 1s - loss: 1.2357 - accuracy: 0.9494 - dice_coef: 0.7293 - precision_m: 0.6686 - recall_m: 0.8272 - f1_m: 0.7293 - iou_m: 0.5766 23/53 [============>.................] - ETA: 1s - loss: 1.2397 - accuracy: 0.9509 - dice_coef: 0.7276 - precision_m: 0.6618 - recall_m: 0.8327 - f1_m: 0.7276 - iou_m: 0.5743 24/53 [============>.................] - ETA: 1s - loss: 1.2371 - accuracy: 0.9515 - dice_coef: 0.7292 - precision_m: 0.6629 - recall_m: 0.8341 - f1_m: 0.7292 - iou_m: 0.5763 26/53 [=============>................] - ETA: 1s - loss: 1.2310 - accuracy: 0.9528 - dice_coef: 0.7338 - precision_m: 0.6678 - recall_m: 0.8364 - f1_m: 0.7338 - iou_m: 0.5820 28/53 [==============>...............] - ETA: 1s - loss: 1.2276 - accuracy: 0.9524 - dice_coef: 0.7342 - precision_m: 0.6720 - recall_m: 0.8304 - f1_m: 0.7342 - iou_m: 0.5824 29/53 [===============>..............] - ETA: 1s - loss: 1.2291 - accuracy: 0.9521 - dice_coef: 0.7323 - precision_m: 0.6706 - recall_m: 0.8271 - f1_m: 0.7323 - iou_m: 0.5800 30/53 [===============>..............] - ETA: 0s - loss: 1.2304 - accuracy: 0.9522 - dice_coef: 0.7314 - precision_m: 0.6674 - recall_m: 0.8299 - f1_m: 0.7314 - iou_m: 0.5789 32/53 [=================>............] - ETA: 0s - loss: 1.2308 - accuracy: 0.9525 - dice_coef: 0.7304 - precision_m: 0.6620 - recall_m: 0.8363 - f1_m: 0.7304 - iou_m: 0.5775 33/53 [=================>............] - ETA: 0s - loss: 1.2322 - accuracy: 0.9519 - dice_coef: 0.7267 - precision_m: 0.6581 - recall_m: 0.8326 - f1_m: 0.7267 - iou_m: 0.5733 35/53 [==================>...........] - ETA: 0s - loss: 1.2320 - accuracy: 0.9511 - dice_coef: 0.7235 - precision_m: 0.6540 - recall_m: 0.8308 - f1_m: 0.7235 - iou_m: 0.5695 36/53 [===================>..........] - ETA: 0s - loss: 1.2303 - accuracy: 0.9510 - dice_coef: 0.7233 - precision_m: 0.6524 - recall_m: 0.8324 - f1_m: 0.7233 - iou_m: 0.5691 37/53 [===================>..........] - ETA: 0s - loss: 1.2282 - accuracy: 0.9511 - dice_coef: 0.7239 - precision_m: 0.6521 - recall_m: 0.8341 - f1_m: 0.7239 - iou_m: 0.5698 39/53 [=====================>........] - ETA: 0s - loss: 1.2282 - accuracy: 0.9507 - dice_coef: 0.7229 - precision_m: 0.6520 - recall_m: 0.8315 - f1_m: 0.7229 - iou_m: 0.5686 41/53 [======================>.......] - ETA: 0s - loss: 1.2226 - accuracy: 0.9506 - dice_coef: 0.7254 - precision_m: 0.6567 - recall_m: 0.8300 - f1_m: 0.7254 - iou_m: 0.5717 43/53 [=======================>......] - ETA: 0s - loss: 1.2213 - accuracy: 0.9499 - dice_coef: 0.7243 - precision_m: 0.6577 - recall_m: 0.8267 - f1_m: 0.7243 - iou_m: 0.5703 45/53 [========================>.....] - ETA: 0s - loss: 1.2245 - accuracy: 0.9507 - dice_coef: 0.7224 - precision_m: 0.6534 - recall_m: 0.8296 - f1_m: 0.7224 - iou_m: 0.5680 47/53 [=========================>....] - ETA: 0s - loss: 1.2235 - accuracy: 0.9509 - dice_coef: 0.7218 - precision_m: 0.6518 - recall_m: 0.8299 - f1_m: 0.7218 - iou_m: 0.5671 49/53 [==========================>...] - ETA: 0s - loss: 1.2230 - accuracy: 0.9503 - dice_coef: 0.7205 - precision_m: 0.6512 - recall_m: 0.8268 - f1_m: 0.7205 - iou_m: 0.5655 51/53 [===========================>..] - ETA: 0s - loss: 1.2201 - accuracy: 0.9506 - dice_coef: 0.7207 - precision_m: 0.6512 - recall_m: 0.8265 - f1_m: 0.7207 - iou_m: 0.5657 53/53 [==============================] - ETA: 0s - loss: 1.2224 - accuracy: 0.9513 - dice_coef: 0.7204 - precision_m: 0.6494 - recall_m: 0.8288 - f1_m: 0.7204 - iou_m: 0.5653 Epoch 6: val_dice_coef improved from 0.67979 to 0.71202, saving model to checkpoints/best_model.weights.h5  53/53 [==============================] - 4s 74ms/step - loss: 1.2224 - accuracy: 0.9513 - dice_coef: 0.7204 - precision_m: 0.6494 - recall_m: 0.8288 - f1_m: 0.7204 - iou_m: 0.5653 - val_loss: 1.2659 - val_accuracy: 0.9487 - val_dice_coef: 0.7120 - val_precision_m: 0.6543 - val_recall_m: 0.7980 - val_f1_m: 0.7120 - val_iou_m: 0.5559 - lr: 1.0000e-04 Epoch 7/100 1/53 [..............................] - ETA: 6s - loss: 1.1517 - accuracy: 0.9523 - dice_coef: 0.7633 - precision_m: 0.7796 - recall_m: 0.7477 - f1_m: 0.7633 - iou_m: 0.6172 2/53 [>.............................] - ETA: 3s - loss: 1.1480 - accuracy: 0.9329 - dice_coef: 0.7498 - precision_m: 0.8025 - recall_m: 0.7061 - f1_m: 0.7498 - iou_m: 0.5999 4/53 [=>............................] - ETA: 2s - loss: 1.1518 - accuracy: 0.9430 - dice_coef: 0.7548 - precision_m: 0.7853 - recall_m: 0.7321 - f1_m: 0.7548 - iou_m: 0.6065 5/53 [=>............................] - ETA: 2s - loss: 1.1585 - accuracy: 0.9452 - dice_coef: 0.7488 - precision_m: 0.7685 - recall_m: 0.7357 - f1_m: 0.7488 - iou_m: 0.5989 6/53 [==>...........................] - ETA: 2s - loss: 1.1594 - accuracy: 0.9458 - dice_coef: 0.7432 - precision_m: 0.7551 - recall_m: 0.7372 - f1_m: 0.7432 - iou_m: 0.5919 7/53 [==>...........................] - ETA: 2s - loss: 1.1709 - accuracy: 0.9411 - dice_coef: 0.7360 - precision_m: 0.7551 - recall_m: 0.7233 - f1_m: 0.7360 - iou_m: 0.5831 9/53 [====>.........................] - ETA: 2s - loss: 1.1634 - accuracy: 0.9458 - dice_coef: 0.7428 - precision_m: 0.7382 - recall_m: 0.7591 - f1_m: 0.7428 - iou_m: 0.5916 11/53 [=====>........................] - ETA: 2s - loss: 1.1544 - accuracy: 0.9486 - dice_coef: 0.7472 - precision_m: 0.7260 - recall_m: 0.7844 - f1_m: 0.7472 - iou_m: 0.5972 13/53 [======>.......................] - ETA: 1s - loss: 1.1592 - accuracy: 0.9479 - dice_coef: 0.7413 - precision_m: 0.7123 - recall_m: 0.7873 - f1_m: 0.7413 - iou_m: 0.5899 15/53 [=======>......................] - ETA: 1s - loss: 1.1586 - accuracy: 0.9449 - dice_coef: 0.7379 - precision_m: 0.7079 - recall_m: 0.7843 - f1_m: 0.7379 - iou_m: 0.5855 16/53 [========>.....................] - ETA: 1s - loss: 1.1577 - accuracy: 0.9446 - dice_coef: 0.7348 - precision_m: 0.7025 - recall_m: 0.7835 - f1_m: 0.7348 - iou_m: 0.5818 18/53 [=========>....................] - ETA: 1s - loss: 1.1542 - accuracy: 0.9457 - dice_coef: 0.7367 - precision_m: 0.6964 - recall_m: 0.7968 - f1_m: 0.7367 - iou_m: 0.5841 19/53 [=========>....................] - ETA: 1s - loss: 1.1579 - accuracy: 0.9444 - dice_coef: 0.7305 - precision_m: 0.6900 - recall_m: 0.7901 - f1_m: 0.7305 - iou_m: 0.5770 21/53 [==========>...................] - ETA: 1s - loss: 1.1691 - accuracy: 0.9465 - dice_coef: 0.7243 - precision_m: 0.6752 - recall_m: 0.8016 - f1_m: 0.7243 - iou_m: 0.5697 23/53 [============>.................] - ETA: 1s - loss: 1.1654 - accuracy: 0.9461 - dice_coef: 0.7254 - precision_m: 0.6789 - recall_m: 0.7977 - f1_m: 0.7254 - iou_m: 0.5709 25/53 [=============>................] - ETA: 1s - loss: 1.1655 - accuracy: 0.9480 - dice_coef: 0.7283 - precision_m: 0.6766 - recall_m: 0.8073 - f1_m: 0.7283 - iou_m: 0.5744 26/53 [=============>................] - ETA: 1s - loss: 1.1659 - accuracy: 0.9475 - dice_coef: 0.7263 - precision_m: 0.6789 - recall_m: 0.8004 - f1_m: 0.7263 - iou_m: 0.5720 27/53 [==============>...............] - ETA: 1s - loss: 1.1632 - accuracy: 0.9476 - dice_coef: 0.7266 - precision_m: 0.6771 - recall_m: 0.8034 - f1_m: 0.7266 - iou_m: 0.5723 29/53 [===============>..............] - ETA: 1s - loss: 1.1669 - accuracy: 0.9484 - dice_coef: 0.7261 - precision_m: 0.6731 - recall_m: 0.8079 - f1_m: 0.7261 - iou_m: 0.5716 31/53 [================>.............] - ETA: 1s - loss: 1.1674 - accuracy: 0.9488 - dice_coef: 0.7256 - precision_m: 0.6695 - recall_m: 0.8120 - f1_m: 0.7256 - iou_m: 0.5709 32/53 [=================>............] - ETA: 0s - loss: 1.1657 - accuracy: 0.9493 - dice_coef: 0.7273 - precision_m: 0.6705 - recall_m: 0.8142 - f1_m: 0.7273 - iou_m: 0.5732 33/53 [=================>............] - ETA: 0s - loss: 1.1649 - accuracy: 0.9500 - dice_coef: 0.7291 - precision_m: 0.6708 - recall_m: 0.8178 - f1_m: 0.7291 - iou_m: 0.5754 34/53 [==================>...........] - ETA: 0s - loss: 1.1641 - accuracy: 0.9501 - dice_coef: 0.7288 - precision_m: 0.6696 - recall_m: 0.8183 - f1_m: 0.7288 - iou_m: 0.5750 35/53 [==================>...........] - ETA: 0s - loss: 1.1616 - accuracy: 0.9506 - dice_coef: 0.7305 - precision_m: 0.6707 - recall_m: 0.8203 - f1_m: 0.7305 - iou_m: 0.5771 37/53 [===================>..........] - ETA: 0s - loss: 1.1582 - accuracy: 0.9514 - dice_coef: 0.7334 - precision_m: 0.6733 - recall_m: 0.8227 - f1_m: 0.7334 - iou_m: 0.5808 38/53 [====================>.........] - ETA: 0s - loss: 1.1580 - accuracy: 0.9520 - dice_coef: 0.7345 - precision_m: 0.6736 - recall_m: 0.8246 - f1_m: 0.7345 - iou_m: 0.5822 39/53 [=====================>........] - ETA: 0s - loss: 1.1584 - accuracy: 0.9520 - dice_coef: 0.7329 - precision_m: 0.6711 - recall_m: 0.8241 - f1_m: 0.7329 - iou_m: 0.5803 41/53 [======================>.......] - ETA: 0s - loss: 1.1601 - accuracy: 0.9527 - dice_coef: 0.7323 - precision_m: 0.6687 - recall_m: 0.8259 - f1_m: 0.7323 - iou_m: 0.5794 42/53 [======================>.......] - ETA: 0s - loss: 1.1615 - accuracy: 0.9522 - dice_coef: 0.7300 - precision_m: 0.6697 - recall_m: 0.8198 - f1_m: 0.7300 - iou_m: 0.5767 44/53 [=======================>......] - ETA: 0s - loss: 1.1638 - accuracy: 0.9512 - dice_coef: 0.7285 - precision_m: 0.6725 - recall_m: 0.8155 - f1_m: 0.7285 - iou_m: 0.5749 46/53 [=========================>....] - ETA: 0s - loss: 1.1620 - accuracy: 0.9517 - dice_coef: 0.7289 - precision_m: 0.6714 - recall_m: 0.8176 - f1_m: 0.7289 - iou_m: 0.5755 47/53 [=========================>....] - ETA: 0s - loss: 1.1618 - accuracy: 0.9516 - dice_coef: 0.7286 - precision_m: 0.6704 - recall_m: 0.8177 - f1_m: 0.7286 - iou_m: 0.5750 49/53 [==========================>...] - ETA: 0s - loss: 1.1634 - accuracy: 0.9521 - dice_coef: 0.7268 - precision_m: 0.6656 - recall_m: 0.8213 - f1_m: 0.7268 - iou_m: 0.5729 50/53 [===========================>..] - ETA: 0s - loss: 1.1635 - accuracy: 0.9523 - dice_coef: 0.7262 - precision_m: 0.6642 - recall_m: 0.8219 - f1_m: 0.7262 - iou_m: 0.5722 52/53 [============================>.] - ETA: 0s - loss: 1.1643 - accuracy: 0.9530 - dice_coef: 0.7259 - precision_m: 0.6611 - recall_m: 0.8261 - f1_m: 0.7259 - iou_m: 0.5717 Epoch 7: val_dice_coef did not improve from 0.71202  53/53 [==============================] - 3s 61ms/step - loss: 1.1634 - accuracy: 0.9533 - dice_coef: 0.7264 - precision_m: 0.6613 - recall_m: 0.8267 - f1_m: 0.7264 - iou_m: 0.5723 - val_loss: 1.2055 - val_accuracy: 0.9469 - val_dice_coef: 0.6992 - val_precision_m: 0.6386 - val_recall_m: 0.7974 - val_f1_m: 0.6992 - val_iou_m: 0.5418 - lr: 1.0000e-04 Epoch 8/100 1/53 [..............................] - ETA: 6s - loss: 1.1191 - accuracy: 0.9617 - dice_coef: 0.7468 - precision_m: 0.6530 - recall_m: 0.8720 - f1_m: 0.7468 - iou_m: 0.5959 3/53 [>.............................] - ETA: 2s - loss: 1.1265 - accuracy: 0.9621 - dice_coef: 0.7454 - precision_m: 0.6611 - recall_m: 0.8586 - f1_m: 0.7454 - iou_m: 0.5943 5/53 [=>............................] - ETA: 2s - loss: 1.1221 - accuracy: 0.9504 - dice_coef: 0.7357 - precision_m: 0.7027 - recall_m: 0.7994 - f1_m: 0.7357 - iou_m: 0.5823 6/53 [==>...........................] - ETA: 2s - loss: 1.1190 - accuracy: 0.9450 - dice_coef: 0.7321 - precision_m: 0.7289 - recall_m: 0.7679 - f1_m: 0.7321 - iou_m: 0.5778 8/53 [===>..........................] - ETA: 2s - loss: 1.1212 - accuracy: 0.9510 - dice_coef: 0.7347 - precision_m: 0.7080 - recall_m: 0.7951 - f1_m: 0.7347 - iou_m: 0.5818 9/53 [====>.........................] - ETA: 2s - loss: 1.1123 - accuracy: 0.9518 - dice_coef: 0.7389 - precision_m: 0.7107 - recall_m: 0.7977 - f1_m: 0.7389 - iou_m: 0.5871 11/53 [=====>........................] - ETA: 2s - loss: 1.1101 - accuracy: 0.9561 - dice_coef: 0.7493 - precision_m: 0.7107 - recall_m: 0.8178 - f1_m: 0.7493 - iou_m: 0.6006 12/53 [=====>........................] - ETA: 2s - loss: 1.1116 - accuracy: 0.9577 - dice_coef: 0.7499 - precision_m: 0.7043 - recall_m: 0.8278 - f1_m: 0.7499 - iou_m: 0.6013 13/53 [======>.......................] - ETA: 1s - loss: 1.1134 - accuracy: 0.9554 - dice_coef: 0.7469 - precision_m: 0.7031 - recall_m: 0.8205 - f1_m: 0.7469 - iou_m: 0.5974 15/53 [=======>......................] - ETA: 1s - loss: 1.1032 - accuracy: 0.9536 - dice_coef: 0.7515 - precision_m: 0.7118 - recall_m: 0.8174 - f1_m: 0.7515 - iou_m: 0.6035 17/53 [========>.....................] - ETA: 1s - loss: 1.1004 - accuracy: 0.9559 - dice_coef: 0.7573 - precision_m: 0.7103 - recall_m: 0.8316 - f1_m: 0.7573 - iou_m: 0.6110 19/53 [=========>....................] - ETA: 1s - loss: 1.1034 - accuracy: 0.9561 - dice_coef: 0.7566 - precision_m: 0.7055 - recall_m: 0.8368 - f1_m: 0.7566 - iou_m: 0.6100 21/53 [==========>...................] - ETA: 1s - loss: 1.1117 - accuracy: 0.9553 - dice_coef: 0.7508 - precision_m: 0.6955 - recall_m: 0.8380 - f1_m: 0.7508 - iou_m: 0.6027 22/53 [===========>..................] - ETA: 1s - loss: 1.1088 - accuracy: 0.9552 - dice_coef: 0.7520 - precision_m: 0.6951 - recall_m: 0.8407 - f1_m: 0.7520 - iou_m: 0.6042 24/53 [============>.................] - ETA: 1s - loss: 1.1093 - accuracy: 0.9564 - dice_coef: 0.7542 - precision_m: 0.6936 - recall_m: 0.8470 - f1_m: 0.7542 - iou_m: 0.6070 25/53 [=============>................] - ETA: 1s - loss: 1.1125 - accuracy: 0.9553 - dice_coef: 0.7491 - precision_m: 0.6879 - recall_m: 0.8422 - f1_m: 0.7491 - iou_m: 0.6010 27/53 [==============>...............] - ETA: 1s - loss: 1.1140 - accuracy: 0.9518 - dice_coef: 0.7446 - precision_m: 0.6948 - recall_m: 0.8254 - f1_m: 0.7446 - iou_m: 0.5953 28/53 [==============>...............] - ETA: 1s - loss: 1.1166 - accuracy: 0.9522 - dice_coef: 0.7432 - precision_m: 0.6921 - recall_m: 0.8251 - f1_m: 0.7432 - iou_m: 0.5935 29/53 [===============>..............] - ETA: 1s - loss: 1.1140 - accuracy: 0.9528 - dice_coef: 0.7445 - precision_m: 0.6928 - recall_m: 0.8266 - f1_m: 0.7445 - iou_m: 0.5952 30/53 [===============>..............] - ETA: 1s - loss: 1.1147 - accuracy: 0.9529 - dice_coef: 0.7432 - precision_m: 0.6900 - recall_m: 0.8270 - f1_m: 0.7432 - iou_m: 0.5935 31/53 [================>.............] - ETA: 1s - loss: 1.1147 - accuracy: 0.9535 - dice_coef: 0.7438 - precision_m: 0.6894 - recall_m: 0.8286 - f1_m: 0.7438 - iou_m: 0.5942 33/53 [=================>............] - ETA: 0s - loss: 1.1152 - accuracy: 0.9546 - dice_coef: 0.7438 - precision_m: 0.6876 - recall_m: 0.8307 - f1_m: 0.7438 - iou_m: 0.5943 35/53 [==================>...........] - ETA: 0s - loss: 1.1135 - accuracy: 0.9544 - dice_coef: 0.7429 - precision_m: 0.6847 - recall_m: 0.8318 - f1_m: 0.7429 - iou_m: 0.5930 37/53 [===================>..........] - ETA: 0s - loss: 1.1119 - accuracy: 0.9546 - dice_coef: 0.7429 - precision_m: 0.6863 - recall_m: 0.8308 - f1_m: 0.7429 - iou_m: 0.5930 39/53 [=====================>........] - ETA: 0s - loss: 1.1130 - accuracy: 0.9554 - dice_coef: 0.7426 - precision_m: 0.6825 - recall_m: 0.8359 - f1_m: 0.7426 - iou_m: 0.5925 41/53 [======================>.......] - ETA: 0s - loss: 1.1130 - accuracy: 0.9547 - dice_coef: 0.7420 - precision_m: 0.6844 - recall_m: 0.8313 - f1_m: 0.7420 - iou_m: 0.5916 43/53 [=======================>......] - ETA: 0s - loss: 1.1116 - accuracy: 0.9554 - dice_coef: 0.7424 - precision_m: 0.6825 - recall_m: 0.8350 - f1_m: 0.7424 - iou_m: 0.5922 45/53 [========================>.....] - ETA: 0s - loss: 1.1114 - accuracy: 0.9548 - dice_coef: 0.7406 - precision_m: 0.6796 - recall_m: 0.8342 - f1_m: 0.7406 - iou_m: 0.5899 47/53 [=========================>....] - ETA: 0s - loss: 1.1091 - accuracy: 0.9548 - dice_coef: 0.7399 - precision_m: 0.6788 - recall_m: 0.8334 - f1_m: 0.7399 - iou_m: 0.5892 49/53 [==========================>...] - ETA: 0s - loss: 1.1112 - accuracy: 0.9539 - dice_coef: 0.7361 - precision_m: 0.6745 - recall_m: 0.8295 - f1_m: 0.7361 - iou_m: 0.5847 50/53 [===========================>..] - ETA: 0s - loss: 1.1093 - accuracy: 0.9543 - dice_coef: 0.7374 - precision_m: 0.6753 - recall_m: 0.8313 - f1_m: 0.7374 - iou_m: 0.5864 52/53 [============================>.] - ETA: 0s - loss: 1.1077 - accuracy: 0.9547 - dice_coef: 0.7377 - precision_m: 0.6749 - recall_m: 0.8320 - f1_m: 0.7377 - iou_m: 0.5866 53/53 [==============================] - ETA: 0s - loss: 1.1093 - accuracy: 0.9545 - dice_coef: 0.7354 - precision_m: 0.6726 - recall_m: 0.8294 - f1_m: 0.7354 - iou_m: 0.5840 Epoch 8: val_dice_coef improved from 0.71202 to 0.72172, saving model to checkpoints/best_model.weights.h5  53/53 [==============================] - 4s 77ms/step - loss: 1.1093 - accuracy: 0.9545 - dice_coef: 0.7354 - precision_m: 0.6726 - recall_m: 0.8294 - f1_m: 0.7354 - iou_m: 0.5840 - val_loss: 1.1483 - val_accuracy: 0.9471 - val_dice_coef: 0.7217 - val_precision_m: 0.6278 - val_recall_m: 0.8647 - val_f1_m: 0.7217 - val_iou_m: 0.5674 - lr: 1.0000e-04 Epoch 9/100 1/53 [..............................] - ETA: 5s - loss: 1.0970 - accuracy: 0.9707 - dice_coef: 0.7377 - precision_m: 0.6010 - recall_m: 0.9549 - f1_m: 0.7377 - iou_m: 0.5844 3/53 [>.............................] - ETA: 3s - loss: 1.1204 - accuracy: 0.9574 - dice_coef: 0.6721 - precision_m: 0.5648 - recall_m: 0.8318 - f1_m: 0.6721 - iou_m: 0.5105 5/53 [=>............................] - ETA: 2s - loss: 1.1181 - accuracy: 0.9626 - dice_coef: 0.6979 - precision_m: 0.5822 - recall_m: 0.8728 - f1_m: 0.6979 - iou_m: 0.5396 7/53 [==>...........................] - ETA: 2s - loss: 1.1135 - accuracy: 0.9634 - dice_coef: 0.7078 - precision_m: 0.6015 - recall_m: 0.8644 - f1_m: 0.7078 - iou_m: 0.5508 9/53 [====>.........................] - ETA: 2s - loss: 1.1009 - accuracy: 0.9648 - dice_coef: 0.7266 - precision_m: 0.6344 - recall_m: 0.8594 - f1_m: 0.7266 - iou_m: 0.5744 11/53 [=====>........................] - ETA: 2s - loss: 1.0878 - accuracy: 0.9650 - dice_coef: 0.7336 - precision_m: 0.6514 - recall_m: 0.8499 - f1_m: 0.7336 - iou_m: 0.5829 12/53 [=====>........................] - ETA: 1s - loss: 1.0850 - accuracy: 0.9633 - dice_coef: 0.7322 - precision_m: 0.6514 - recall_m: 0.8454 - f1_m: 0.7322 - iou_m: 0.5808 14/53 [======>.......................] - ETA: 1s - loss: 1.0770 - accuracy: 0.9635 - dice_coef: 0.7379 - precision_m: 0.6578 - recall_m: 0.8491 - f1_m: 0.7379 - iou_m: 0.5877 16/53 [========>.....................] - ETA: 1s - loss: 1.0793 - accuracy: 0.9591 - dice_coef: 0.7360 - precision_m: 0.6638 - recall_m: 0.8374 - f1_m: 0.7360 - iou_m: 0.5857 18/53 [=========>....................] - ETA: 1s - loss: 1.0773 - accuracy: 0.9585 - dice_coef: 0.7374 - precision_m: 0.6717 - recall_m: 0.8318 - f1_m: 0.7374 - iou_m: 0.5873 19/53 [=========>....................] - ETA: 1s - loss: 1.0722 - accuracy: 0.9592 - dice_coef: 0.7414 - precision_m: 0.6761 - recall_m: 0.8343 - f1_m: 0.7414 - iou_m: 0.5924 21/53 [==========>...................] - ETA: 1s - loss: 1.0754 - accuracy: 0.9591 - dice_coef: 0.7386 - precision_m: 0.6689 - recall_m: 0.8382 - f1_m: 0.7386 - iou_m: 0.5888 23/53 [============>.................] - ETA: 1s - loss: 1.0732 - accuracy: 0.9591 - dice_coef: 0.7388 - precision_m: 0.6678 - recall_m: 0.8404 - f1_m: 0.7388 - iou_m: 0.5888 24/53 [============>.................] - ETA: 1s - loss: 1.0688 - accuracy: 0.9593 - dice_coef: 0.7405 - precision_m: 0.6687 - recall_m: 0.8426 - f1_m: 0.7405 - iou_m: 0.5908 26/53 [=============>................] - ETA: 1s - loss: 1.0671 - accuracy: 0.9592 - dice_coef: 0.7422 - precision_m: 0.6695 - recall_m: 0.8452 - f1_m: 0.7422 - iou_m: 0.5928 27/53 [==============>...............] - ETA: 1s - loss: 1.0661 - accuracy: 0.9592 - dice_coef: 0.7428 - precision_m: 0.6704 - recall_m: 0.8449 - f1_m: 0.7428 - iou_m: 0.5936 29/53 [===============>..............] - ETA: 1s - loss: 1.0664 - accuracy: 0.9581 - dice_coef: 0.7429 - precision_m: 0.6740 - recall_m: 0.8396 - f1_m: 0.7429 - iou_m: 0.5936 31/53 [================>.............] - ETA: 1s - loss: 1.0619 - accuracy: 0.9589 - dice_coef: 0.7462 - precision_m: 0.6762 - recall_m: 0.8438 - f1_m: 0.7462 - iou_m: 0.5978 33/53 [=================>............] - ETA: 0s - loss: 1.0623 - accuracy: 0.9579 - dice_coef: 0.7442 - precision_m: 0.6760 - recall_m: 0.8387 - f1_m: 0.7442 - iou_m: 0.5954 35/53 [==================>...........] - ETA: 0s - loss: 1.0637 - accuracy: 0.9573 - dice_coef: 0.7416 - precision_m: 0.6718 - recall_m: 0.8386 - f1_m: 0.7416 - iou_m: 0.5920 36/53 [===================>..........] - ETA: 0s - loss: 1.0663 - accuracy: 0.9557 - dice_coef: 0.7405 - precision_m: 0.6753 - recall_m: 0.8328 - f1_m: 0.7405 - iou_m: 0.5907 38/53 [====================>.........] - ETA: 0s - loss: 1.0686 - accuracy: 0.9537 - dice_coef: 0.7389 - precision_m: 0.6769 - recall_m: 0.8281 - f1_m: 0.7389 - iou_m: 0.5886 40/53 [=====================>........] - ETA: 0s - loss: 1.0615 - accuracy: 0.9540 - dice_coef: 0.7426 - precision_m: 0.6813 - recall_m: 0.8301 - f1_m: 0.7426 - iou_m: 0.5934 41/53 [======================>.......] - ETA: 0s - loss: 1.0623 - accuracy: 0.9537 - dice_coef: 0.7415 - precision_m: 0.6804 - recall_m: 0.8283 - f1_m: 0.7415 - iou_m: 0.5919 43/53 [=======================>......] - ETA: 0s - loss: 1.0594 - accuracy: 0.9540 - dice_coef: 0.7421 - precision_m: 0.6793 - recall_m: 0.8310 - f1_m: 0.7421 - iou_m: 0.5926 45/53 [========================>.....] - ETA: 0s - loss: 1.0595 - accuracy: 0.9544 - dice_coef: 0.7425 - precision_m: 0.6786 - recall_m: 0.8336 - f1_m: 0.7425 - iou_m: 0.5931 47/53 [=========================>....] - ETA: 0s - loss: 1.0604 - accuracy: 0.9551 - dice_coef: 0.7430 - precision_m: 0.6792 - recall_m: 0.8343 - f1_m: 0.7430 - iou_m: 0.5936 49/53 [==========================>...] - ETA: 0s - loss: 1.0652 - accuracy: 0.9550 - dice_coef: 0.7377 - precision_m: 0.6733 - recall_m: 0.8302 - f1_m: 0.7377 - iou_m: 0.5877 51/53 [===========================>..] - ETA: 0s - loss: 1.0628 - accuracy: 0.9556 - dice_coef: 0.7394 - precision_m: 0.6740 - recall_m: 0.8326 - f1_m: 0.7394 - iou_m: 0.5897 53/53 [==============================] - ETA: 0s - loss: 1.0613 - accuracy: 0.9558 - dice_coef: 0.7396 - precision_m: 0.6737 - recall_m: 0.8333 - f1_m: 0.7396 - iou_m: 0.5900 Epoch 9: val_dice_coef improved from 0.72172 to 0.72767, saving model to checkpoints/best_model.weights.h5  53/53 [==============================] - 4s 75ms/step - loss: 1.0613 - accuracy: 0.9558 - dice_coef: 0.7396 - precision_m: 0.6737 - recall_m: 0.8333 - f1_m: 0.7396 - iou_m: 0.5900 - val_loss: 1.0905 - val_accuracy: 0.9504 - val_dice_coef: 0.7277 - val_precision_m: 0.6695 - val_recall_m: 0.8103 - val_f1_m: 0.7277 - val_iou_m: 0.5755 - lr: 1.0000e-04 Epoch 10/100 1/53 [..............................] - ETA: 5s - loss: 1.0339 - accuracy: 0.9663 - dice_coef: 0.7732 - precision_m: 0.7360 - recall_m: 0.8143 - f1_m: 0.7732 - iou_m: 0.6302 2/53 [>.............................] - ETA: 2s - loss: 1.0409 - accuracy: 0.9546 - dice_coef: 0.7392 - precision_m: 0.6901 - recall_m: 0.7966 - f1_m: 0.7392 - iou_m: 0.5874 4/53 [=>............................] - ETA: 2s - loss: 1.0423 - accuracy: 0.9510 - dice_coef: 0.7395 - precision_m: 0.7100 - recall_m: 0.7857 - f1_m: 0.7395 - iou_m: 0.5874 6/53 [==>...........................] - ETA: 2s - loss: 1.0148 - accuracy: 0.9567 - dice_coef: 0.7596 - precision_m: 0.7245 - recall_m: 0.8112 - f1_m: 0.7596 - iou_m: 0.6138 8/53 [===>..........................] - ETA: 2s - loss: 1.0273 - accuracy: 0.9557 - dice_coef: 0.7567 - precision_m: 0.7333 - recall_m: 0.7935 - f1_m: 0.7567 - iou_m: 0.6098 10/53 [====>.........................] - ETA: 1s - loss: 1.0306 - accuracy: 0.9587 - dice_coef: 0.7560 - precision_m: 0.7155 - recall_m: 0.8164 - f1_m: 0.7560 - iou_m: 0.6087 12/53 [=====>........................] - ETA: 1s - loss: 1.0162 - accuracy: 0.9568 - dice_coef: 0.7575 - precision_m: 0.7119 - recall_m: 0.8225 - f1_m: 0.7575 - iou_m: 0.6106 14/53 [======>.......................] - ETA: 1s - loss: 1.0157 - accuracy: 0.9582 - dice_coef: 0.7591 - precision_m: 0.7035 - recall_m: 0.8386 - f1_m: 0.7591 - iou_m: 0.6128 16/53 [========>.....................] - ETA: 1s - loss: 1.0220 - accuracy: 0.9583 - dice_coef: 0.7566 - precision_m: 0.6999 - recall_m: 0.8396 - f1_m: 0.7566 - iou_m: 0.6096 18/53 [=========>....................] - ETA: 1s - loss: 1.0214 - accuracy: 0.9572 - dice_coef: 0.7528 - precision_m: 0.6977 - recall_m: 0.8324 - f1_m: 0.7528 - iou_m: 0.6053 20/53 [==========>...................] - ETA: 1s - loss: 1.0230 - accuracy: 0.9558 - dice_coef: 0.7490 - precision_m: 0.6928 - recall_m: 0.8290 - f1_m: 0.7490 - iou_m: 0.6004 22/53 [===========>..................] - ETA: 1s - loss: 1.0229 - accuracy: 0.9551 - dice_coef: 0.7464 - precision_m: 0.6896 - recall_m: 0.8268 - f1_m: 0.7464 - iou_m: 0.5971 24/53 [============>.................] - ETA: 1s - loss: 1.0195 - accuracy: 0.9566 - dice_coef: 0.7517 - precision_m: 0.6958 - recall_m: 0.8298 - f1_m: 0.7517 - iou_m: 0.6040 26/53 [=============>................] - ETA: 1s - loss: 1.0142 - accuracy: 0.9569 - dice_coef: 0.7541 - precision_m: 0.6974 - recall_m: 0.8329 - f1_m: 0.7541 - iou_m: 0.6071 28/53 [==============>...............] - ETA: 1s - loss: 1.0203 - accuracy: 0.9550 - dice_coef: 0.7462 - precision_m: 0.6911 - recall_m: 0.8223 - f1_m: 0.7462 - iou_m: 0.5976 30/53 [===============>..............] - ETA: 1s - loss: 1.0151 - accuracy: 0.9561 - dice_coef: 0.7497 - precision_m: 0.6922 - recall_m: 0.8288 - f1_m: 0.7497 - iou_m: 0.6022 31/53 [================>.............] - ETA: 1s - loss: 1.0175 - accuracy: 0.9552 - dice_coef: 0.7472 - precision_m: 0.6937 - recall_m: 0.8220 - f1_m: 0.7472 - iou_m: 0.5991 32/53 [=================>............] - ETA: 0s - loss: 1.0175 - accuracy: 0.9557 - dice_coef: 0.7489 - precision_m: 0.6946 - recall_m: 0.8243 - f1_m: 0.7489 - iou_m: 0.6012 34/53 [==================>...........] - ETA: 0s - loss: 1.0140 - accuracy: 0.9562 - dice_coef: 0.7522 - precision_m: 0.6983 - recall_m: 0.8267 - f1_m: 0.7522 - iou_m: 0.6055 35/53 [==================>...........] - ETA: 0s - loss: 1.0122 - accuracy: 0.9563 - dice_coef: 0.7529 - precision_m: 0.6980 - recall_m: 0.8288 - f1_m: 0.7529 - iou_m: 0.6064 37/53 [===================>..........] - ETA: 0s - loss: 1.0092 - accuracy: 0.9562 - dice_coef: 0.7533 - precision_m: 0.6965 - recall_m: 0.8317 - f1_m: 0.7533 - iou_m: 0.6069 39/53 [=====================>........] - ETA: 0s - loss: 1.0097 - accuracy: 0.9572 - dice_coef: 0.7542 - precision_m: 0.6943 - recall_m: 0.8369 - f1_m: 0.7542 - iou_m: 0.6079 41/53 [======================>.......] - ETA: 0s - loss: 1.0161 - accuracy: 0.9570 - dice_coef: 0.7497 - precision_m: 0.6875 - recall_m: 0.8364 - f1_m: 0.7497 - iou_m: 0.6029 43/53 [=======================>......] - ETA: 0s - loss: 1.0142 - accuracy: 0.9568 - dice_coef: 0.7491 - precision_m: 0.6867 - recall_m: 0.8355 - f1_m: 0.7491 - iou_m: 0.6020 45/53 [========================>.....] - ETA: 0s - loss: 1.0127 - accuracy: 0.9564 - dice_coef: 0.7489 - precision_m: 0.6919 - recall_m: 0.8293 - f1_m: 0.7489 - iou_m: 0.6016 47/53 [=========================>....] - ETA: 0s - loss: 1.0141 - accuracy: 0.9565 - dice_coef: 0.7478 - precision_m: 0.6903 - recall_m: 0.8284 - f1_m: 0.7478 - iou_m: 0.6001 49/53 [==========================>...] - ETA: 0s - loss: 1.0136 - accuracy: 0.9570 - dice_coef: 0.7482 - precision_m: 0.6893 - recall_m: 0.8304 - f1_m: 0.7482 - iou_m: 0.6005 51/53 [===========================>..] - ETA: 0s - loss: 1.0116 - accuracy: 0.9568 - dice_coef: 0.7478 - precision_m: 0.6890 - recall_m: 0.8296 - f1_m: 0.7478 - iou_m: 0.6000 53/53 [==============================] - ETA: 0s - loss: 1.0091 - accuracy: 0.9572 - dice_coef: 0.7494 - precision_m: 0.6898 - recall_m: 0.8318 - f1_m: 0.7494 - iou_m: 0.6019 Epoch 10: val_dice_coef improved from 0.72767 to 0.73891, saving model to checkpoints/best_model.weights.h5  53/53 [==============================] - 5s 87ms/step - loss: 1.0091 - accuracy: 0.9572 - dice_coef: 0.7494 - precision_m: 0.6898 - recall_m: 0.8318 - f1_m: 0.7494 - iou_m: 0.6019 - val_loss: 1.0386 - val_accuracy: 0.9538 - val_dice_coef: 0.7389 - val_precision_m: 0.7109 - val_recall_m: 0.7777 - val_f1_m: 0.7389 - val_iou_m: 0.5885 - lr: 1.0000e-04 Epoch 11/100 1/53 [..............................] - ETA: 7s - loss: 1.0456 - accuracy: 0.9611 - dice_coef: 0.7427 - precision_m: 0.7099 - recall_m: 0.7788 - f1_m: 0.7427 - iou_m: 0.5907 2/53 [>.............................] - ETA: 2s - loss: 1.0161 - accuracy: 0.9665 - dice_coef: 0.7509 - precision_m: 0.6786 - recall_m: 0.8481 - f1_m: 0.7509 - iou_m: 0.6012 3/53 [>.............................] - ETA: 2s - loss: 1.0167 - accuracy: 0.9523 - dice_coef: 0.7509 - precision_m: 0.7121 - recall_m: 0.8069 - f1_m: 0.7509 - iou_m: 0.6011 4/53 [=>............................] - ETA: 2s - loss: 1.0278 - accuracy: 0.9491 - dice_coef: 0.7377 - precision_m: 0.6960 - recall_m: 0.7944 - f1_m: 0.7377 - iou_m: 0.5850 5/53 [=>............................] - ETA: 2s - loss: 1.0390 - accuracy: 0.9515 - dice_coef: 0.7209 - precision_m: 0.6587 - recall_m: 0.8182 - f1_m: 0.7209 - iou_m: 0.5651 6/53 [==>...........................] - ETA: 2s - loss: 1.0288 - accuracy: 0.9563 - dice_coef: 0.7344 - precision_m: 0.6647 - recall_m: 0.8399 - f1_m: 0.7344 - iou_m: 0.5825 7/53 [==>...........................] - ETA: 2s - loss: 1.0235 - accuracy: 0.9544 - dice_coef: 0.7347 - precision_m: 0.6610 - recall_m: 0.8438 - f1_m: 0.7347 - iou_m: 0.5824 8/53 [===>..........................] - ETA: 2s - loss: 1.0135 - accuracy: 0.9564 - dice_coef: 0.7391 - precision_m: 0.6626 - recall_m: 0.8507 - f1_m: 0.7391 - iou_m: 0.5879 10/53 [====>.........................] - ETA: 2s - loss: 1.0116 - accuracy: 0.9562 - dice_coef: 0.7360 - precision_m: 0.6685 - recall_m: 0.8376 - f1_m: 0.7360 - iou_m: 0.5838 12/53 [=====>........................] - ETA: 2s - loss: 1.0056 - accuracy: 0.9590 - dice_coef: 0.7443 - precision_m: 0.6683 - recall_m: 0.8576 - f1_m: 0.7443 - iou_m: 0.5944 14/53 [======>.......................] - ETA: 2s - loss: 1.0016 - accuracy: 0.9560 - dice_coef: 0.7428 - precision_m: 0.6753 - recall_m: 0.8425 - f1_m: 0.7428 - iou_m: 0.5930 16/53 [========>.....................] - ETA: 1s - loss: 0.9964 - accuracy: 0.9577 - dice_coef: 0.7481 - precision_m: 0.6763 - recall_m: 0.8527 - f1_m: 0.7481 - iou_m: 0.5997 17/53 [========>.....................] - ETA: 1s - loss: 0.9981 - accuracy: 0.9574 - dice_coef: 0.7465 - precision_m: 0.6729 - recall_m: 0.8531 - f1_m: 0.7465 - iou_m: 0.5975 19/53 [=========>....................] - ETA: 1s - loss: 0.9967 - accuracy: 0.9566 - dice_coef: 0.7428 - precision_m: 0.6674 - recall_m: 0.8509 - f1_m: 0.7428 - iou_m: 0.5927 20/53 [==========>...................] - ETA: 1s - loss: 0.9969 - accuracy: 0.9557 - dice_coef: 0.7417 - precision_m: 0.6733 - recall_m: 0.8418 - f1_m: 0.7417 - iou_m: 0.5913 22/53 [===========>..................] - ETA: 1s - loss: 0.9907 - accuracy: 0.9572 - dice_coef: 0.7460 - precision_m: 0.6762 - recall_m: 0.8466 - f1_m: 0.7460 - iou_m: 0.5967 24/53 [============>.................] - ETA: 1s - loss: 0.9894 - accuracy: 0.9580 - dice_coef: 0.7458 - precision_m: 0.6745 - recall_m: 0.8483 - f1_m: 0.7458 - iou_m: 0.5964 25/53 [=============>................] - ETA: 1s - loss: 0.9904 - accuracy: 0.9574 - dice_coef: 0.7447 - precision_m: 0.6735 - recall_m: 0.8463 - f1_m: 0.7447 - iou_m: 0.5949 26/53 [=============>................] - ETA: 1s - loss: 0.9967 - accuracy: 0.9550 - dice_coef: 0.7397 - precision_m: 0.6795 - recall_m: 0.8326 - f1_m: 0.7397 - iou_m: 0.5891 27/53 [==============>...............] - ETA: 1s - loss: 0.9932 - accuracy: 0.9560 - dice_coef: 0.7432 - precision_m: 0.6823 - recall_m: 0.8361 - f1_m: 0.7432 - iou_m: 0.5937 29/53 [===============>..............] - ETA: 1s - loss: 0.9939 - accuracy: 0.9562 - dice_coef: 0.7432 - precision_m: 0.6850 - recall_m: 0.8314 - f1_m: 0.7432 - iou_m: 0.5940 31/53 [================>.............] - ETA: 1s - loss: 0.9941 - accuracy: 0.9561 - dice_coef: 0.7443 - precision_m: 0.6880 - recall_m: 0.8291 - f1_m: 0.7443 - iou_m: 0.5952 33/53 [=================>............] - ETA: 0s - loss: 0.9903 - accuracy: 0.9560 - dice_coef: 0.7466 - precision_m: 0.6905 - recall_m: 0.8306 - f1_m: 0.7466 - iou_m: 0.5981 35/53 [==================>...........] - ETA: 0s - loss: 0.9907 - accuracy: 0.9546 - dice_coef: 0.7449 - precision_m: 0.6897 - recall_m: 0.8267 - f1_m: 0.7449 - iou_m: 0.5960 37/53 [===================>..........] - ETA: 0s - loss: 0.9912 - accuracy: 0.9552 - dice_coef: 0.7446 - precision_m: 0.6856 - recall_m: 0.8330 - f1_m: 0.7446 - iou_m: 0.5959 39/53 [=====================>........] - ETA: 0s - loss: 0.9906 - accuracy: 0.9556 - dice_coef: 0.7443 - precision_m: 0.6824 - recall_m: 0.8367 - f1_m: 0.7443 - iou_m: 0.5954 41/53 [======================>.......] - ETA: 0s - loss: 0.9871 - accuracy: 0.9558 - dice_coef: 0.7455 - precision_m: 0.6828 - recall_m: 0.8381 - f1_m: 0.7455 - iou_m: 0.5968 43/53 [=======================>......] - ETA: 0s - loss: 0.9853 - accuracy: 0.9559 - dice_coef: 0.7460 - precision_m: 0.6831 - recall_m: 0.8381 - f1_m: 0.7460 - iou_m: 0.5973 45/53 [========================>.....] - ETA: 0s - loss: 0.9843 - accuracy: 0.9561 - dice_coef: 0.7462 - precision_m: 0.6823 - recall_m: 0.8394 - f1_m: 0.7462 - iou_m: 0.5976 47/53 [=========================>....] - ETA: 0s - loss: 0.9852 - accuracy: 0.9568 - dice_coef: 0.7469 - precision_m: 0.6811 - recall_m: 0.8425 - f1_m: 0.7469 - iou_m: 0.5984 48/53 [==========================>...] - ETA: 0s - loss: 0.9848 - accuracy: 0.9569 - dice_coef: 0.7474 - precision_m: 0.6825 - recall_m: 0.8415 - f1_m: 0.7474 - iou_m: 0.5990 50/53 [===========================>..] - ETA: 0s - loss: 0.9839 - accuracy: 0.9565 - dice_coef: 0.7476 - precision_m: 0.6864 - recall_m: 0.8370 - f1_m: 0.7476 - iou_m: 0.5992 52/53 [============================>.] - ETA: 0s - loss: 0.9827 - accuracy: 0.9568 - dice_coef: 0.7479 - precision_m: 0.6872 - recall_m: 0.8361 - f1_m: 0.7479 - iou_m: 0.5999 Epoch 11: val_dice_coef improved from 0.73891 to 0.74256, saving model to checkpoints/best_model.weights.h5  53/53 [==============================] - 4s 79ms/step - loss: 0.9795 - accuracy: 0.9571 - dice_coef: 0.7500 - precision_m: 0.6901 - recall_m: 0.8369 - f1_m: 0.7500 - iou_m: 0.6028 - val_loss: 1.0066 - val_accuracy: 0.9526 - val_dice_coef: 0.7426 - val_precision_m: 0.6777 - val_recall_m: 0.8333 - val_f1_m: 0.7426 - val_iou_m: 0.5934 - lr: 1.0000e-04 Epoch 12/100 1/53 [..............................] - ETA: 6s - loss: 0.9648 - accuracy: 0.9444 - dice_coef: 0.7394 - precision_m: 0.7739 - recall_m: 0.7078 - f1_m: 0.7394 - iou_m: 0.5865 2/53 [>.............................] - ETA: 4s - loss: 0.9861 - accuracy: 0.9586 - dice_coef: 0.7505 - precision_m: 0.7195 - recall_m: 0.7993 - f1_m: 0.7505 - iou_m: 0.6007 4/53 [=>............................] - ETA: 2s - loss: 0.9989 - accuracy: 0.9684 - dice_coef: 0.7492 - precision_m: 0.6707 - recall_m: 0.8687 - f1_m: 0.7492 - iou_m: 0.5991 6/53 [==>...........................] - ETA: 2s - loss: 1.0166 - accuracy: 0.9561 - dice_coef: 0.7172 - precision_m: 0.6423 - recall_m: 0.8257 - f1_m: 0.7172 - iou_m: 0.5620 8/53 [===>..........................] - ETA: 2s - loss: 1.0030 - accuracy: 0.9537 - dice_coef: 0.7217 - precision_m: 0.6725 - recall_m: 0.7993 - f1_m: 0.7217 - iou_m: 0.5668 9/53 [====>.........................] - ETA: 2s - loss: 1.0029 - accuracy: 0.9561 - dice_coef: 0.7242 - precision_m: 0.6669 - recall_m: 0.8135 - f1_m: 0.7242 - iou_m: 0.5697 11/53 [=====>........................] - ETA: 2s - loss: 1.0004 - accuracy: 0.9591 - dice_coef: 0.7295 - precision_m: 0.6633 - recall_m: 0.8293 - f1_m: 0.7295 - iou_m: 0.5764 13/53 [======>.......................] - ETA: 1s - loss: 0.9973 - accuracy: 0.9560 - dice_coef: 0.7249 - precision_m: 0.6641 - recall_m: 0.8150 - f1_m: 0.7249 - iou_m: 0.5707 15/53 [=======>......................] - ETA: 1s - loss: 0.9925 - accuracy: 0.9547 - dice_coef: 0.7269 - precision_m: 0.6721 - recall_m: 0.8083 - f1_m: 0.7269 - iou_m: 0.5729 17/53 [========>.....................] - ETA: 1s - loss: 0.9901 - accuracy: 0.9570 - dice_coef: 0.7307 - precision_m: 0.6733 - recall_m: 0.8138 - f1_m: 0.7307 - iou_m: 0.5778 18/53 [=========>....................] - ETA: 1s - loss: 0.9834 - accuracy: 0.9572 - dice_coef: 0.7333 - precision_m: 0.6753 - recall_m: 0.8166 - f1_m: 0.7333 - iou_m: 0.5811 20/53 [==========>...................] - ETA: 1s - loss: 0.9827 - accuracy: 0.9563 - dice_coef: 0.7326 - precision_m: 0.6753 - recall_m: 0.8150 - f1_m: 0.7326 - iou_m: 0.5800 22/53 [===========>..................] - ETA: 1s - loss: 0.9827 - accuracy: 0.9577 - dice_coef: 0.7332 - precision_m: 0.6701 - recall_m: 0.8246 - f1_m: 0.7332 - iou_m: 0.5806 23/53 [============>.................] - ETA: 1s - loss: 0.9753 - accuracy: 0.9577 - dice_coef: 0.7373 - precision_m: 0.6773 - recall_m: 0.8243 - f1_m: 0.7373 - iou_m: 0.5860 25/53 [=============>................] - ETA: 1s - loss: 0.9663 - accuracy: 0.9583 - dice_coef: 0.7425 - precision_m: 0.6851 - recall_m: 0.8250 - f1_m: 0.7425 - iou_m: 0.5929 27/53 [==============>...............] - ETA: 1s - loss: 0.9739 - accuracy: 0.9543 - dice_coef: 0.7375 - precision_m: 0.6896 - recall_m: 0.8133 - f1_m: 0.7375 - iou_m: 0.5877 29/53 [===============>..............] - ETA: 1s - loss: 0.9696 - accuracy: 0.9552 - dice_coef: 0.7412 - precision_m: 0.6912 - recall_m: 0.8191 - f1_m: 0.7412 - iou_m: 0.5926 31/53 [================>.............] - ETA: 0s - loss: 0.9640 - accuracy: 0.9561 - dice_coef: 0.7445 - precision_m: 0.6920 - recall_m: 0.8248 - f1_m: 0.7445 - iou_m: 0.5967 32/53 [=================>............] - ETA: 0s - loss: 0.9626 - accuracy: 0.9557 - dice_coef: 0.7444 - precision_m: 0.6901 - recall_m: 0.8273 - f1_m: 0.7444 - iou_m: 0.5965 34/53 [==================>...........] - ETA: 0s - loss: 0.9569 - accuracy: 0.9565 - dice_coef: 0.7479 - precision_m: 0.6913 - recall_m: 0.8331 - f1_m: 0.7479 - iou_m: 0.6009 35/53 [==================>...........] - ETA: 0s - loss: 0.9584 - accuracy: 0.9562 - dice_coef: 0.7457 - precision_m: 0.6893 - recall_m: 0.8301 - f1_m: 0.7457 - iou_m: 0.5982 37/53 [===================>..........] - ETA: 0s - loss: 0.9568 - accuracy: 0.9558 - dice_coef: 0.7465 - precision_m: 0.6908 - recall_m: 0.8300 - f1_m: 0.7465 - iou_m: 0.5990 39/53 [=====================>........] - ETA: 0s - loss: 0.9583 - accuracy: 0.9563 - dice_coef: 0.7467 - precision_m: 0.6887 - recall_m: 0.8330 - f1_m: 0.7467 - iou_m: 0.5991 41/53 [======================>.......] - ETA: 0s - loss: 0.9571 - accuracy: 0.9561 - dice_coef: 0.7482 - precision_m: 0.6909 - recall_m: 0.8328 - f1_m: 0.7482 - iou_m: 0.6009 42/53 [======================>.......] - ETA: 0s - loss: 0.9536 - accuracy: 0.9559 - dice_coef: 0.7492 - precision_m: 0.6924 - recall_m: 0.8329 - f1_m: 0.7492 - iou_m: 0.6022 44/53 [=======================>......] - ETA: 0s - loss: 0.9550 - accuracy: 0.9566 - dice_coef: 0.7484 - precision_m: 0.6891 - recall_m: 0.8356 - f1_m: 0.7484 - iou_m: 0.6010 46/53 [=========================>....] - ETA: 0s - loss: 0.9532 - accuracy: 0.9575 - dice_coef: 0.7503 - precision_m: 0.6899 - recall_m: 0.8386 - f1_m: 0.7503 - iou_m: 0.6035 48/53 [==========================>...] - ETA: 0s - loss: 0.9554 - accuracy: 0.9575 - dice_coef: 0.7486 - precision_m: 0.6873 - recall_m: 0.8376 - f1_m: 0.7486 - iou_m: 0.6015 50/53 [===========================>..] - ETA: 0s - loss: 0.9531 - accuracy: 0.9579 - dice_coef: 0.7498 - precision_m: 0.6875 - recall_m: 0.8398 - f1_m: 0.7498 - iou_m: 0.6030 52/53 [============================>.] - ETA: 0s - loss: 0.9508 - accuracy: 0.9578 - dice_coef: 0.7511 - precision_m: 0.6896 - recall_m: 0.8398 - f1_m: 0.7511 - iou_m: 0.6046 Epoch 12: val_dice_coef did not improve from 0.74256  53/53 [==============================] - 3s 59ms/step - loss: 0.9488 - accuracy: 0.9577 - dice_coef: 0.7518 - precision_m: 0.6910 - recall_m: 0.8393 - f1_m: 0.7518 - iou_m: 0.6054 - val_loss: 0.9639 - val_accuracy: 0.9513 - val_dice_coef: 0.7421 - val_precision_m: 0.6485 - val_recall_m: 0.8799 - val_f1_m: 0.7421 - val_iou_m: 0.5919 - lr: 1.0000e-04 Epoch 13/100 1/53 [..............................] - ETA: 7s - loss: 0.9551 - accuracy: 0.9784 - dice_coef: 0.7627 - precision_m: 0.6385 - recall_m: 0.9468 - f1_m: 0.7627 - iou_m: 0.6164 3/53 [>.............................] - ETA: 2s - loss: 0.9209 - accuracy: 0.9596 - dice_coef: 0.7742 - precision_m: 0.7171 - recall_m: 0.8624 - f1_m: 0.7742 - iou_m: 0.6322 5/53 [=>............................] - ETA: 2s - loss: 0.9032 - accuracy: 0.9585 - dice_coef: 0.7722 - precision_m: 0.7184 - recall_m: 0.8474 - f1_m: 0.7722 - iou_m: 0.6293 7/53 [==>...........................] - ETA: 2s - loss: 0.9076 - accuracy: 0.9636 - dice_coef: 0.7732 - precision_m: 0.7029 - recall_m: 0.8739 - f1_m: 0.7732 - iou_m: 0.6312 8/53 [===>..........................] - ETA: 2s - loss: 0.8903 - accuracy: 0.9630 - dice_coef: 0.7799 - precision_m: 0.7149 - recall_m: 0.8717 - f1_m: 0.7799 - iou_m: 0.6404 9/53 [====>.........................] - ETA: 2s - loss: 0.9007 - accuracy: 0.9641 - dice_coef: 0.7748 - precision_m: 0.7029 - recall_m: 0.8780 - f1_m: 0.7748 - iou_m: 0.6336 10/53 [====>.........................] - ETA: 2s - loss: 0.9022 - accuracy: 0.9600 - dice_coef: 0.7720 - precision_m: 0.7098 - recall_m: 0.8627 - f1_m: 0.7720 - iou_m: 0.6300 12/53 [=====>........................] - ETA: 2s - loss: 0.9001 - accuracy: 0.9607 - dice_coef: 0.7706 - precision_m: 0.7057 - recall_m: 0.8628 - f1_m: 0.7706 - iou_m: 0.6284 13/53 [======>.......................] - ETA: 1s - loss: 0.9021 - accuracy: 0.9625 - dice_coef: 0.7733 - precision_m: 0.7060 - recall_m: 0.8681 - f1_m: 0.7733 - iou_m: 0.6321 15/53 [=======>......................] - ETA: 1s - loss: 0.9111 - accuracy: 0.9576 - dice_coef: 0.7640 - precision_m: 0.7172 - recall_m: 0.8379 - f1_m: 0.7640 - iou_m: 0.6213 17/53 [========>.....................] - ETA: 1s - loss: 0.9103 - accuracy: 0.9585 - dice_coef: 0.7630 - precision_m: 0.7115 - recall_m: 0.8423 - f1_m: 0.7630 - iou_m: 0.6209 19/53 [=========>....................] - ETA: 1s - loss: 0.9094 - accuracy: 0.9575 - dice_coef: 0.7619 - precision_m: 0.7071 - recall_m: 0.8439 - f1_m: 0.7619 - iou_m: 0.6190 21/53 [==========>...................] - ETA: 1s - loss: 0.9048 - accuracy: 0.9572 - dice_coef: 0.7628 - precision_m: 0.7042 - recall_m: 0.8495 - f1_m: 0.7628 - iou_m: 0.6199 22/53 [===========>..................] - ETA: 1s - loss: 0.9105 - accuracy: 0.9577 - dice_coef: 0.7594 - precision_m: 0.6972 - recall_m: 0.8525 - f1_m: 0.7594 - iou_m: 0.6155 23/53 [============>.................] - ETA: 1s - loss: 0.9122 - accuracy: 0.9570 - dice_coef: 0.7595 - precision_m: 0.7007 - recall_m: 0.8479 - f1_m: 0.7595 - iou_m: 0.6155 24/53 [============>.................] - ETA: 1s - loss: 0.9128 - accuracy: 0.9573 - dice_coef: 0.7590 - precision_m: 0.7003 - recall_m: 0.8465 - f1_m: 0.7590 - iou_m: 0.6147 26/53 [=============>................] - ETA: 1s - loss: 0.9087 - accuracy: 0.9581 - dice_coef: 0.7608 - precision_m: 0.6985 - recall_m: 0.8527 - f1_m: 0.7608 - iou_m: 0.6170 27/53 [==============>...............] - ETA: 1s - loss: 0.9109 - accuracy: 0.9575 - dice_coef: 0.7602 - precision_m: 0.6984 - recall_m: 0.8509 - f1_m: 0.7602 - iou_m: 0.6162 28/53 [==============>...............] - ETA: 1s - loss: 0.9128 - accuracy: 0.9580 - dice_coef: 0.7613 - precision_m: 0.7030 - recall_m: 0.8475 - f1_m: 0.7613 - iou_m: 0.6175 29/53 [===============>..............] - ETA: 1s - loss: 0.9113 - accuracy: 0.9578 - dice_coef: 0.7620 - precision_m: 0.7051 - recall_m: 0.8460 - f1_m: 0.7620 - iou_m: 0.6184 31/53 [================>.............] - ETA: 1s - loss: 0.9090 - accuracy: 0.9593 - dice_coef: 0.7656 - precision_m: 0.7089 - recall_m: 0.8481 - f1_m: 0.7656 - iou_m: 0.6231 33/53 [=================>............] - ETA: 0s - loss: 0.9041 - accuracy: 0.9599 - dice_coef: 0.7683 - precision_m: 0.7102 - recall_m: 0.8519 - f1_m: 0.7683 - iou_m: 0.6266 34/53 [==================>...........] - ETA: 0s - loss: 0.9026 - accuracy: 0.9599 - dice_coef: 0.7697 - precision_m: 0.7132 - recall_m: 0.8509 - f1_m: 0.7697 - iou_m: 0.6285 36/53 [===================>..........] - ETA: 0s - loss: 0.9066 - accuracy: 0.9605 - dice_coef: 0.7666 - precision_m: 0.7063 - recall_m: 0.8540 - f1_m: 0.7666 - iou_m: 0.6244 37/53 [===================>..........] - ETA: 0s - loss: 0.9067 - accuracy: 0.9609 - dice_coef: 0.7670 - precision_m: 0.7058 - recall_m: 0.8555 - f1_m: 0.7670 - iou_m: 0.6249 38/53 [====================>.........] - ETA: 0s - loss: 0.9075 - accuracy: 0.9602 - dice_coef: 0.7652 - precision_m: 0.7046 - recall_m: 0.8524 - f1_m: 0.7652 - iou_m: 0.6225 39/53 [=====================>........] - ETA: 0s - loss: 0.9083 - accuracy: 0.9603 - dice_coef: 0.7648 - precision_m: 0.7029 - recall_m: 0.8538 - f1_m: 0.7648 - iou_m: 0.6219 41/53 [======================>.......] - ETA: 0s - loss: 0.9088 - accuracy: 0.9603 - dice_coef: 0.7638 - precision_m: 0.7048 - recall_m: 0.8494 - f1_m: 0.7638 - iou_m: 0.6206 42/53 [======================>.......] - ETA: 0s - loss: 0.9136 - accuracy: 0.9596 - dice_coef: 0.7584 - precision_m: 0.6987 - recall_m: 0.8451 - f1_m: 0.7584 - iou_m: 0.6145 44/53 [=======================>......] - ETA: 0s - loss: 0.9117 - accuracy: 0.9599 - dice_coef: 0.7605 - precision_m: 0.7012 - recall_m: 0.8458 - f1_m: 0.7605 - iou_m: 0.6172 45/53 [========================>.....] - ETA: 0s - loss: 0.9109 - accuracy: 0.9605 - dice_coef: 0.7625 - precision_m: 0.7031 - recall_m: 0.8477 - f1_m: 0.7625 - iou_m: 0.6200 47/53 [=========================>....] - ETA: 0s - loss: 0.9124 - accuracy: 0.9605 - dice_coef: 0.7620 - precision_m: 0.7047 - recall_m: 0.8453 - f1_m: 0.7620 - iou_m: 0.6192 48/53 [==========================>...] - ETA: 0s - loss: 0.9106 - accuracy: 0.9604 - dice_coef: 0.7622 - precision_m: 0.7043 - recall_m: 0.8459 - f1_m: 0.7622 - iou_m: 0.6194 49/53 [==========================>...] - ETA: 0s - loss: 0.9109 - accuracy: 0.9602 - dice_coef: 0.7614 - precision_m: 0.7035 - recall_m: 0.8450 - f1_m: 0.7614 - iou_m: 0.6183 50/53 [===========================>..] - ETA: 0s - loss: 0.9112 - accuracy: 0.9595 - dice_coef: 0.7610 - precision_m: 0.7054 - recall_m: 0.8420 - f1_m: 0.7610 - iou_m: 0.6178 51/53 [===========================>..] - ETA: 0s - loss: 0.9118 - accuracy: 0.9597 - dice_coef: 0.7608 - precision_m: 0.7041 - recall_m: 0.8431 - f1_m: 0.7608 - iou_m: 0.6174 52/53 [============================>.] - ETA: 0s - loss: 0.9129 - accuracy: 0.9594 - dice_coef: 0.7606 - precision_m: 0.7053 - recall_m: 0.8411 - f1_m: 0.7606 - iou_m: 0.6171 53/53 [==============================] - ETA: 0s - loss: 0.9120 - accuracy: 0.9591 - dice_coef: 0.7600 - precision_m: 0.7041 - recall_m: 0.8411 - f1_m: 0.7600 - iou_m: 0.6163 Epoch 13: val_dice_coef improved from 0.74256 to 0.75515, saving model to checkpoints/best_model.weights.h5  53/53 [==============================] - 5s 100ms/step - loss: 0.9120 - accuracy: 0.9591 - dice_coef: 0.7600 - precision_m: 0.7041 - recall_m: 0.8411 - f1_m: 0.7600 - iou_m: 0.6163 - val_loss: 0.9089 - val_accuracy: 0.9570 - val_dice_coef: 0.7551 - val_precision_m: 0.7149 - val_recall_m: 0.8061 - val_f1_m: 0.7551 - val_iou_m: 0.6084 - lr: 1.0000e-04 Epoch 14/100 1/53 [..............................] - ETA: 6s - loss: 0.8883 - accuracy: 0.9837 - dice_coef: 0.8271 - precision_m: 0.7298 - recall_m: 0.9543 - f1_m: 0.8271 - iou_m: 0.7051 3/53 [>.............................] - ETA: 2s - loss: 0.8860 - accuracy: 0.9706 - dice_coef: 0.8004 - precision_m: 0.7270 - recall_m: 0.8944 - f1_m: 0.8004 - iou_m: 0.6678 4/53 [=>............................] - ETA: 2s - loss: 0.8761 - accuracy: 0.9640 - dice_coef: 0.7911 - precision_m: 0.7218 - recall_m: 0.8784 - f1_m: 0.7911 - iou_m: 0.6551 5/53 [=>............................] - ETA: 2s - loss: 0.9236 - accuracy: 0.9465 - dice_coef: 0.7565 - precision_m: 0.7015 - recall_m: 0.8259 - f1_m: 0.7565 - iou_m: 0.6135 6/53 [==>...........................] - ETA: 2s - loss: 0.9097 - accuracy: 0.9510 - dice_coef: 0.7672 - precision_m: 0.7068 - recall_m: 0.8436 - f1_m: 0.7672 - iou_m: 0.6273 8/53 [===>..........................] - ETA: 2s - loss: 0.8976 - accuracy: 0.9571 - dice_coef: 0.7708 - precision_m: 0.6980 - recall_m: 0.8667 - f1_m: 0.7708 - iou_m: 0.6310 10/53 [====>.........................] - ETA: 2s - loss: 0.8967 - accuracy: 0.9539 - dice_coef: 0.7629 - precision_m: 0.7056 - recall_m: 0.8398 - f1_m: 0.7629 - iou_m: 0.6205 12/53 [=====>........................] - ETA: 1s - loss: 0.8945 - accuracy: 0.9537 - dice_coef: 0.7643 - precision_m: 0.7160 - recall_m: 0.8320 - f1_m: 0.7643 - iou_m: 0.6222 14/53 [======>.......................] - ETA: 1s - loss: 0.8881 - accuracy: 0.9557 - dice_coef: 0.7677 - precision_m: 0.7172 - recall_m: 0.8367 - f1_m: 0.7677 - iou_m: 0.6263 16/53 [========>.....................] - ETA: 1s - loss: 0.8897 - accuracy: 0.9566 - dice_coef: 0.7653 - precision_m: 0.7114 - recall_m: 0.8381 - f1_m: 0.7653 - iou_m: 0.6228 17/53 [========>.....................] - ETA: 1s - loss: 0.8869 - accuracy: 0.9570 - dice_coef: 0.7662 - precision_m: 0.7094 - recall_m: 0.8430 - f1_m: 0.7662 - iou_m: 0.6238 18/53 [=========>....................] - ETA: 1s - loss: 0.8922 - accuracy: 0.9575 - dice_coef: 0.7619 - precision_m: 0.7002 - recall_m: 0.8481 - f1_m: 0.7619 - iou_m: 0.6183 20/53 [==========>...................] - ETA: 1s - loss: 0.8975 - accuracy: 0.9554 - dice_coef: 0.7547 - precision_m: 0.6894 - recall_m: 0.8462 - f1_m: 0.7547 - iou_m: 0.6094 22/53 [===========>..................] - ETA: 1s - loss: 0.8967 - accuracy: 0.9570 - dice_coef: 0.7565 - precision_m: 0.6885 - recall_m: 0.8516 - f1_m: 0.7565 - iou_m: 0.6114 24/53 [============>.................] - ETA: 1s - loss: 0.8961 - accuracy: 0.9580 - dice_coef: 0.7576 - precision_m: 0.6871 - recall_m: 0.8564 - f1_m: 0.7576 - iou_m: 0.6127 26/53 [=============>................] - ETA: 1s - loss: 0.8974 - accuracy: 0.9579 - dice_coef: 0.7554 - precision_m: 0.6861 - recall_m: 0.8517 - f1_m: 0.7554 - iou_m: 0.6098 27/53 [==============>...............] - ETA: 1s - loss: 0.8993 - accuracy: 0.9571 - dice_coef: 0.7553 - precision_m: 0.6905 - recall_m: 0.8464 - f1_m: 0.7553 - iou_m: 0.6096 29/53 [===============>..............] - ETA: 1s - loss: 0.8969 - accuracy: 0.9571 - dice_coef: 0.7580 - precision_m: 0.6985 - recall_m: 0.8421 - f1_m: 0.7580 - iou_m: 0.6129 31/53 [================>.............] - ETA: 1s - loss: 0.8949 - accuracy: 0.9587 - dice_coef: 0.7621 - precision_m: 0.7013 - recall_m: 0.8472 - f1_m: 0.7621 - iou_m: 0.6184 33/53 [=================>............] - ETA: 1s - loss: 0.8890 - accuracy: 0.9596 - dice_coef: 0.7652 - precision_m: 0.7039 - recall_m: 0.8502 - f1_m: 0.7652 - iou_m: 0.6225 34/53 [==================>...........] - ETA: 0s - loss: 0.8920 - accuracy: 0.9588 - dice_coef: 0.7640 - precision_m: 0.7077 - recall_m: 0.8441 - f1_m: 0.7640 - iou_m: 0.6209 35/53 [==================>...........] - ETA: 0s - loss: 0.8933 - accuracy: 0.9586 - dice_coef: 0.7621 - precision_m: 0.7049 - recall_m: 0.8431 - f1_m: 0.7621 - iou_m: 0.6184 37/53 [===================>..........] - ETA: 0s - loss: 0.8901 - accuracy: 0.9595 - dice_coef: 0.7641 - precision_m: 0.7048 - recall_m: 0.8479 - f1_m: 0.7641 - iou_m: 0.6211 39/53 [=====================>........] - ETA: 0s - loss: 0.8891 - accuracy: 0.9586 - dice_coef: 0.7634 - precision_m: 0.7042 - recall_m: 0.8469 - f1_m: 0.7634 - iou_m: 0.6203 40/53 [=====================>........] - ETA: 0s - loss: 0.8887 - accuracy: 0.9590 - dice_coef: 0.7634 - precision_m: 0.7026 - recall_m: 0.8492 - f1_m: 0.7634 - iou_m: 0.6201 42/53 [======================>.......] - ETA: 0s - loss: 0.8885 - accuracy: 0.9591 - dice_coef: 0.7630 - precision_m: 0.7017 - recall_m: 0.8491 - f1_m: 0.7630 - iou_m: 0.6195 43/53 [=======================>......] - ETA: 0s - loss: 0.8876 - accuracy: 0.9596 - dice_coef: 0.7638 - precision_m: 0.7014 - recall_m: 0.8512 - f1_m: 0.7638 - iou_m: 0.6205 45/53 [========================>.....] - ETA: 0s - loss: 0.8899 - accuracy: 0.9589 - dice_coef: 0.7615 - precision_m: 0.6993 - recall_m: 0.8481 - f1_m: 0.7615 - iou_m: 0.6176 46/53 [=========================>....] - ETA: 0s - loss: 0.8895 - accuracy: 0.9589 - dice_coef: 0.7613 - precision_m: 0.6989 - recall_m: 0.8478 - f1_m: 0.7613 - iou_m: 0.6172 48/53 [==========================>...] - ETA: 0s - loss: 0.8909 - accuracy: 0.9586 - dice_coef: 0.7591 - precision_m: 0.6978 - recall_m: 0.8438 - f1_m: 0.7591 - iou_m: 0.6143 49/53 [==========================>...] - ETA: 0s - loss: 0.8916 - accuracy: 0.9585 - dice_coef: 0.7584 - precision_m: 0.6963 - recall_m: 0.8442 - f1_m: 0.7584 - iou_m: 0.6134 51/53 [===========================>..] - ETA: 0s - loss: 0.9012 - accuracy: 0.9571 - dice_coef: 0.7539 - precision_m: 0.6970 - recall_m: 0.8354 - f1_m: 0.7539 - iou_m: 0.6086 52/53 [============================>.] - ETA: 0s - loss: 0.9005 - accuracy: 0.9574 - dice_coef: 0.7545 - precision_m: 0.6975 - recall_m: 0.8358 - f1_m: 0.7545 - iou_m: 0.6093 53/53 [==============================] - ETA: 0s - loss: 0.8983 - accuracy: 0.9574 - dice_coef: 0.7553 - precision_m: 0.6982 - recall_m: 0.8363 - f1_m: 0.7553 - iou_m: 0.6102 Epoch 14: val_dice_coef did not improve from 0.75515  53/53 [==============================] - 3s 60ms/step - loss: 0.8983 - accuracy: 0.9574 - dice_coef: 0.7553 - precision_m: 0.6982 - recall_m: 0.8363 - f1_m: 0.7553 - iou_m: 0.6102 - val_loss: 0.9131 - val_accuracy: 0.9519 - val_dice_coef: 0.7390 - val_precision_m: 0.6448 - val_recall_m: 0.8802 - val_f1_m: 0.7390 - val_iou_m: 0.5882 - lr: 1.0000e-04 Epoch 15/100 1/53 [..............................] - ETA: 6s - loss: 0.8403 - accuracy: 0.9643 - dice_coef: 0.7628 - precision_m: 0.6991 - recall_m: 0.8392 - f1_m: 0.7628 - iou_m: 0.6165 2/53 [>.............................] - ETA: 3s - loss: 0.8320 - accuracy: 0.9556 - dice_coef: 0.7630 - precision_m: 0.7413 - recall_m: 0.7916 - f1_m: 0.7630 - iou_m: 0.6169 4/53 [=>............................] - ETA: 2s - loss: 0.8617 - accuracy: 0.9579 - dice_coef: 0.7533 - precision_m: 0.7598 - recall_m: 0.7600 - f1_m: 0.7533 - iou_m: 0.6047 6/53 [==>...........................] - ETA: 2s - loss: 0.8524 - accuracy: 0.9600 - dice_coef: 0.7589 - precision_m: 0.7407 - recall_m: 0.7921 - f1_m: 0.7589 - iou_m: 0.6139 7/53 [==>...........................] - ETA: 2s - loss: 0.8524 - accuracy: 0.9613 - dice_coef: 0.7615 - precision_m: 0.7372 - recall_m: 0.8001 - f1_m: 0.7615 - iou_m: 0.6169 8/53 [===>..........................] - ETA: 2s - loss: 0.8470 - accuracy: 0.9641 - dice_coef: 0.7706 - precision_m: 0.7372 - recall_m: 0.8202 - f1_m: 0.7706 - iou_m: 0.6292 10/53 [====>.........................] - ETA: 2s - loss: 0.8429 - accuracy: 0.9659 - dice_coef: 0.7805 - precision_m: 0.7366 - recall_m: 0.8420 - f1_m: 0.7805 - iou_m: 0.6424 11/53 [=====>........................] - ETA: 2s - loss: 0.8549 - accuracy: 0.9663 - dice_coef: 0.7727 - precision_m: 0.7193 - recall_m: 0.8521 - f1_m: 0.7727 - iou_m: 0.6324 12/53 [=====>........................] - ETA: 2s - loss: 0.8500 - accuracy: 0.9656 - dice_coef: 0.7746 - precision_m: 0.7217 - recall_m: 0.8519 - f1_m: 0.7746 - iou_m: 0.6347 14/53 [======>.......................] - ETA: 1s - loss: 0.8508 - accuracy: 0.9651 - dice_coef: 0.7727 - precision_m: 0.7149 - recall_m: 0.8552 - f1_m: 0.7727 - iou_m: 0.6325 15/53 [=======>......................] - ETA: 1s - loss: 0.8579 - accuracy: 0.9630 - dice_coef: 0.7695 - precision_m: 0.7202 - recall_m: 0.8427 - f1_m: 0.7695 - iou_m: 0.6283 17/53 [========>.....................] - ETA: 1s - loss: 0.8635 - accuracy: 0.9619 - dice_coef: 0.7630 - precision_m: 0.7111 - recall_m: 0.8380 - f1_m: 0.7630 - iou_m: 0.6202 19/53 [=========>....................] - ETA: 1s - loss: 0.8647 - accuracy: 0.9637 - dice_coef: 0.7643 - precision_m: 0.7054 - recall_m: 0.8494 - f1_m: 0.7643 - iou_m: 0.6217 21/53 [==========>...................] - ETA: 1s - loss: 0.8655 - accuracy: 0.9618 - dice_coef: 0.7602 - precision_m: 0.7052 - recall_m: 0.8410 - f1_m: 0.7602 - iou_m: 0.6169 23/53 [============>.................] - ETA: 1s - loss: 0.8641 - accuracy: 0.9620 - dice_coef: 0.7598 - precision_m: 0.7027 - recall_m: 0.8422 - f1_m: 0.7598 - iou_m: 0.6162 24/53 [============>.................] - ETA: 1s - loss: 0.8646 - accuracy: 0.9626 - dice_coef: 0.7601 - precision_m: 0.7005 - recall_m: 0.8460 - f1_m: 0.7601 - iou_m: 0.6164 26/53 [=============>................] - ETA: 1s - loss: 0.8612 - accuracy: 0.9633 - dice_coef: 0.7634 - precision_m: 0.7042 - recall_m: 0.8476 - f1_m: 0.7634 - iou_m: 0.6206 28/53 [==============>...............] - ETA: 1s - loss: 0.8684 - accuracy: 0.9617 - dice_coef: 0.7575 - precision_m: 0.6979 - recall_m: 0.8418 - f1_m: 0.7575 - iou_m: 0.6132 30/53 [===============>..............] - ETA: 1s - loss: 0.8622 - accuracy: 0.9621 - dice_coef: 0.7617 - precision_m: 0.7030 - recall_m: 0.8437 - f1_m: 0.7617 - iou_m: 0.6186 32/53 [=================>............] - ETA: 0s - loss: 0.8642 - accuracy: 0.9612 - dice_coef: 0.7599 - precision_m: 0.7011 - recall_m: 0.8417 - f1_m: 0.7599 - iou_m: 0.6163 33/53 [=================>............] - ETA: 0s - loss: 0.8660 - accuracy: 0.9602 - dice_coef: 0.7575 - precision_m: 0.6998 - recall_m: 0.8376 - f1_m: 0.7575 - iou_m: 0.6133 35/53 [==================>...........] - ETA: 0s - loss: 0.8642 - accuracy: 0.9604 - dice_coef: 0.7595 - precision_m: 0.7016 - recall_m: 0.8391 - f1_m: 0.7595 - iou_m: 0.6158 37/53 [===================>..........] - ETA: 0s - loss: 0.8677 - accuracy: 0.9615 - dice_coef: 0.7587 - precision_m: 0.6969 - recall_m: 0.8448 - f1_m: 0.7587 - iou_m: 0.6146 39/53 [=====================>........] - ETA: 0s - loss: 0.8665 - accuracy: 0.9620 - dice_coef: 0.7589 - precision_m: 0.6964 - recall_m: 0.8454 - f1_m: 0.7589 - iou_m: 0.6148 40/53 [=====================>........] - ETA: 0s - loss: 0.8647 - accuracy: 0.9623 - dice_coef: 0.7604 - precision_m: 0.6984 - recall_m: 0.8459 - f1_m: 0.7604 - iou_m: 0.6167 41/53 [======================>.......] - ETA: 0s - loss: 0.8642 - accuracy: 0.9621 - dice_coef: 0.7601 - precision_m: 0.6980 - recall_m: 0.8455 - f1_m: 0.7601 - iou_m: 0.6163 43/53 [=======================>......] - ETA: 0s - loss: 0.8633 - accuracy: 0.9617 - dice_coef: 0.7607 - precision_m: 0.6990 - recall_m: 0.8452 - f1_m: 0.7607 - iou_m: 0.6170 45/53 [========================>.....] - ETA: 0s - loss: 0.8598 - accuracy: 0.9621 - dice_coef: 0.7630 - precision_m: 0.7012 - recall_m: 0.8471 - f1_m: 0.7630 - iou_m: 0.6200 47/53 [=========================>....] - ETA: 0s - loss: 0.8629 - accuracy: 0.9607 - dice_coef: 0.7602 - precision_m: 0.7018 - recall_m: 0.8412 - f1_m: 0.7602 - iou_m: 0.6165 49/53 [==========================>...] - ETA: 0s - loss: 0.8641 - accuracy: 0.9599 - dice_coef: 0.7597 - precision_m: 0.7033 - recall_m: 0.8383 - f1_m: 0.7597 - iou_m: 0.6157 51/53 [===========================>..] - ETA: 0s - loss: 0.8623 - accuracy: 0.9598 - dice_coef: 0.7608 - precision_m: 0.7038 - recall_m: 0.8398 - f1_m: 0.7608 - iou_m: 0.6170 53/53 [==============================] - ETA: 0s - loss: 0.8580 - accuracy: 0.9595 - dice_coef: 0.7624 - precision_m: 0.7063 - recall_m: 0.8398 - f1_m: 0.7624 - iou_m: 0.6191 Epoch 15: val_dice_coef did not improve from 0.75515  53/53 [==============================] - 3s 57ms/step - loss: 0.8580 - accuracy: 0.9595 - dice_coef: 0.7624 - precision_m: 0.7063 - recall_m: 0.8398 - f1_m: 0.7624 - iou_m: 0.6191 - val_loss: 0.8713 - val_accuracy: 0.9545 - val_dice_coef: 0.7498 - val_precision_m: 0.6675 - val_recall_m: 0.8660 - val_f1_m: 0.7498 - val_iou_m: 0.6021 - lr: 1.0000e-04 Epoch 16/100 1/53 [..............................] - ETA: 5s - loss: 0.8566 - accuracy: 0.9693 - dice_coef: 0.7993 - precision_m: 0.7137 - recall_m: 0.9082 - f1_m: 0.7993 - iou_m: 0.6657 3/53 [>.............................] - ETA: 2s - loss: 0.9060 - accuracy: 0.9520 - dice_coef: 0.7399 - precision_m: 0.7031 - recall_m: 0.7907 - f1_m: 0.7399 - iou_m: 0.5893 5/53 [=>............................] - ETA: 2s - loss: 0.9074 - accuracy: 0.9608 - dice_coef: 0.7457 - precision_m: 0.6774 - recall_m: 0.8432 - f1_m: 0.7457 - iou_m: 0.5959 7/53 [==>...........................] - ETA: 2s - loss: 0.9140 - accuracy: 0.9510 - dice_coef: 0.7306 - precision_m: 0.6772 - recall_m: 0.8099 - f1_m: 0.7306 - iou_m: 0.5774 9/53 [====>.........................] - ETA: 2s - loss: 0.9016 - accuracy: 0.9550 - dice_coef: 0.7345 - precision_m: 0.6710 - recall_m: 0.8265 - f1_m: 0.7345 - iou_m: 0.5819 10/53 [====>.........................] - ETA: 2s - loss: 0.8930 - accuracy: 0.9555 - dice_coef: 0.7398 - precision_m: 0.6797 - recall_m: 0.8259 - f1_m: 0.7398 - iou_m: 0.5887 11/53 [=====>........................] - ETA: 2s - loss: 0.8877 - accuracy: 0.9571 - dice_coef: 0.7451 - precision_m: 0.6824 - recall_m: 0.8337 - f1_m: 0.7451 - iou_m: 0.5955 12/53 [=====>........................] - ETA: 2s - loss: 0.8851 - accuracy: 0.9572 - dice_coef: 0.7507 - precision_m: 0.6913 - recall_m: 0.8340 - f1_m: 0.7507 - iou_m: 0.6029 14/53 [======>.......................] - ETA: 1s - loss: 0.8746 - accuracy: 0.9585 - dice_coef: 0.7545 - precision_m: 0.6932 - recall_m: 0.8387 - f1_m: 0.7545 - iou_m: 0.6076 16/53 [========>.....................] - ETA: 1s - loss: 0.8769 - accuracy: 0.9570 - dice_coef: 0.7530 - precision_m: 0.6915 - recall_m: 0.8363 - f1_m: 0.7530 - iou_m: 0.6056 18/53 [=========>....................] - ETA: 1s - loss: 0.8678 - accuracy: 0.9582 - dice_coef: 0.7584 - precision_m: 0.7012 - recall_m: 0.8351 - f1_m: 0.7584 - iou_m: 0.6129 20/53 [==========>...................] - ETA: 1s - loss: 0.8638 - accuracy: 0.9584 - dice_coef: 0.7577 - precision_m: 0.6970 - recall_m: 0.8391 - f1_m: 0.7577 - iou_m: 0.6118 22/53 [===========>..................] - ETA: 1s - loss: 0.8596 - accuracy: 0.9579 - dice_coef: 0.7554 - precision_m: 0.6966 - recall_m: 0.8345 - f1_m: 0.7554 - iou_m: 0.6087 24/53 [============>.................] - ETA: 1s - loss: 0.8488 - accuracy: 0.9586 - dice_coef: 0.7600 - precision_m: 0.6995 - recall_m: 0.8408 - f1_m: 0.7600 - iou_m: 0.6149 26/53 [=============>................] - ETA: 1s - loss: 0.8435 - accuracy: 0.9598 - dice_coef: 0.7645 - precision_m: 0.7012 - recall_m: 0.8488 - f1_m: 0.7645 - iou_m: 0.6208 28/53 [==============>...............] - ETA: 1s - loss: 0.8498 - accuracy: 0.9589 - dice_coef: 0.7567 - precision_m: 0.6920 - recall_m: 0.8433 - f1_m: 0.7567 - iou_m: 0.6117 30/53 [===============>..............] - ETA: 1s - loss: 0.8457 - accuracy: 0.9587 - dice_coef: 0.7591 - precision_m: 0.6958 - recall_m: 0.8432 - f1_m: 0.7591 - iou_m: 0.6147 32/53 [=================>............] - ETA: 0s - loss: 0.8416 - accuracy: 0.9595 - dice_coef: 0.7612 - precision_m: 0.6981 - recall_m: 0.8446 - f1_m: 0.7612 - iou_m: 0.6175 34/53 [==================>...........] - ETA: 0s - loss: 0.8394 - accuracy: 0.9593 - dice_coef: 0.7617 - precision_m: 0.6991 - recall_m: 0.8440 - f1_m: 0.7617 - iou_m: 0.6180 36/53 [===================>..........] - ETA: 0s - loss: 0.8390 - accuracy: 0.9598 - dice_coef: 0.7612 - precision_m: 0.6961 - recall_m: 0.8472 - f1_m: 0.7612 - iou_m: 0.6172 38/53 [====================>.........] - ETA: 0s - loss: 0.8354 - accuracy: 0.9598 - dice_coef: 0.7622 - precision_m: 0.6975 - recall_m: 0.8477 - f1_m: 0.7622 - iou_m: 0.6184 40/53 [=====================>........] - ETA: 0s - loss: 0.8305 - accuracy: 0.9599 - dice_coef: 0.7646 - precision_m: 0.7026 - recall_m: 0.8462 - f1_m: 0.7646 - iou_m: 0.6215 42/53 [======================>.......] - ETA: 0s - loss: 0.8293 - accuracy: 0.9598 - dice_coef: 0.7662 - precision_m: 0.7076 - recall_m: 0.8438 - f1_m: 0.7662 - iou_m: 0.6236 44/53 [=======================>......] - ETA: 0s - loss: 0.8295 - accuracy: 0.9595 - dice_coef: 0.7658 - precision_m: 0.7067 - recall_m: 0.8439 - f1_m: 0.7658 - iou_m: 0.6231 46/53 [=========================>....] - ETA: 0s - loss: 0.8283 - accuracy: 0.9596 - dice_coef: 0.7649 - precision_m: 0.7035 - recall_m: 0.8467 - f1_m: 0.7649 - iou_m: 0.6218 48/53 [==========================>...] - ETA: 0s - loss: 0.8308 - accuracy: 0.9596 - dice_coef: 0.7648 - precision_m: 0.7043 - recall_m: 0.8457 - f1_m: 0.7648 - iou_m: 0.6216 50/53 [===========================>..] - ETA: 0s - loss: 0.8320 - accuracy: 0.9602 - dice_coef: 0.7659 - precision_m: 0.7041 - recall_m: 0.8487 - f1_m: 0.7659 - iou_m: 0.6231 52/53 [============================>.] - ETA: 0s - loss: 0.8299 - accuracy: 0.9606 - dice_coef: 0.7665 - precision_m: 0.7041 - recall_m: 0.8498 - f1_m: 0.7665 - iou_m: 0.6238 Epoch 16: val_dice_coef improved from 0.75515 to 0.75894, saving model to checkpoints/best_model.weights.h5  53/53 [==============================] - 4s 69ms/step - loss: 0.8295 - accuracy: 0.9606 - dice_coef: 0.7674 - precision_m: 0.7057 - recall_m: 0.8496 - f1_m: 0.7674 - iou_m: 0.6249 - val_loss: 0.8473 - val_accuracy: 0.9556 - val_dice_coef: 0.7589 - val_precision_m: 0.6771 - val_recall_m: 0.8698 - val_f1_m: 0.7589 - val_iou_m: 0.6136 - lr: 1.0000e-04 Epoch 17/100 1/53 [..............................] - ETA: 5s - loss: 0.7687 - accuracy: 0.9633 - dice_coef: 0.8186 - precision_m: 0.8153 - recall_m: 0.8220 - f1_m: 0.8186 - iou_m: 0.6929 2/53 [>.............................] - ETA: 3s - loss: 0.8213 - accuracy: 0.9668 - dice_coef: 0.7843 - precision_m: 0.7287 - recall_m: 0.8617 - f1_m: 0.7843 - iou_m: 0.6465 4/53 [=>............................] - ETA: 2s - loss: 0.8219 - accuracy: 0.9601 - dice_coef: 0.7572 - precision_m: 0.7326 - recall_m: 0.8151 - f1_m: 0.7572 - iou_m: 0.6107 6/53 [==>...........................] - ETA: 2s - loss: 0.8134 - accuracy: 0.9646 - dice_coef: 0.7645 - precision_m: 0.7270 - recall_m: 0.8288 - f1_m: 0.7645 - iou_m: 0.6198 8/53 [===>..........................] - ETA: 2s - loss: 0.8259 - accuracy: 0.9620 - dice_coef: 0.7513 - precision_m: 0.6974 - recall_m: 0.8359 - f1_m: 0.7513 - iou_m: 0.6037 10/53 [====>.........................] - ETA: 1s - loss: 0.8219 - accuracy: 0.9668 - dice_coef: 0.7689 - precision_m: 0.7151 - recall_m: 0.8490 - f1_m: 0.7689 - iou_m: 0.6276 12/53 [=====>........................] - ETA: 1s - loss: 0.8138 - accuracy: 0.9640 - dice_coef: 0.7747 - precision_m: 0.7330 - recall_m: 0.8385 - f1_m: 0.7747 - iou_m: 0.6351 13/53 [======>.......................] - ETA: 1s - loss: 0.8076 - accuracy: 0.9624 - dice_coef: 0.7764 - precision_m: 0.7355 - recall_m: 0.8378 - f1_m: 0.7764 - iou_m: 0.6372 14/53 [======>.......................] - ETA: 1s - loss: 0.8068 - accuracy: 0.9615 - dice_coef: 0.7753 - precision_m: 0.7351 - recall_m: 0.8347 - f1_m: 0.7753 - iou_m: 0.6355 15/53 [=======>......................] - ETA: 1s - loss: 0.8163 - accuracy: 0.9614 - dice_coef: 0.7697 - precision_m: 0.7254 - recall_m: 0.8349 - f1_m: 0.7697 - iou_m: 0.6284 17/53 [========>.....................] - ETA: 1s - loss: 0.8217 - accuracy: 0.9589 - dice_coef: 0.7608 - precision_m: 0.7142 - recall_m: 0.8280 - f1_m: 0.7608 - iou_m: 0.6174 19/53 [=========>....................] - ETA: 1s - loss: 0.8192 - accuracy: 0.9594 - dice_coef: 0.7619 - precision_m: 0.7083 - recall_m: 0.8389 - f1_m: 0.7619 - iou_m: 0.6185 20/53 [==========>...................] - ETA: 1s - loss: 0.8152 - accuracy: 0.9598 - dice_coef: 0.7639 - precision_m: 0.7080 - recall_m: 0.8437 - f1_m: 0.7639 - iou_m: 0.6211 22/53 [===========>..................] - ETA: 1s - loss: 0.8139 - accuracy: 0.9606 - dice_coef: 0.7652 - precision_m: 0.7059 - recall_m: 0.8489 - f1_m: 0.7652 - iou_m: 0.6225 24/53 [============>.................] - ETA: 1s - loss: 0.8116 - accuracy: 0.9599 - dice_coef: 0.7661 - precision_m: 0.7073 - recall_m: 0.8480 - f1_m: 0.7661 - iou_m: 0.6237 25/53 [=============>................] - ETA: 1s - loss: 0.8148 - accuracy: 0.9598 - dice_coef: 0.7640 - precision_m: 0.7077 - recall_m: 0.8425 - f1_m: 0.7640 - iou_m: 0.6210 27/53 [==============>...............] - ETA: 1s - loss: 0.8185 - accuracy: 0.9601 - dice_coef: 0.7635 - precision_m: 0.7073 - recall_m: 0.8414 - f1_m: 0.7635 - iou_m: 0.6201 29/53 [===============>..............] - ETA: 1s - loss: 0.8170 - accuracy: 0.9599 - dice_coef: 0.7640 - precision_m: 0.7117 - recall_m: 0.8375 - f1_m: 0.7640 - iou_m: 0.6206 31/53 [================>.............] - ETA: 1s - loss: 0.8156 - accuracy: 0.9596 - dice_coef: 0.7630 - precision_m: 0.7131 - recall_m: 0.8353 - f1_m: 0.7630 - iou_m: 0.6192 32/53 [=================>............] - ETA: 0s - loss: 0.8135 - accuracy: 0.9598 - dice_coef: 0.7635 - precision_m: 0.7130 - recall_m: 0.8360 - f1_m: 0.7635 - iou_m: 0.6198 34/53 [==================>...........] - ETA: 0s - loss: 0.8153 - accuracy: 0.9602 - dice_coef: 0.7628 - precision_m: 0.7087 - recall_m: 0.8405 - f1_m: 0.7628 - iou_m: 0.6187 36/53 [===================>..........] - ETA: 0s - loss: 0.8121 - accuracy: 0.9597 - dice_coef: 0.7637 - precision_m: 0.7100 - recall_m: 0.8401 - f1_m: 0.7637 - iou_m: 0.6199 38/53 [====================>.........] - ETA: 0s - loss: 0.8131 - accuracy: 0.9605 - dice_coef: 0.7652 - precision_m: 0.7117 - recall_m: 0.8423 - f1_m: 0.7652 - iou_m: 0.6219 40/53 [=====================>........] - ETA: 0s - loss: 0.8102 - accuracy: 0.9609 - dice_coef: 0.7663 - precision_m: 0.7121 - recall_m: 0.8438 - f1_m: 0.7663 - iou_m: 0.6233 42/53 [======================>.......] - ETA: 0s - loss: 0.8093 - accuracy: 0.9614 - dice_coef: 0.7675 - precision_m: 0.7122 - recall_m: 0.8461 - f1_m: 0.7675 - iou_m: 0.6248 44/53 [=======================>......] - ETA: 0s - loss: 0.8109 - accuracy: 0.9610 - dice_coef: 0.7670 - precision_m: 0.7126 - recall_m: 0.8446 - f1_m: 0.7670 - iou_m: 0.6241 46/53 [=========================>....] - ETA: 0s - loss: 0.8092 - accuracy: 0.9607 - dice_coef: 0.7680 - precision_m: 0.7172 - recall_m: 0.8413 - f1_m: 0.7680 - iou_m: 0.6255 48/53 [==========================>...] - ETA: 0s - loss: 0.8070 - accuracy: 0.9610 - dice_coef: 0.7696 - precision_m: 0.7183 - recall_m: 0.8430 - f1_m: 0.7696 - iou_m: 0.6275 50/53 [===========================>..] - ETA: 0s - loss: 0.8052 - accuracy: 0.9610 - dice_coef: 0.7700 - precision_m: 0.7178 - recall_m: 0.8442 - f1_m: 0.7700 - iou_m: 0.6280 52/53 [============================>.] - ETA: 0s - loss: 0.8062 - accuracy: 0.9610 - dice_coef: 0.7682 - precision_m: 0.7138 - recall_m: 0.8460 - f1_m: 0.7682 - iou_m: 0.6258 Epoch 17: val_dice_coef did not improve from 0.75894  53/53 [==============================] - 3s 57ms/step - loss: 0.8082 - accuracy: 0.9609 - dice_coef: 0.7669 - precision_m: 0.7120 - recall_m: 0.8453 - f1_m: 0.7669 - iou_m: 0.6241 - val_loss: 0.8116 - val_accuracy: 0.9561 - val_dice_coef: 0.7538 - val_precision_m: 0.6750 - val_recall_m: 0.8671 - val_f1_m: 0.7538 - val_iou_m: 0.6068 - lr: 1.0000e-04 Epoch 18/100 1/53 [..............................] - ETA: 5s - loss: 0.6776 - accuracy: 0.9698 - dice_coef: 0.8445 - precision_m: 0.7888 - recall_m: 0.9086 - f1_m: 0.8445 - iou_m: 0.7308 2/53 [>.............................] - ETA: 3s - loss: 0.7262 - accuracy: 0.9574 - dice_coef: 0.8090 - precision_m: 0.7759 - recall_m: 0.8465 - f1_m: 0.8090 - iou_m: 0.6808 4/53 [=>............................] - ETA: 2s - loss: 0.7901 - accuracy: 0.9555 - dice_coef: 0.7757 - precision_m: 0.7580 - recall_m: 0.7966 - f1_m: 0.7757 - iou_m: 0.6382 6/53 [==>...........................] - ETA: 2s - loss: 0.8124 - accuracy: 0.9478 - dice_coef: 0.7551 - precision_m: 0.7607 - recall_m: 0.7554 - f1_m: 0.7551 - iou_m: 0.6132 8/53 [===>..........................] - ETA: 2s - loss: 0.8039 - accuracy: 0.9500 - dice_coef: 0.7517 - precision_m: 0.7348 - recall_m: 0.7812 - f1_m: 0.7517 - iou_m: 0.6075 10/53 [====>.........................] - ETA: 1s - loss: 0.8004 - accuracy: 0.9552 - dice_coef: 0.7628 - precision_m: 0.7328 - recall_m: 0.8071 - f1_m: 0.7628 - iou_m: 0.6215 12/53 [=====>........................] - ETA: 1s - loss: 0.7911 - accuracy: 0.9551 - dice_coef: 0.7678 - precision_m: 0.7373 - recall_m: 0.8108 - f1_m: 0.7678 - iou_m: 0.6287 14/53 [======>.......................] - ETA: 1s - loss: 0.7938 - accuracy: 0.9537 - dice_coef: 0.7621 - precision_m: 0.7235 - recall_m: 0.8159 - f1_m: 0.7621 - iou_m: 0.6208 16/53 [========>.....................] - ETA: 1s - loss: 0.8000 - accuracy: 0.9542 - dice_coef: 0.7583 - precision_m: 0.7120 - recall_m: 0.8251 - f1_m: 0.7583 - iou_m: 0.6164 18/53 [=========>....................] - ETA: 1s - loss: 0.8037 - accuracy: 0.9517 - dice_coef: 0.7563 - precision_m: 0.7125 - recall_m: 0.8188 - f1_m: 0.7563 - iou_m: 0.6133 20/53 [==========>...................] - ETA: 1s - loss: 0.7995 - accuracy: 0.9537 - dice_coef: 0.7587 - precision_m: 0.7090 - recall_m: 0.8293 - f1_m: 0.7587 - iou_m: 0.6159 22/53 [===========>..................] - ETA: 1s - loss: 0.7941 - accuracy: 0.9551 - dice_coef: 0.7641 - precision_m: 0.7153 - recall_m: 0.8321 - f1_m: 0.7641 - iou_m: 0.6228 24/53 [============>.................] - ETA: 1s - loss: 0.7908 - accuracy: 0.9553 - dice_coef: 0.7662 - precision_m: 0.7210 - recall_m: 0.8298 - f1_m: 0.7662 - iou_m: 0.6253 26/53 [=============>................] - ETA: 1s - loss: 0.7897 - accuracy: 0.9558 - dice_coef: 0.7687 - precision_m: 0.7267 - recall_m: 0.8277 - f1_m: 0.7687 - iou_m: 0.6284 28/53 [==============>...............] - ETA: 1s - loss: 0.7875 - accuracy: 0.9569 - dice_coef: 0.7695 - precision_m: 0.7256 - recall_m: 0.8303 - f1_m: 0.7695 - iou_m: 0.6292 30/53 [===============>..............] - ETA: 0s - loss: 0.7889 - accuracy: 0.9570 - dice_coef: 0.7681 - precision_m: 0.7207 - recall_m: 0.8336 - f1_m: 0.7681 - iou_m: 0.6275 32/53 [=================>............] - ETA: 0s - loss: 0.7889 - accuracy: 0.9573 - dice_coef: 0.7674 - precision_m: 0.7187 - recall_m: 0.8341 - f1_m: 0.7674 - iou_m: 0.6263 34/53 [==================>...........] - ETA: 0s - loss: 0.7837 - accuracy: 0.9579 - dice_coef: 0.7699 - precision_m: 0.7208 - recall_m: 0.8365 - f1_m: 0.7699 - iou_m: 0.6296 36/53 [===================>..........] - ETA: 0s - loss: 0.7857 - accuracy: 0.9575 - dice_coef: 0.7693 - precision_m: 0.7226 - recall_m: 0.8331 - f1_m: 0.7693 - iou_m: 0.6286 38/53 [====================>.........] - ETA: 0s - loss: 0.7867 - accuracy: 0.9581 - dice_coef: 0.7672 - precision_m: 0.7175 - recall_m: 0.8355 - f1_m: 0.7672 - iou_m: 0.6259 40/53 [=====================>........] - ETA: 0s - loss: 0.7849 - accuracy: 0.9586 - dice_coef: 0.7693 - precision_m: 0.7200 - recall_m: 0.8364 - f1_m: 0.7693 - iou_m: 0.6285 42/53 [======================>.......] - ETA: 0s - loss: 0.7834 - accuracy: 0.9592 - dice_coef: 0.7698 - precision_m: 0.7191 - recall_m: 0.8386 - f1_m: 0.7698 - iou_m: 0.6291 44/53 [=======================>......] - ETA: 0s - loss: 0.7857 - accuracy: 0.9597 - dice_coef: 0.7683 - precision_m: 0.7161 - recall_m: 0.8390 - f1_m: 0.7683 - iou_m: 0.6273 46/53 [=========================>....] - ETA: 0s - loss: 0.7856 - accuracy: 0.9594 - dice_coef: 0.7684 - precision_m: 0.7159 - recall_m: 0.8391 - f1_m: 0.7684 - iou_m: 0.6272 48/53 [==========================>...] - ETA: 0s - loss: 0.7835 - accuracy: 0.9602 - dice_coef: 0.7712 - precision_m: 0.7203 - recall_m: 0.8397 - f1_m: 0.7712 - iou_m: 0.6310 49/53 [==========================>...] - ETA: 0s - loss: 0.7829 - accuracy: 0.9606 - dice_coef: 0.7719 - precision_m: 0.7201 - recall_m: 0.8415 - f1_m: 0.7719 - iou_m: 0.6319 51/53 [===========================>..] - ETA: 0s - loss: 0.7841 - accuracy: 0.9614 - dice_coef: 0.7726 - precision_m: 0.7189 - recall_m: 0.8450 - f1_m: 0.7726 - iou_m: 0.6327 53/53 [==============================] - ETA: 0s - loss: 0.7816 - accuracy: 0.9615 - dice_coef: 0.7727 - precision_m: 0.7189 - recall_m: 0.8449 - f1_m: 0.7727 - iou_m: 0.6328 Epoch 18: val_dice_coef did not improve from 0.75894  53/53 [==============================] - 3s 52ms/step - loss: 0.7816 - accuracy: 0.9615 - dice_coef: 0.7727 - precision_m: 0.7189 - recall_m: 0.8449 - f1_m: 0.7727 - iou_m: 0.6328 - val_loss: 0.7906 - val_accuracy: 0.9581 - val_dice_coef: 0.7552 - val_precision_m: 0.7215 - val_recall_m: 0.7969 - val_f1_m: 0.7552 - val_iou_m: 0.6094 - lr: 1.0000e-04 Epoch 19/100 1/53 [..............................] - ETA: 5s - loss: 0.7163 - accuracy: 0.9827 - dice_coef: 0.8687 - precision_m: 0.8587 - recall_m: 0.8789 - f1_m: 0.8687 - iou_m: 0.7679 2/53 [>.............................] - ETA: 2s - loss: 0.7293 - accuracy: 0.9716 - dice_coef: 0.8336 - precision_m: 0.8002 - recall_m: 0.8717 - f1_m: 0.8336 - iou_m: 0.7162 4/53 [=>............................] - ETA: 2s - loss: 0.7587 - accuracy: 0.9723 - dice_coef: 0.7968 - precision_m: 0.7351 - recall_m: 0.8889 - f1_m: 0.7968 - iou_m: 0.6692 6/53 [==>...........................] - ETA: 2s - loss: 0.7668 - accuracy: 0.9628 - dice_coef: 0.7838 - precision_m: 0.7496 - recall_m: 0.8433 - f1_m: 0.7838 - iou_m: 0.6496 7/53 [==>...........................] - ETA: 2s - loss: 0.7746 - accuracy: 0.9608 - dice_coef: 0.7717 - precision_m: 0.7302 - recall_m: 0.8388 - f1_m: 0.7717 - iou_m: 0.6336 8/53 [===>..........................] - ETA: 2s - loss: 0.7789 - accuracy: 0.9602 - dice_coef: 0.7680 - precision_m: 0.7200 - recall_m: 0.8424 - f1_m: 0.7680 - iou_m: 0.6281 9/53 [====>.........................] - ETA: 2s - loss: 0.7701 - accuracy: 0.9599 - dice_coef: 0.7708 - precision_m: 0.7225 - recall_m: 0.8433 - f1_m: 0.7708 - iou_m: 0.6313 10/53 [====>.........................] - ETA: 2s - loss: 0.7744 - accuracy: 0.9562 - dice_coef: 0.7691 - precision_m: 0.7382 - recall_m: 0.8249 - f1_m: 0.7691 - iou_m: 0.6287 11/53 [=====>........................] - ETA: 2s - loss: 0.7678 - accuracy: 0.9575 - dice_coef: 0.7734 - precision_m: 0.7383 - recall_m: 0.8328 - f1_m: 0.7734 - iou_m: 0.6342 12/53 [=====>........................] - ETA: 2s - loss: 0.7682 - accuracy: 0.9596 - dice_coef: 0.7755 - precision_m: 0.7338 - recall_m: 0.8434 - f1_m: 0.7755 - iou_m: 0.6369 14/53 [======>.......................] - ETA: 1s - loss: 0.7600 - accuracy: 0.9592 - dice_coef: 0.7787 - precision_m: 0.7390 - recall_m: 0.8416 - f1_m: 0.7787 - iou_m: 0.6410 16/53 [========>.....................] - ETA: 1s - loss: 0.7568 - accuracy: 0.9617 - dice_coef: 0.7821 - precision_m: 0.7373 - recall_m: 0.8502 - f1_m: 0.7821 - iou_m: 0.6454 18/53 [=========>....................] - ETA: 1s - loss: 0.7675 - accuracy: 0.9589 - dice_coef: 0.7752 - precision_m: 0.7310 - recall_m: 0.8406 - f1_m: 0.7752 - iou_m: 0.6363 20/53 [==========>...................] - ETA: 1s - loss: 0.7675 - accuracy: 0.9610 - dice_coef: 0.7760 - precision_m: 0.7273 - recall_m: 0.8467 - f1_m: 0.7760 - iou_m: 0.6371 22/53 [===========>..................] - ETA: 1s - loss: 0.7670 - accuracy: 0.9602 - dice_coef: 0.7771 - precision_m: 0.7307 - recall_m: 0.8443 - f1_m: 0.7771 - iou_m: 0.6383 23/53 [============>.................] - ETA: 1s - loss: 0.7668 - accuracy: 0.9608 - dice_coef: 0.7766 - precision_m: 0.7283 - recall_m: 0.8461 - f1_m: 0.7766 - iou_m: 0.6376 25/53 [=============>................] - ETA: 1s - loss: 0.7742 - accuracy: 0.9605 - dice_coef: 0.7695 - precision_m: 0.7157 - recall_m: 0.8478 - f1_m: 0.7695 - iou_m: 0.6286 27/53 [==============>...............] - ETA: 1s - loss: 0.7738 - accuracy: 0.9615 - dice_coef: 0.7693 - precision_m: 0.7128 - recall_m: 0.8510 - f1_m: 0.7693 - iou_m: 0.6281 29/53 [===============>..............] - ETA: 1s - loss: 0.7742 - accuracy: 0.9620 - dice_coef: 0.7687 - precision_m: 0.7088 - recall_m: 0.8552 - f1_m: 0.7687 - iou_m: 0.6273 31/53 [================>.............] - ETA: 1s - loss: 0.7700 - accuracy: 0.9621 - dice_coef: 0.7705 - precision_m: 0.7107 - recall_m: 0.8559 - f1_m: 0.7705 - iou_m: 0.6295 33/53 [=================>............] - ETA: 0s - loss: 0.7728 - accuracy: 0.9605 - dice_coef: 0.7682 - precision_m: 0.7105 - recall_m: 0.8502 - f1_m: 0.7682 - iou_m: 0.6265 35/53 [==================>...........] - ETA: 0s - loss: 0.7719 - accuracy: 0.9612 - dice_coef: 0.7689 - precision_m: 0.7103 - recall_m: 0.8514 - f1_m: 0.7689 - iou_m: 0.6274 37/53 [===================>..........] - ETA: 0s - loss: 0.7683 - accuracy: 0.9618 - dice_coef: 0.7704 - precision_m: 0.7104 - recall_m: 0.8544 - f1_m: 0.7704 - iou_m: 0.6293 38/53 [====================>.........] - ETA: 0s - loss: 0.7662 - accuracy: 0.9618 - dice_coef: 0.7709 - precision_m: 0.7119 - recall_m: 0.8532 - f1_m: 0.7709 - iou_m: 0.6299 40/53 [=====================>........] - ETA: 0s - loss: 0.7663 - accuracy: 0.9616 - dice_coef: 0.7684 - precision_m: 0.7094 - recall_m: 0.8504 - f1_m: 0.7684 - iou_m: 0.6273 42/53 [======================>.......] - ETA: 0s - loss: 0.7663 - accuracy: 0.9624 - dice_coef: 0.7698 - precision_m: 0.7096 - recall_m: 0.8531 - f1_m: 0.7698 - iou_m: 0.6290 44/53 [=======================>......] - ETA: 0s - loss: 0.7662 - accuracy: 0.9620 - dice_coef: 0.7698 - precision_m: 0.7115 - recall_m: 0.8502 - f1_m: 0.7698 - iou_m: 0.6288 46/53 [=========================>....] - ETA: 0s - loss: 0.7673 - accuracy: 0.9622 - dice_coef: 0.7699 - precision_m: 0.7110 - recall_m: 0.8509 - f1_m: 0.7699 - iou_m: 0.6289 47/53 [=========================>....] - ETA: 0s - loss: 0.7676 - accuracy: 0.9626 - dice_coef: 0.7698 - precision_m: 0.7102 - recall_m: 0.8518 - f1_m: 0.7698 - iou_m: 0.6288 48/53 [==========================>...] - ETA: 0s - loss: 0.7662 - accuracy: 0.9630 - dice_coef: 0.7712 - precision_m: 0.7117 - recall_m: 0.8526 - f1_m: 0.7712 - iou_m: 0.6306 50/53 [===========================>..] - ETA: 0s - loss: 0.7690 - accuracy: 0.9626 - dice_coef: 0.7709 - precision_m: 0.7154 - recall_m: 0.8479 - f1_m: 0.7709 - iou_m: 0.6302 52/53 [============================>.] - ETA: 0s - loss: 0.7683 - accuracy: 0.9616 - dice_coef: 0.7677 - precision_m: 0.7132 - recall_m: 0.8431 - f1_m: 0.7677 - iou_m: 0.6264 53/53 [==============================] - ETA: 0s - loss: 0.7681 - accuracy: 0.9612 - dice_coef: 0.7678 - precision_m: 0.7139 - recall_m: 0.8424 - f1_m: 0.7678 - iou_m: 0.6266 Epoch 19: val_dice_coef improved from 0.75894 to 0.76275, saving model to checkpoints/best_model.weights.h5  53/53 [==============================] - 4s 76ms/step - loss: 0.7681 - accuracy: 0.9612 - dice_coef: 0.7678 - precision_m: 0.7139 - recall_m: 0.8424 - f1_m: 0.7678 - iou_m: 0.6266 - val_loss: 0.7641 - val_accuracy: 0.9570 - val_dice_coef: 0.7628 - val_precision_m: 0.6863 - val_recall_m: 0.8687 - val_f1_m: 0.7628 - val_iou_m: 0.6186 - lr: 1.0000e-04 Epoch 20/100 1/53 [..............................] - ETA: 6s - loss: 0.8777 - accuracy: 0.9879 - dice_coef: 0.7727 - precision_m: 0.6471 - recall_m: 0.9589 - f1_m: 0.7727 - iou_m: 0.6296 3/53 [>.............................] - ETA: 2s - loss: 0.8263 - accuracy: 0.9598 - dice_coef: 0.7443 - precision_m: 0.6691 - recall_m: 0.8502 - f1_m: 0.7443 - iou_m: 0.5932 4/53 [=>............................] - ETA: 2s - loss: 0.8089 - accuracy: 0.9586 - dice_coef: 0.7405 - precision_m: 0.6555 - recall_m: 0.8617 - f1_m: 0.7405 - iou_m: 0.5883 5/53 [=>............................] - ETA: 2s - loss: 0.7926 - accuracy: 0.9609 - dice_coef: 0.7424 - precision_m: 0.6524 - recall_m: 0.8702 - f1_m: 0.7424 - iou_m: 0.5906 6/53 [==>...........................] - ETA: 2s - loss: 0.7630 - accuracy: 0.9644 - dice_coef: 0.7625 - precision_m: 0.6755 - recall_m: 0.8836 - f1_m: 0.7625 - iou_m: 0.6187 8/53 [===>..........................] - ETA: 2s - loss: 0.7603 - accuracy: 0.9617 - dice_coef: 0.7654 - precision_m: 0.6846 - recall_m: 0.8758 - f1_m: 0.7654 - iou_m: 0.6220 9/53 [====>.........................] - ETA: 2s - loss: 0.7559 - accuracy: 0.9646 - dice_coef: 0.7752 - precision_m: 0.6938 - recall_m: 0.8854 - f1_m: 0.7752 - iou_m: 0.6357 10/53 [====>.........................] - ETA: 2s - loss: 0.7477 - accuracy: 0.9624 - dice_coef: 0.7778 - precision_m: 0.7093 - recall_m: 0.8727 - f1_m: 0.7778 - iou_m: 0.6389 12/53 [=====>........................] - ETA: 2s - loss: 0.7356 - accuracy: 0.9645 - dice_coef: 0.7862 - precision_m: 0.7210 - recall_m: 0.8747 - f1_m: 0.7862 - iou_m: 0.6504 13/53 [======>.......................] - ETA: 1s - loss: 0.7347 - accuracy: 0.9630 - dice_coef: 0.7819 - precision_m: 0.7188 - recall_m: 0.8667 - f1_m: 0.7819 - iou_m: 0.6445 14/53 [======>.......................] - ETA: 1s - loss: 0.7396 - accuracy: 0.9634 - dice_coef: 0.7761 - precision_m: 0.7103 - recall_m: 0.8650 - f1_m: 0.7761 - iou_m: 0.6370 15/53 [=======>......................] - ETA: 1s - loss: 0.7409 - accuracy: 0.9647 - dice_coef: 0.7780 - precision_m: 0.7107 - recall_m: 0.8683 - f1_m: 0.7780 - iou_m: 0.6394 16/53 [========>.....................] - ETA: 1s - loss: 0.7466 - accuracy: 0.9634 - dice_coef: 0.7741 - precision_m: 0.7077 - recall_m: 0.8627 - f1_m: 0.7741 - iou_m: 0.6342 18/53 [=========>....................] - ETA: 1s - loss: 0.7617 - accuracy: 0.9597 - dice_coef: 0.7621 - precision_m: 0.6998 - recall_m: 0.8451 - f1_m: 0.7621 - iou_m: 0.6205 20/53 [==========>...................] - ETA: 1s - loss: 0.7611 - accuracy: 0.9616 - dice_coef: 0.7665 - precision_m: 0.7081 - recall_m: 0.8438 - f1_m: 0.7665 - iou_m: 0.6261 21/53 [==========>...................] - ETA: 1s - loss: 0.7595 - accuracy: 0.9615 - dice_coef: 0.7675 - precision_m: 0.7091 - recall_m: 0.8444 - f1_m: 0.7675 - iou_m: 0.6271 22/53 [===========>..................] - ETA: 1s - loss: 0.7607 - accuracy: 0.9621 - dice_coef: 0.7709 - precision_m: 0.7140 - recall_m: 0.8454 - f1_m: 0.7709 - iou_m: 0.6316 23/53 [============>.................] - ETA: 1s - loss: 0.7635 - accuracy: 0.9613 - dice_coef: 0.7671 - precision_m: 0.7082 - recall_m: 0.8449 - f1_m: 0.7671 - iou_m: 0.6268 25/53 [=============>................] - ETA: 1s - loss: 0.7589 - accuracy: 0.9627 - dice_coef: 0.7710 - precision_m: 0.7115 - recall_m: 0.8488 - f1_m: 0.7710 - iou_m: 0.6317 27/53 [==============>...............] - ETA: 1s - loss: 0.7549 - accuracy: 0.9618 - dice_coef: 0.7693 - precision_m: 0.7109 - recall_m: 0.8453 - f1_m: 0.7693 - iou_m: 0.6294 29/53 [===============>..............] - ETA: 1s - loss: 0.7522 - accuracy: 0.9623 - dice_coef: 0.7709 - precision_m: 0.7105 - recall_m: 0.8494 - f1_m: 0.7709 - iou_m: 0.6313 31/53 [================>.............] - ETA: 1s - loss: 0.7514 - accuracy: 0.9628 - dice_coef: 0.7724 - precision_m: 0.7108 - recall_m: 0.8522 - f1_m: 0.7724 - iou_m: 0.6331 33/53 [=================>............] - ETA: 0s - loss: 0.7539 - accuracy: 0.9617 - dice_coef: 0.7683 - precision_m: 0.7052 - recall_m: 0.8511 - f1_m: 0.7683 - iou_m: 0.6277 35/53 [==================>...........] - ETA: 0s - loss: 0.7512 - accuracy: 0.9615 - dice_coef: 0.7692 - precision_m: 0.7109 - recall_m: 0.8462 - f1_m: 0.7692 - iou_m: 0.6287 37/53 [===================>..........] - ETA: 0s - loss: 0.7504 - accuracy: 0.9610 - dice_coef: 0.7695 - precision_m: 0.7126 - recall_m: 0.8442 - f1_m: 0.7695 - iou_m: 0.6289 39/53 [=====================>........] - ETA: 0s - loss: 0.7503 - accuracy: 0.9606 - dice_coef: 0.7685 - precision_m: 0.7116 - recall_m: 0.8430 - f1_m: 0.7685 - iou_m: 0.6276 41/53 [======================>.......] - ETA: 0s - loss: 0.7470 - accuracy: 0.9615 - dice_coef: 0.7717 - precision_m: 0.7135 - recall_m: 0.8477 - f1_m: 0.7717 - iou_m: 0.6319 43/53 [=======================>......] - ETA: 0s - loss: 0.7425 - accuracy: 0.9622 - dice_coef: 0.7748 - precision_m: 0.7162 - recall_m: 0.8509 - f1_m: 0.7748 - iou_m: 0.6360 45/53 [========================>.....] - ETA: 0s - loss: 0.7418 - accuracy: 0.9622 - dice_coef: 0.7751 - precision_m: 0.7150 - recall_m: 0.8531 - f1_m: 0.7751 - iou_m: 0.6363 47/53 [=========================>....] - ETA: 0s - loss: 0.7444 - accuracy: 0.9618 - dice_coef: 0.7741 - precision_m: 0.7161 - recall_m: 0.8493 - f1_m: 0.7741 - iou_m: 0.6349 49/53 [==========================>...] - ETA: 0s - loss: 0.7471 - accuracy: 0.9611 - dice_coef: 0.7726 - precision_m: 0.7204 - recall_m: 0.8419 - f1_m: 0.7726 - iou_m: 0.6328 51/53 [===========================>..] - ETA: 0s - loss: 0.7477 - accuracy: 0.9614 - dice_coef: 0.7728 - precision_m: 0.7204 - recall_m: 0.8420 - f1_m: 0.7728 - iou_m: 0.6330 53/53 [==============================] - ETA: 0s - loss: 0.7445 - accuracy: 0.9616 - dice_coef: 0.7743 - precision_m: 0.7213 - recall_m: 0.8442 - f1_m: 0.7743 - iou_m: 0.6350 Epoch 20: val_dice_coef improved from 0.76275 to 0.76990, saving model to checkpoints/best_model.weights.h5  53/53 [==============================] - 4s 70ms/step - loss: 0.7445 - accuracy: 0.9616 - dice_coef: 0.7743 - precision_m: 0.7213 - recall_m: 0.8442 - f1_m: 0.7743 - iou_m: 0.6350 - val_loss: 0.7306 - val_accuracy: 0.9600 - val_dice_coef: 0.7699 - val_precision_m: 0.7197 - val_recall_m: 0.8322 - val_f1_m: 0.7699 - val_iou_m: 0.6272 - lr: 1.0000e-04 Epoch 21/100 1/53 [..............................] - ETA: 6s - loss: 0.8206 - accuracy: 0.9473 - dice_coef: 0.7406 - precision_m: 0.7459 - recall_m: 0.7355 - f1_m: 0.7406 - iou_m: 0.5881 3/53 [>.............................] - ETA: 2s - loss: 0.7673 - accuracy: 0.9594 - dice_coef: 0.7631 - precision_m: 0.7134 - recall_m: 0.8364 - f1_m: 0.7631 - iou_m: 0.6185 5/53 [=>............................] - ETA: 2s - loss: 0.7473 - accuracy: 0.9669 - dice_coef: 0.7773 - precision_m: 0.7123 - recall_m: 0.8665 - f1_m: 0.7773 - iou_m: 0.6375 7/53 [==>...........................] - ETA: 2s - loss: 0.7853 - accuracy: 0.9552 - dice_coef: 0.7589 - precision_m: 0.7101 - recall_m: 0.8295 - f1_m: 0.7589 - iou_m: 0.6162 9/53 [====>.........................] - ETA: 1s - loss: 0.7887 - accuracy: 0.9520 - dice_coef: 0.7504 - precision_m: 0.7012 - recall_m: 0.8185 - f1_m: 0.7504 - iou_m: 0.6063 11/53 [=====>........................] - ETA: 1s - loss: 0.7667 - accuracy: 0.9550 - dice_coef: 0.7578 - precision_m: 0.7011 - recall_m: 0.8354 - f1_m: 0.7578 - iou_m: 0.6151 13/53 [======>.......................] - ETA: 1s - loss: 0.7636 - accuracy: 0.9540 - dice_coef: 0.7543 - precision_m: 0.6955 - recall_m: 0.8332 - f1_m: 0.7543 - iou_m: 0.6099 15/53 [=======>......................] - ETA: 1s - loss: 0.7588 - accuracy: 0.9551 - dice_coef: 0.7533 - precision_m: 0.6903 - recall_m: 0.8393 - f1_m: 0.7533 - iou_m: 0.6084 17/53 [========>.....................] - ETA: 1s - loss: 0.7606 - accuracy: 0.9537 - dice_coef: 0.7522 - precision_m: 0.6913 - recall_m: 0.8342 - f1_m: 0.7522 - iou_m: 0.6066 18/53 [=========>....................] - ETA: 1s - loss: 0.7555 - accuracy: 0.9545 - dice_coef: 0.7549 - precision_m: 0.6922 - recall_m: 0.8390 - f1_m: 0.7549 - iou_m: 0.6099 20/53 [==========>...................] - ETA: 1s - loss: 0.7488 - accuracy: 0.9561 - dice_coef: 0.7577 - precision_m: 0.6935 - recall_m: 0.8430 - f1_m: 0.7577 - iou_m: 0.6133 22/53 [===========>..................] - ETA: 1s - loss: 0.7513 - accuracy: 0.9562 - dice_coef: 0.7593 - precision_m: 0.6998 - recall_m: 0.8387 - f1_m: 0.7593 - iou_m: 0.6155 24/53 [============>.................] - ETA: 1s - loss: 0.7506 - accuracy: 0.9574 - dice_coef: 0.7598 - precision_m: 0.6992 - recall_m: 0.8404 - f1_m: 0.7598 - iou_m: 0.6160 26/53 [=============>................] - ETA: 1s - loss: 0.7387 - accuracy: 0.9587 - dice_coef: 0.7664 - precision_m: 0.7106 - recall_m: 0.8405 - f1_m: 0.7664 - iou_m: 0.6249 28/53 [==============>...............] - ETA: 0s - loss: 0.7463 - accuracy: 0.9564 - dice_coef: 0.7622 - precision_m: 0.7110 - recall_m: 0.8319 - f1_m: 0.7622 - iou_m: 0.6195 30/53 [===============>..............] - ETA: 0s - loss: 0.7441 - accuracy: 0.9578 - dice_coef: 0.7628 - precision_m: 0.7074 - recall_m: 0.8389 - f1_m: 0.7628 - iou_m: 0.6202 32/53 [=================>............] - ETA: 0s - loss: 0.7432 - accuracy: 0.9586 - dice_coef: 0.7652 - precision_m: 0.7078 - recall_m: 0.8436 - f1_m: 0.7652 - iou_m: 0.6231 34/53 [==================>...........] - ETA: 0s - loss: 0.7424 - accuracy: 0.9583 - dice_coef: 0.7635 - precision_m: 0.7050 - recall_m: 0.8432 - f1_m: 0.7635 - iou_m: 0.6209 36/53 [===================>..........] - ETA: 0s - loss: 0.7444 - accuracy: 0.9589 - dice_coef: 0.7638 - precision_m: 0.7034 - recall_m: 0.8460 - f1_m: 0.7638 - iou_m: 0.6211 38/53 [====================>.........] - ETA: 0s - loss: 0.7401 - accuracy: 0.9590 - dice_coef: 0.7649 - precision_m: 0.7051 - recall_m: 0.8461 - f1_m: 0.7649 - iou_m: 0.6225 40/53 [=====================>........] - ETA: 0s - loss: 0.7395 - accuracy: 0.9598 - dice_coef: 0.7668 - precision_m: 0.7067 - recall_m: 0.8479 - f1_m: 0.7668 - iou_m: 0.6249 42/53 [======================>.......] - ETA: 0s - loss: 0.7397 - accuracy: 0.9610 - dice_coef: 0.7695 - precision_m: 0.7092 - recall_m: 0.8505 - f1_m: 0.7695 - iou_m: 0.6286 44/53 [=======================>......] - ETA: 0s - loss: 0.7430 - accuracy: 0.9602 - dice_coef: 0.7644 - precision_m: 0.7067 - recall_m: 0.8425 - f1_m: 0.7644 - iou_m: 0.6234 46/53 [=========================>....] - ETA: 0s - loss: 0.7407 - accuracy: 0.9605 - dice_coef: 0.7654 - precision_m: 0.7066 - recall_m: 0.8446 - f1_m: 0.7654 - iou_m: 0.6246 48/53 [==========================>...] - ETA: 0s - loss: 0.7400 - accuracy: 0.9606 - dice_coef: 0.7664 - precision_m: 0.7092 - recall_m: 0.8433 - f1_m: 0.7664 - iou_m: 0.6258 50/53 [===========================>..] - ETA: 0s - loss: 0.7380 - accuracy: 0.9609 - dice_coef: 0.7671 - precision_m: 0.7089 - recall_m: 0.8451 - f1_m: 0.7671 - iou_m: 0.6266 52/53 [============================>.] - ETA: 0s - loss: 0.7377 - accuracy: 0.9603 - dice_coef: 0.7685 - precision_m: 0.7145 - recall_m: 0.8418 - f1_m: 0.7685 - iou_m: 0.6283 Epoch 21: val_dice_coef did not improve from 0.76990  53/53 [==============================] - 3s 50ms/step - loss: 0.7356 - accuracy: 0.9604 - dice_coef: 0.7694 - precision_m: 0.7152 - recall_m: 0.8427 - f1_m: 0.7694 - iou_m: 0.6295 - val_loss: 0.7264 - val_accuracy: 0.9551 - val_dice_coef: 0.7577 - val_precision_m: 0.6765 - val_recall_m: 0.8729 - val_f1_m: 0.7577 - val_iou_m: 0.6117 - lr: 1.0000e-04 Epoch 22/100 1/53 [..............................] - ETA: 6s - loss: 0.6153 - accuracy: 0.9608 - dice_coef: 0.8289 - precision_m: 0.8049 - recall_m: 0.8543 - f1_m: 0.8289 - iou_m: 0.7078 2/53 [>.............................] - ETA: 3s - loss: 0.6614 - accuracy: 0.9675 - dice_coef: 0.8009 - precision_m: 0.7350 - recall_m: 0.8886 - f1_m: 0.8009 - iou_m: 0.6689 3/53 [>.............................] - ETA: 3s - loss: 0.6769 - accuracy: 0.9615 - dice_coef: 0.7892 - precision_m: 0.7758 - recall_m: 0.8229 - f1_m: 0.7892 - iou_m: 0.6527 5/53 [=>............................] - ETA: 2s - loss: 0.6842 - accuracy: 0.9582 - dice_coef: 0.7798 - precision_m: 0.7499 - recall_m: 0.8257 - f1_m: 0.7798 - iou_m: 0.6399 6/53 [==>...........................] - ETA: 2s - loss: 0.6716 - accuracy: 0.9609 - dice_coef: 0.7906 - precision_m: 0.7557 - recall_m: 0.8406 - f1_m: 0.7906 - iou_m: 0.6551 8/53 [===>..........................] - ETA: 2s - loss: 0.6745 - accuracy: 0.9663 - dice_coef: 0.7958 - precision_m: 0.7473 - recall_m: 0.8626 - f1_m: 0.7958 - iou_m: 0.6622 10/53 [====>.........................] - ETA: 2s - loss: 0.6744 - accuracy: 0.9678 - dice_coef: 0.7967 - precision_m: 0.7423 - recall_m: 0.8695 - f1_m: 0.7967 - iou_m: 0.6636 12/53 [=====>........................] - ETA: 1s - loss: 0.6803 - accuracy: 0.9655 - dice_coef: 0.7874 - precision_m: 0.7296 - recall_m: 0.8641 - f1_m: 0.7874 - iou_m: 0.6515 14/53 [======>.......................] - ETA: 1s - loss: 0.6907 - accuracy: 0.9647 - dice_coef: 0.7848 - precision_m: 0.7320 - recall_m: 0.8539 - f1_m: 0.7848 - iou_m: 0.6483 16/53 [========>.....................] - ETA: 1s - loss: 0.6960 - accuracy: 0.9647 - dice_coef: 0.7861 - precision_m: 0.7319 - recall_m: 0.8568 - f1_m: 0.7861 - iou_m: 0.6499 18/53 [=========>....................] - ETA: 1s - loss: 0.6982 - accuracy: 0.9628 - dice_coef: 0.7820 - precision_m: 0.7304 - recall_m: 0.8490 - f1_m: 0.7820 - iou_m: 0.6445 20/53 [==========>...................] - ETA: 1s - loss: 0.7060 - accuracy: 0.9628 - dice_coef: 0.7783 - precision_m: 0.7228 - recall_m: 0.8508 - f1_m: 0.7783 - iou_m: 0.6396 22/53 [===========>..................] - ETA: 1s - loss: 0.7043 - accuracy: 0.9636 - dice_coef: 0.7793 - precision_m: 0.7239 - recall_m: 0.8512 - f1_m: 0.7793 - iou_m: 0.6408 24/53 [============>.................] - ETA: 1s - loss: 0.7042 - accuracy: 0.9626 - dice_coef: 0.7776 - precision_m: 0.7210 - recall_m: 0.8516 - f1_m: 0.7776 - iou_m: 0.6383 26/53 [=============>................] - ETA: 1s - loss: 0.7035 - accuracy: 0.9627 - dice_coef: 0.7776 - precision_m: 0.7212 - recall_m: 0.8518 - f1_m: 0.7776 - iou_m: 0.6383 28/53 [==============>...............] - ETA: 1s - loss: 0.6975 - accuracy: 0.9634 - dice_coef: 0.7794 - precision_m: 0.7222 - recall_m: 0.8545 - f1_m: 0.7794 - iou_m: 0.6406 29/53 [===============>..............] - ETA: 1s - loss: 0.6990 - accuracy: 0.9637 - dice_coef: 0.7780 - precision_m: 0.7186 - recall_m: 0.8567 - f1_m: 0.7780 - iou_m: 0.6387 31/53 [================>.............] - ETA: 0s - loss: 0.6971 - accuracy: 0.9641 - dice_coef: 0.7783 - precision_m: 0.7189 - recall_m: 0.8565 - f1_m: 0.7783 - iou_m: 0.6390 32/53 [=================>............] - ETA: 0s - loss: 0.6962 - accuracy: 0.9647 - dice_coef: 0.7807 - precision_m: 0.7215 - recall_m: 0.8584 - f1_m: 0.7807 - iou_m: 0.6424 33/53 [=================>............] - ETA: 0s - loss: 0.6935 - accuracy: 0.9647 - dice_coef: 0.7825 - precision_m: 0.7259 - recall_m: 0.8571 - f1_m: 0.7825 - iou_m: 0.6449 35/53 [==================>...........] - ETA: 0s - loss: 0.6991 - accuracy: 0.9638 - dice_coef: 0.7801 - precision_m: 0.7261 - recall_m: 0.8516 - f1_m: 0.7801 - iou_m: 0.6417 37/53 [===================>..........] - ETA: 0s - loss: 0.7008 - accuracy: 0.9647 - dice_coef: 0.7795 - precision_m: 0.7228 - recall_m: 0.8553 - f1_m: 0.7795 - iou_m: 0.6408 39/53 [=====================>........] - ETA: 0s - loss: 0.7004 - accuracy: 0.9650 - dice_coef: 0.7806 - precision_m: 0.7234 - recall_m: 0.8574 - f1_m: 0.7806 - iou_m: 0.6423 40/53 [=====================>........] - ETA: 0s - loss: 0.7045 - accuracy: 0.9641 - dice_coef: 0.7787 - precision_m: 0.7220 - recall_m: 0.8547 - f1_m: 0.7787 - iou_m: 0.6399 41/53 [======================>.......] - ETA: 0s - loss: 0.7064 - accuracy: 0.9645 - dice_coef: 0.7790 - precision_m: 0.7211 - recall_m: 0.8567 - f1_m: 0.7790 - iou_m: 0.6402 43/53 [=======================>......] - ETA: 0s - loss: 0.7019 - accuracy: 0.9652 - dice_coef: 0.7822 - precision_m: 0.7255 - recall_m: 0.8577 - f1_m: 0.7822 - iou_m: 0.6446 45/53 [========================>.....] - ETA: 0s - loss: 0.7057 - accuracy: 0.9637 - dice_coef: 0.7819 - precision_m: 0.7315 - recall_m: 0.8517 - f1_m: 0.7819 - iou_m: 0.6443 47/53 [=========================>....] - ETA: 0s - loss: 0.7038 - accuracy: 0.9643 - dice_coef: 0.7834 - precision_m: 0.7321 - recall_m: 0.8539 - f1_m: 0.7834 - iou_m: 0.6462 49/53 [==========================>...] - ETA: 0s - loss: 0.7032 - accuracy: 0.9644 - dice_coef: 0.7833 - precision_m: 0.7314 - recall_m: 0.8541 - f1_m: 0.7833 - iou_m: 0.6460 51/53 [===========================>..] - ETA: 0s - loss: 0.7050 - accuracy: 0.9634 - dice_coef: 0.7819 - precision_m: 0.7304 - recall_m: 0.8523 - f1_m: 0.7819 - iou_m: 0.6441 53/53 [==============================] - ETA: 0s - loss: 0.7040 - accuracy: 0.9632 - dice_coef: 0.7818 - precision_m: 0.7295 - recall_m: 0.8531 - f1_m: 0.7818 - iou_m: 0.6439 Epoch 22: val_dice_coef did not improve from 0.76990  53/53 [==============================] - 3s 55ms/step - loss: 0.7040 - accuracy: 0.9632 - dice_coef: 0.7818 - precision_m: 0.7295 - recall_m: 0.8531 - f1_m: 0.7818 - iou_m: 0.6439 - val_loss: 0.6914 - val_accuracy: 0.9593 - val_dice_coef: 0.7692 - val_precision_m: 0.7018 - val_recall_m: 0.8567 - val_f1_m: 0.7692 - val_iou_m: 0.6264 - lr: 1.0000e-04 Epoch 23/100 1/53 [..............................] - ETA: 5s - loss: 0.7168 - accuracy: 0.9668 - dice_coef: 0.7744 - precision_m: 0.6778 - recall_m: 0.9030 - f1_m: 0.7744 - iou_m: 0.6318 3/53 [>.............................] - ETA: 2s - loss: 0.7467 - accuracy: 0.9654 - dice_coef: 0.7612 - precision_m: 0.6544 - recall_m: 0.9116 - f1_m: 0.7612 - iou_m: 0.6151 5/53 [=>............................] - ETA: 1s - loss: 0.7169 - accuracy: 0.9681 - dice_coef: 0.7737 - precision_m: 0.6778 - recall_m: 0.9040 - f1_m: 0.7737 - iou_m: 0.6316 7/53 [==>...........................] - ETA: 1s - loss: 0.7175 - accuracy: 0.9713 - dice_coef: 0.7714 - precision_m: 0.6704 - recall_m: 0.9113 - f1_m: 0.7714 - iou_m: 0.6288 8/53 [===>..........................] - ETA: 1s - loss: 0.7057 - accuracy: 0.9720 - dice_coef: 0.7796 - precision_m: 0.6888 - recall_m: 0.9045 - f1_m: 0.7796 - iou_m: 0.6401 9/53 [====>.........................] - ETA: 1s - loss: 0.7110 - accuracy: 0.9683 - dice_coef: 0.7732 - precision_m: 0.6897 - recall_m: 0.8873 - f1_m: 0.7732 - iou_m: 0.6319 11/53 [=====>........................] - ETA: 1s - loss: 0.7035 - accuracy: 0.9698 - dice_coef: 0.7772 - precision_m: 0.6961 - recall_m: 0.8860 - f1_m: 0.7772 - iou_m: 0.6371 12/53 [=====>........................] - ETA: 1s - loss: 0.7015 - accuracy: 0.9694 - dice_coef: 0.7785 - precision_m: 0.7025 - recall_m: 0.8801 - f1_m: 0.7785 - iou_m: 0.6388 14/53 [======>.......................] - ETA: 1s - loss: 0.6935 - accuracy: 0.9705 - dice_coef: 0.7827 - precision_m: 0.7088 - recall_m: 0.8804 - f1_m: 0.7827 - iou_m: 0.6443 15/53 [=======>......................] - ETA: 1s - loss: 0.6911 - accuracy: 0.9698 - dice_coef: 0.7835 - precision_m: 0.7164 - recall_m: 0.8729 - f1_m: 0.7835 - iou_m: 0.6454 17/53 [========>.....................] - ETA: 1s - loss: 0.6937 - accuracy: 0.9698 - dice_coef: 0.7828 - precision_m: 0.7187 - recall_m: 0.8672 - f1_m: 0.7828 - iou_m: 0.6447 19/53 [=========>....................] - ETA: 1s - loss: 0.6904 - accuracy: 0.9694 - dice_coef: 0.7817 - precision_m: 0.7187 - recall_m: 0.8640 - f1_m: 0.7817 - iou_m: 0.6433 21/53 [==========>...................] - ETA: 1s - loss: 0.6844 - accuracy: 0.9689 - dice_coef: 0.7841 - precision_m: 0.7237 - recall_m: 0.8626 - f1_m: 0.7841 - iou_m: 0.6465 22/53 [===========>..................] - ETA: 1s - loss: 0.6832 - accuracy: 0.9695 - dice_coef: 0.7863 - precision_m: 0.7256 - recall_m: 0.8650 - f1_m: 0.7863 - iou_m: 0.6495 23/53 [============>.................] - ETA: 1s - loss: 0.6826 - accuracy: 0.9695 - dice_coef: 0.7877 - precision_m: 0.7311 - recall_m: 0.8615 - f1_m: 0.7877 - iou_m: 0.6513 25/53 [=============>................] - ETA: 1s - loss: 0.6824 - accuracy: 0.9693 - dice_coef: 0.7887 - precision_m: 0.7318 - recall_m: 0.8624 - f1_m: 0.7887 - iou_m: 0.6527 26/53 [=============>................] - ETA: 1s - loss: 0.6823 - accuracy: 0.9691 - dice_coef: 0.7876 - precision_m: 0.7301 - recall_m: 0.8619 - f1_m: 0.7876 - iou_m: 0.6512 28/53 [==============>...............] - ETA: 1s - loss: 0.6820 - accuracy: 0.9685 - dice_coef: 0.7859 - precision_m: 0.7273 - recall_m: 0.8617 - f1_m: 0.7859 - iou_m: 0.6490 30/53 [===============>..............] - ETA: 1s - loss: 0.6898 - accuracy: 0.9660 - dice_coef: 0.7802 - precision_m: 0.7255 - recall_m: 0.8516 - f1_m: 0.7802 - iou_m: 0.6418 32/53 [=================>............] - ETA: 0s - loss: 0.6887 - accuracy: 0.9659 - dice_coef: 0.7823 - precision_m: 0.7293 - recall_m: 0.8514 - f1_m: 0.7823 - iou_m: 0.6445 34/53 [==================>...........] - ETA: 0s - loss: 0.6863 - accuracy: 0.9660 - dice_coef: 0.7830 - precision_m: 0.7282 - recall_m: 0.8543 - f1_m: 0.7830 - iou_m: 0.6454 36/53 [===================>..........] - ETA: 0s - loss: 0.6880 - accuracy: 0.9646 - dice_coef: 0.7822 - precision_m: 0.7289 - recall_m: 0.8513 - f1_m: 0.7822 - iou_m: 0.6446 38/53 [====================>.........] - ETA: 0s - loss: 0.6865 - accuracy: 0.9648 - dice_coef: 0.7841 - precision_m: 0.7314 - recall_m: 0.8522 - f1_m: 0.7841 - iou_m: 0.6473 40/53 [=====================>........] - ETA: 0s - loss: 0.6835 - accuracy: 0.9647 - dice_coef: 0.7849 - precision_m: 0.7323 - recall_m: 0.8526 - f1_m: 0.7849 - iou_m: 0.6484 42/53 [======================>.......] - ETA: 0s - loss: 0.6844 - accuracy: 0.9639 - dice_coef: 0.7837 - precision_m: 0.7341 - recall_m: 0.8483 - f1_m: 0.7837 - iou_m: 0.6468 44/53 [=======================>......] - ETA: 0s - loss: 0.6826 - accuracy: 0.9639 - dice_coef: 0.7846 - precision_m: 0.7357 - recall_m: 0.8479 - f1_m: 0.7846 - iou_m: 0.6478 45/53 [========================>.....] - ETA: 0s - loss: 0.6830 - accuracy: 0.9638 - dice_coef: 0.7832 - precision_m: 0.7330 - recall_m: 0.8484 - f1_m: 0.7832 - iou_m: 0.6460 47/53 [=========================>....] - ETA: 0s - loss: 0.6815 - accuracy: 0.9631 - dice_coef: 0.7824 - precision_m: 0.7348 - recall_m: 0.8448 - f1_m: 0.7824 - iou_m: 0.6450 49/53 [==========================>...] - ETA: 0s - loss: 0.6857 - accuracy: 0.9635 - dice_coef: 0.7805 - precision_m: 0.7309 - recall_m: 0.8458 - f1_m: 0.7805 - iou_m: 0.6424 51/53 [===========================>..] - ETA: 0s - loss: 0.6846 - accuracy: 0.9630 - dice_coef: 0.7808 - precision_m: 0.7313 - recall_m: 0.8456 - f1_m: 0.7808 - iou_m: 0.6426 53/53 [==============================] - ETA: 0s - loss: 0.6842 - accuracy: 0.9630 - dice_coef: 0.7817 - precision_m: 0.7314 - recall_m: 0.8474 - f1_m: 0.7817 - iou_m: 0.6439 Epoch 23: val_dice_coef improved from 0.76990 to 0.77002, saving model to checkpoints/best_model.weights.h5  53/53 [==============================] - 4s 72ms/step - loss: 0.6842 - accuracy: 0.9630 - dice_coef: 0.7817 - precision_m: 0.7314 - recall_m: 0.8474 - f1_m: 0.7817 - iou_m: 0.6439 - val_loss: 0.6757 - val_accuracy: 0.9589 - val_dice_coef: 0.7700 - val_precision_m: 0.6885 - val_recall_m: 0.8800 - val_f1_m: 0.7700 - val_iou_m: 0.6279 - lr: 1.0000e-04 Epoch 24/100 1/53 [..............................] - ETA: 7s - loss: 0.7004 - accuracy: 0.9571 - dice_coef: 0.7419 - precision_m: 0.6259 - recall_m: 0.9106 - f1_m: 0.7419 - iou_m: 0.5897 2/53 [>.............................] - ETA: 3s - loss: 0.6369 - accuracy: 0.9671 - dice_coef: 0.7862 - precision_m: 0.6935 - recall_m: 0.9123 - f1_m: 0.7862 - iou_m: 0.6499 4/53 [=>............................] - ETA: 2s - loss: 0.6919 - accuracy: 0.9664 - dice_coef: 0.7787 - precision_m: 0.6980 - recall_m: 0.8859 - f1_m: 0.7787 - iou_m: 0.6421 6/53 [==>...........................] - ETA: 2s - loss: 0.6722 - accuracy: 0.9687 - dice_coef: 0.7808 - precision_m: 0.6999 - recall_m: 0.8881 - f1_m: 0.7808 - iou_m: 0.6443 7/53 [==>...........................] - ETA: 2s - loss: 0.6909 - accuracy: 0.9652 - dice_coef: 0.7710 - precision_m: 0.6958 - recall_m: 0.8696 - f1_m: 0.7710 - iou_m: 0.6313 9/53 [====>.........................] - ETA: 2s - loss: 0.6774 - accuracy: 0.9686 - dice_coef: 0.7817 - precision_m: 0.7093 - recall_m: 0.8751 - f1_m: 0.7817 - iou_m: 0.6453 11/53 [=====>........................] - ETA: 2s - loss: 0.6650 - accuracy: 0.9703 - dice_coef: 0.7914 - precision_m: 0.7270 - recall_m: 0.8735 - f1_m: 0.7914 - iou_m: 0.6588 13/53 [======>.......................] - ETA: 1s - loss: 0.6553 - accuracy: 0.9717 - dice_coef: 0.7966 - precision_m: 0.7345 - recall_m: 0.8748 - f1_m: 0.7966 - iou_m: 0.6656 15/53 [=======>......................] - ETA: 1s - loss: 0.6557 - accuracy: 0.9714 - dice_coef: 0.7944 - precision_m: 0.7313 - recall_m: 0.8737 - f1_m: 0.7944 - iou_m: 0.6622 17/53 [========>.....................] - ETA: 1s - loss: 0.6551 - accuracy: 0.9695 - dice_coef: 0.7926 - precision_m: 0.7377 - recall_m: 0.8616 - f1_m: 0.7926 - iou_m: 0.6595 19/53 [=========>....................] - ETA: 1s - loss: 0.6524 - accuracy: 0.9700 - dice_coef: 0.7951 - precision_m: 0.7385 - recall_m: 0.8661 - f1_m: 0.7951 - iou_m: 0.6627 21/53 [==========>...................] - ETA: 1s - loss: 0.6512 - accuracy: 0.9702 - dice_coef: 0.7962 - precision_m: 0.7395 - recall_m: 0.8674 - f1_m: 0.7962 - iou_m: 0.6640 23/53 [============>.................] - ETA: 1s - loss: 0.6555 - accuracy: 0.9706 - dice_coef: 0.7950 - precision_m: 0.7369 - recall_m: 0.8681 - f1_m: 0.7950 - iou_m: 0.6621 25/53 [=============>................] - ETA: 1s - loss: 0.6627 - accuracy: 0.9690 - dice_coef: 0.7931 - precision_m: 0.7389 - recall_m: 0.8614 - f1_m: 0.7931 - iou_m: 0.6594 26/53 [=============>................] - ETA: 1s - loss: 0.6614 - accuracy: 0.9685 - dice_coef: 0.7930 - precision_m: 0.7461 - recall_m: 0.8548 - f1_m: 0.7930 - iou_m: 0.6592 28/53 [==============>...............] - ETA: 1s - loss: 0.6719 - accuracy: 0.9652 - dice_coef: 0.7886 - precision_m: 0.7496 - recall_m: 0.8426 - f1_m: 0.7886 - iou_m: 0.6533 30/53 [===============>..............] - ETA: 0s - loss: 0.6717 - accuracy: 0.9645 - dice_coef: 0.7882 - precision_m: 0.7517 - recall_m: 0.8400 - f1_m: 0.7882 - iou_m: 0.6527 32/53 [=================>............] - ETA: 0s - loss: 0.6723 - accuracy: 0.9634 - dice_coef: 0.7856 - precision_m: 0.7453 - recall_m: 0.8425 - f1_m: 0.7856 - iou_m: 0.6492 34/53 [==================>...........] - ETA: 0s - loss: 0.6768 - accuracy: 0.9644 - dice_coef: 0.7846 - precision_m: 0.7392 - recall_m: 0.8497 - f1_m: 0.7846 - iou_m: 0.6478 36/53 [===================>..........] - ETA: 0s - loss: 0.6765 - accuracy: 0.9636 - dice_coef: 0.7839 - precision_m: 0.7348 - recall_m: 0.8544 - f1_m: 0.7839 - iou_m: 0.6468 38/53 [====================>.........] - ETA: 0s - loss: 0.6758 - accuracy: 0.9634 - dice_coef: 0.7831 - precision_m: 0.7315 - recall_m: 0.8566 - f1_m: 0.7831 - iou_m: 0.6457 40/53 [=====================>........] - ETA: 0s - loss: 0.6729 - accuracy: 0.9632 - dice_coef: 0.7839 - precision_m: 0.7332 - recall_m: 0.8565 - f1_m: 0.7839 - iou_m: 0.6467 42/53 [======================>.......] - ETA: 0s - loss: 0.6715 - accuracy: 0.9641 - dice_coef: 0.7861 - precision_m: 0.7344 - recall_m: 0.8594 - f1_m: 0.7861 - iou_m: 0.6498 44/53 [=======================>......] - ETA: 0s - loss: 0.6719 - accuracy: 0.9630 - dice_coef: 0.7844 - precision_m: 0.7345 - recall_m: 0.8549 - f1_m: 0.7844 - iou_m: 0.6474 46/53 [=========================>....] - ETA: 0s - loss: 0.6715 - accuracy: 0.9630 - dice_coef: 0.7853 - precision_m: 0.7361 - recall_m: 0.8543 - f1_m: 0.7853 - iou_m: 0.6486 48/53 [==========================>...] - ETA: 0s - loss: 0.6720 - accuracy: 0.9627 - dice_coef: 0.7845 - precision_m: 0.7368 - recall_m: 0.8516 - f1_m: 0.7845 - iou_m: 0.6476 50/53 [===========================>..] - ETA: 0s - loss: 0.6720 - accuracy: 0.9632 - dice_coef: 0.7855 - precision_m: 0.7390 - recall_m: 0.8506 - f1_m: 0.7855 - iou_m: 0.6488 51/53 [===========================>..] - ETA: 0s - loss: 0.6714 - accuracy: 0.9633 - dice_coef: 0.7853 - precision_m: 0.7388 - recall_m: 0.8502 - f1_m: 0.7853 - iou_m: 0.6486 53/53 [==============================] - ETA: 0s - loss: 0.6675 - accuracy: 0.9635 - dice_coef: 0.7862 - precision_m: 0.7402 - recall_m: 0.8498 - f1_m: 0.7862 - iou_m: 0.6497 Epoch 24: val_dice_coef did not improve from 0.77002  53/53 [==============================] - 3s 55ms/step - loss: 0.6675 - accuracy: 0.9635 - dice_coef: 0.7862 - precision_m: 0.7402 - recall_m: 0.8498 - f1_m: 0.7862 - iou_m: 0.6497 - val_loss: 0.6734 - val_accuracy: 0.9585 - val_dice_coef: 0.7662 - val_precision_m: 0.7199 - val_recall_m: 0.8262 - val_f1_m: 0.7662 - val_iou_m: 0.6230 - lr: 1.0000e-04 Epoch 25/100 1/53 [..............................] - ETA: 5s - loss: 0.6013 - accuracy: 0.9530 - dice_coef: 0.7748 - precision_m: 0.7524 - recall_m: 0.7986 - f1_m: 0.7748 - iou_m: 0.6324 3/53 [>.............................] - ETA: 2s - loss: 0.6433 - accuracy: 0.9489 - dice_coef: 0.7660 - precision_m: 0.7512 - recall_m: 0.7828 - f1_m: 0.7660 - iou_m: 0.6221 5/53 [=>............................] - ETA: 1s - loss: 0.6525 - accuracy: 0.9622 - dice_coef: 0.7810 - precision_m: 0.7376 - recall_m: 0.8355 - f1_m: 0.7810 - iou_m: 0.6419 7/53 [==>...........................] - ETA: 1s - loss: 0.6647 - accuracy: 0.9614 - dice_coef: 0.7721 - precision_m: 0.7222 - recall_m: 0.8357 - f1_m: 0.7721 - iou_m: 0.6299 9/53 [====>.........................] - ETA: 1s - loss: 0.6758 - accuracy: 0.9605 - dice_coef: 0.7725 - precision_m: 0.7285 - recall_m: 0.8287 - f1_m: 0.7725 - iou_m: 0.6302 11/53 [=====>........................] - ETA: 1s - loss: 0.6837 - accuracy: 0.9605 - dice_coef: 0.7668 - precision_m: 0.7259 - recall_m: 0.8223 - f1_m: 0.7668 - iou_m: 0.6230 12/53 [=====>........................] - ETA: 1s - loss: 0.6724 - accuracy: 0.9617 - dice_coef: 0.7728 - precision_m: 0.7291 - recall_m: 0.8310 - f1_m: 0.7728 - iou_m: 0.6312 14/53 [======>.......................] - ETA: 1s - loss: 0.6562 - accuracy: 0.9642 - dice_coef: 0.7860 - precision_m: 0.7411 - recall_m: 0.8445 - f1_m: 0.7860 - iou_m: 0.6499 15/53 [=======>......................] - ETA: 1s - loss: 0.6557 - accuracy: 0.9627 - dice_coef: 0.7847 - precision_m: 0.7418 - recall_m: 0.8403 - f1_m: 0.7847 - iou_m: 0.6480 17/53 [========>.....................] - ETA: 1s - loss: 0.6580 - accuracy: 0.9627 - dice_coef: 0.7870 - precision_m: 0.7423 - recall_m: 0.8444 - f1_m: 0.7870 - iou_m: 0.6511 19/53 [=========>....................] - ETA: 1s - loss: 0.6515 - accuracy: 0.9640 - dice_coef: 0.7878 - precision_m: 0.7399 - recall_m: 0.8490 - f1_m: 0.7878 - iou_m: 0.6520 21/53 [==========>...................] - ETA: 1s - loss: 0.6472 - accuracy: 0.9642 - dice_coef: 0.7895 - precision_m: 0.7426 - recall_m: 0.8488 - f1_m: 0.7895 - iou_m: 0.6541 23/53 [============>.................] - ETA: 1s - loss: 0.6464 - accuracy: 0.9636 - dice_coef: 0.7874 - precision_m: 0.7414 - recall_m: 0.8450 - f1_m: 0.7874 - iou_m: 0.6511 25/53 [=============>................] - ETA: 1s - loss: 0.6449 - accuracy: 0.9633 - dice_coef: 0.7879 - precision_m: 0.7444 - recall_m: 0.8427 - f1_m: 0.7879 - iou_m: 0.6517 27/53 [==============>...............] - ETA: 1s - loss: 0.6420 - accuracy: 0.9638 - dice_coef: 0.7914 - precision_m: 0.7471 - recall_m: 0.8468 - f1_m: 0.7914 - iou_m: 0.6566 28/53 [==============>...............] - ETA: 1s - loss: 0.6407 - accuracy: 0.9642 - dice_coef: 0.7927 - precision_m: 0.7481 - recall_m: 0.8484 - f1_m: 0.7927 - iou_m: 0.6584 30/53 [===============>..............] - ETA: 0s - loss: 0.6392 - accuracy: 0.9653 - dice_coef: 0.7946 - precision_m: 0.7503 - recall_m: 0.8496 - f1_m: 0.7946 - iou_m: 0.6610 32/53 [=================>............] - ETA: 0s - loss: 0.6357 - accuracy: 0.9654 - dice_coef: 0.7969 - precision_m: 0.7542 - recall_m: 0.8496 - f1_m: 0.7969 - iou_m: 0.6641 34/53 [==================>...........] - ETA: 0s - loss: 0.6347 - accuracy: 0.9661 - dice_coef: 0.7987 - precision_m: 0.7563 - recall_m: 0.8512 - f1_m: 0.7987 - iou_m: 0.6666 36/53 [===================>..........] - ETA: 0s - loss: 0.6337 - accuracy: 0.9666 - dice_coef: 0.8002 - precision_m: 0.7588 - recall_m: 0.8513 - f1_m: 0.8002 - iou_m: 0.6686 38/53 [====================>.........] - ETA: 0s - loss: 0.6364 - accuracy: 0.9667 - dice_coef: 0.7994 - precision_m: 0.7577 - recall_m: 0.8515 - f1_m: 0.7994 - iou_m: 0.6675 40/53 [=====================>........] - ETA: 0s - loss: 0.6371 - accuracy: 0.9665 - dice_coef: 0.7983 - precision_m: 0.7538 - recall_m: 0.8543 - f1_m: 0.7983 - iou_m: 0.6659 42/53 [======================>.......] - ETA: 0s - loss: 0.6379 - accuracy: 0.9664 - dice_coef: 0.7968 - precision_m: 0.7503 - recall_m: 0.8557 - f1_m: 0.7968 - iou_m: 0.6638 44/53 [=======================>......] - ETA: 0s - loss: 0.6419 - accuracy: 0.9656 - dice_coef: 0.7943 - precision_m: 0.7477 - recall_m: 0.8532 - f1_m: 0.7943 - iou_m: 0.6605 45/53 [========================>.....] - ETA: 0s - loss: 0.6444 - accuracy: 0.9657 - dice_coef: 0.7924 - precision_m: 0.7438 - recall_m: 0.8545 - f1_m: 0.7924 - iou_m: 0.6579 47/53 [=========================>....] - ETA: 0s - loss: 0.6449 - accuracy: 0.9651 - dice_coef: 0.7915 - precision_m: 0.7452 - recall_m: 0.8515 - f1_m: 0.7915 - iou_m: 0.6568 49/53 [==========================>...] - ETA: 0s - loss: 0.6457 - accuracy: 0.9654 - dice_coef: 0.7897 - precision_m: 0.7421 - recall_m: 0.8513 - f1_m: 0.7897 - iou_m: 0.6546 51/53 [===========================>..] - ETA: 0s - loss: 0.6489 - accuracy: 0.9646 - dice_coef: 0.7882 - precision_m: 0.7413 - recall_m: 0.8488 - f1_m: 0.7882 - iou_m: 0.6526 52/53 [============================>.] - ETA: 0s - loss: 0.6519 - accuracy: 0.9637 - dice_coef: 0.7868 - precision_m: 0.7395 - recall_m: 0.8476 - f1_m: 0.7868 - iou_m: 0.6507 Epoch 25: val_dice_coef did not improve from 0.77002  53/53 [==============================] - 3s 53ms/step - loss: 0.6513 - accuracy: 0.9641 - dice_coef: 0.7872 - precision_m: 0.7392 - recall_m: 0.8489 - f1_m: 0.7872 - iou_m: 0.6513 - val_loss: 0.6617 - val_accuracy: 0.9595 - val_dice_coef: 0.7647 - val_precision_m: 0.7235 - val_recall_m: 0.8180 - val_f1_m: 0.7647 - val_iou_m: 0.6209 - lr: 1.0000e-04 Epoch 26/100 1/53 [..............................] - ETA: 5s - loss: 0.6232 - accuracy: 0.9652 - dice_coef: 0.7603 - precision_m: 0.6899 - recall_m: 0.8466 - f1_m: 0.7603 - iou_m: 0.6133 2/53 [>.............................] - ETA: 3s - loss: 0.5617 - accuracy: 0.9746 - dice_coef: 0.8255 - precision_m: 0.7913 - recall_m: 0.8677 - f1_m: 0.8255 - iou_m: 0.7082 4/53 [=>............................] - ETA: 2s - loss: 0.6033 - accuracy: 0.9699 - dice_coef: 0.8011 - precision_m: 0.7517 - recall_m: 0.8618 - f1_m: 0.8011 - iou_m: 0.6721 6/53 [==>...........................] - ETA: 2s - loss: 0.6197 - accuracy: 0.9667 - dice_coef: 0.8001 - precision_m: 0.7812 - recall_m: 0.8315 - f1_m: 0.8001 - iou_m: 0.6709 8/53 [===>..........................] - ETA: 1s - loss: 0.6127 - accuracy: 0.9688 - dice_coef: 0.8069 - precision_m: 0.7803 - recall_m: 0.8448 - f1_m: 0.8069 - iou_m: 0.6797 10/53 [====>.........................] - ETA: 1s - loss: 0.6229 - accuracy: 0.9686 - dice_coef: 0.8001 - precision_m: 0.7659 - recall_m: 0.8470 - f1_m: 0.8001 - iou_m: 0.6714 12/53 [=====>........................] - ETA: 1s - loss: 0.6270 - accuracy: 0.9688 - dice_coef: 0.7944 - precision_m: 0.7530 - recall_m: 0.8498 - f1_m: 0.7944 - iou_m: 0.6630 14/53 [======>.......................] - ETA: 1s - loss: 0.6190 - accuracy: 0.9703 - dice_coef: 0.8004 - precision_m: 0.7577 - recall_m: 0.8567 - f1_m: 0.8004 - iou_m: 0.6711 16/53 [========>.....................] - ETA: 1s - loss: 0.6309 - accuracy: 0.9699 - dice_coef: 0.7918 - precision_m: 0.7466 - recall_m: 0.8504 - f1_m: 0.7918 - iou_m: 0.6599 18/53 [=========>....................] - ETA: 1s - loss: 0.6253 - accuracy: 0.9705 - dice_coef: 0.7964 - precision_m: 0.7506 - recall_m: 0.8557 - f1_m: 0.7964 - iou_m: 0.6663 20/53 [==========>...................] - ETA: 1s - loss: 0.6254 - accuracy: 0.9706 - dice_coef: 0.7977 - precision_m: 0.7501 - recall_m: 0.8586 - f1_m: 0.7977 - iou_m: 0.6676 22/53 [===========>..................] - ETA: 1s - loss: 0.6321 - accuracy: 0.9683 - dice_coef: 0.7923 - precision_m: 0.7437 - recall_m: 0.8541 - f1_m: 0.7923 - iou_m: 0.6602 24/53 [============>.................] - ETA: 1s - loss: 0.6292 - accuracy: 0.9679 - dice_coef: 0.7922 - precision_m: 0.7416 - recall_m: 0.8577 - f1_m: 0.7922 - iou_m: 0.6601 26/53 [=============>................] - ETA: 1s - loss: 0.6316 - accuracy: 0.9676 - dice_coef: 0.7909 - precision_m: 0.7401 - recall_m: 0.8564 - f1_m: 0.7909 - iou_m: 0.6581 28/53 [==============>...............] - ETA: 0s - loss: 0.6393 - accuracy: 0.9653 - dice_coef: 0.7884 - precision_m: 0.7404 - recall_m: 0.8511 - f1_m: 0.7884 - iou_m: 0.6546 30/53 [===============>..............] - ETA: 0s - loss: 0.6427 - accuracy: 0.9660 - dice_coef: 0.7880 - precision_m: 0.7378 - recall_m: 0.8536 - f1_m: 0.7880 - iou_m: 0.6540 31/53 [================>.............] - ETA: 0s - loss: 0.6405 - accuracy: 0.9659 - dice_coef: 0.7893 - precision_m: 0.7437 - recall_m: 0.8503 - f1_m: 0.7893 - iou_m: 0.6557 33/53 [=================>............] - ETA: 0s - loss: 0.6422 - accuracy: 0.9646 - dice_coef: 0.7874 - precision_m: 0.7429 - recall_m: 0.8465 - f1_m: 0.7874 - iou_m: 0.6532 35/53 [==================>...........] - ETA: 0s - loss: 0.6404 - accuracy: 0.9647 - dice_coef: 0.7861 - precision_m: 0.7411 - recall_m: 0.8453 - f1_m: 0.7861 - iou_m: 0.6513 37/53 [===================>..........] - ETA: 0s - loss: 0.6421 - accuracy: 0.9647 - dice_coef: 0.7859 - precision_m: 0.7450 - recall_m: 0.8410 - f1_m: 0.7859 - iou_m: 0.6509 39/53 [=====================>........] - ETA: 0s - loss: 0.6412 - accuracy: 0.9648 - dice_coef: 0.7869 - precision_m: 0.7455 - recall_m: 0.8421 - f1_m: 0.7869 - iou_m: 0.6521 41/53 [======================>.......] - ETA: 0s - loss: 0.6391 - accuracy: 0.9652 - dice_coef: 0.7878 - precision_m: 0.7452 - recall_m: 0.8442 - f1_m: 0.7878 - iou_m: 0.6532 43/53 [=======================>......] - ETA: 0s - loss: 0.6399 - accuracy: 0.9654 - dice_coef: 0.7885 - precision_m: 0.7444 - recall_m: 0.8466 - f1_m: 0.7885 - iou_m: 0.6540 45/53 [========================>.....] - ETA: 0s - loss: 0.6384 - accuracy: 0.9652 - dice_coef: 0.7885 - precision_m: 0.7454 - recall_m: 0.8455 - f1_m: 0.7885 - iou_m: 0.6540 47/53 [=========================>....] - ETA: 0s - loss: 0.6385 - accuracy: 0.9646 - dice_coef: 0.7873 - precision_m: 0.7461 - recall_m: 0.8421 - f1_m: 0.7873 - iou_m: 0.6523 49/53 [==========================>...] - ETA: 0s - loss: 0.6355 - accuracy: 0.9649 - dice_coef: 0.7882 - precision_m: 0.7454 - recall_m: 0.8448 - f1_m: 0.7882 - iou_m: 0.6534 51/53 [===========================>..] - ETA: 0s - loss: 0.6334 - accuracy: 0.9652 - dice_coef: 0.7892 - precision_m: 0.7461 - recall_m: 0.8460 - f1_m: 0.7892 - iou_m: 0.6547 53/53 [==============================] - ETA: 0s - loss: 0.6303 - accuracy: 0.9650 - dice_coef: 0.7910 - precision_m: 0.7489 - recall_m: 0.8462 - f1_m: 0.7910 - iou_m: 0.6571 Epoch 26: val_dice_coef did not improve from 0.77002  53/53 [==============================] - 3s 53ms/step - loss: 0.6303 - accuracy: 0.9650 - dice_coef: 0.7910 - precision_m: 0.7489 - recall_m: 0.8462 - f1_m: 0.7910 - iou_m: 0.6571 - val_loss: 0.6519 - val_accuracy: 0.9574 - val_dice_coef: 0.7676 - val_precision_m: 0.7103 - val_recall_m: 0.8422 - val_f1_m: 0.7676 - val_iou_m: 0.6246 - lr: 1.0000e-04 Epoch 27/100 1/53 [..............................] - ETA: 5s - loss: 0.5293 - accuracy: 0.9742 - dice_coef: 0.8288 - precision_m: 0.7629 - recall_m: 0.9072 - f1_m: 0.8288 - iou_m: 0.7076 3/53 [>.............................] - ETA: 2s - loss: 0.5642 - accuracy: 0.9778 - dice_coef: 0.8150 - precision_m: 0.7347 - recall_m: 0.9167 - f1_m: 0.8150 - iou_m: 0.6881 5/53 [=>............................] - ETA: 2s - loss: 0.5874 - accuracy: 0.9663 - dice_coef: 0.8000 - precision_m: 0.7502 - recall_m: 0.8663 - f1_m: 0.8000 - iou_m: 0.6672 7/53 [==>...........................] - ETA: 1s - loss: 0.6081 - accuracy: 0.9684 - dice_coef: 0.7960 - precision_m: 0.7432 - recall_m: 0.8639 - f1_m: 0.7960 - iou_m: 0.6620 9/53 [====>.........................] - ETA: 1s - loss: 0.6234 - accuracy: 0.9686 - dice_coef: 0.7858 - precision_m: 0.7227 - recall_m: 0.8688 - f1_m: 0.7858 - iou_m: 0.6490 11/53 [=====>........................] - ETA: 1s - loss: 0.6165 - accuracy: 0.9694 - dice_coef: 0.7900 - precision_m: 0.7270 - recall_m: 0.8721 - f1_m: 0.7900 - iou_m: 0.6545 13/53 [======>.......................] - ETA: 1s - loss: 0.6070 - accuracy: 0.9698 - dice_coef: 0.7931 - precision_m: 0.7334 - recall_m: 0.8708 - f1_m: 0.7931 - iou_m: 0.6585 15/53 [=======>......................] - ETA: 1s - loss: 0.6052 - accuracy: 0.9668 - dice_coef: 0.7935 - precision_m: 0.7407 - recall_m: 0.8619 - f1_m: 0.7935 - iou_m: 0.6589 17/53 [========>.....................] - ETA: 1s - loss: 0.5962 - accuracy: 0.9679 - dice_coef: 0.7970 - precision_m: 0.7447 - recall_m: 0.8640 - f1_m: 0.7970 - iou_m: 0.6636 19/53 [=========>....................] - ETA: 1s - loss: 0.5973 - accuracy: 0.9675 - dice_coef: 0.8003 - precision_m: 0.7549 - recall_m: 0.8591 - f1_m: 0.8003 - iou_m: 0.6683 21/53 [==========>...................] - ETA: 1s - loss: 0.5931 - accuracy: 0.9672 - dice_coef: 0.7994 - precision_m: 0.7527 - recall_m: 0.8592 - f1_m: 0.7994 - iou_m: 0.6670 23/53 [============>.................] - ETA: 1s - loss: 0.5922 - accuracy: 0.9672 - dice_coef: 0.8019 - precision_m: 0.7552 - recall_m: 0.8609 - f1_m: 0.8019 - iou_m: 0.6705 25/53 [=============>................] - ETA: 1s - loss: 0.6033 - accuracy: 0.9646 - dice_coef: 0.7977 - precision_m: 0.7585 - recall_m: 0.8516 - f1_m: 0.7977 - iou_m: 0.6651 26/53 [=============>................] - ETA: 1s - loss: 0.6038 - accuracy: 0.9653 - dice_coef: 0.7980 - precision_m: 0.7565 - recall_m: 0.8548 - f1_m: 0.7980 - iou_m: 0.6655 28/53 [==============>...............] - ETA: 0s - loss: 0.6071 - accuracy: 0.9647 - dice_coef: 0.7943 - precision_m: 0.7488 - recall_m: 0.8567 - f1_m: 0.7943 - iou_m: 0.6605 30/53 [===============>..............] - ETA: 0s - loss: 0.6120 - accuracy: 0.9635 - dice_coef: 0.7914 - precision_m: 0.7437 - recall_m: 0.8562 - f1_m: 0.7914 - iou_m: 0.6565 32/53 [=================>............] - ETA: 0s - loss: 0.6110 - accuracy: 0.9640 - dice_coef: 0.7928 - precision_m: 0.7448 - recall_m: 0.8574 - f1_m: 0.7928 - iou_m: 0.6585 34/53 [==================>...........] - ETA: 0s - loss: 0.6132 - accuracy: 0.9628 - dice_coef: 0.7897 - precision_m: 0.7422 - recall_m: 0.8542 - f1_m: 0.7897 - iou_m: 0.6549 36/53 [===================>..........] - ETA: 0s - loss: 0.6101 - accuracy: 0.9628 - dice_coef: 0.7909 - precision_m: 0.7443 - recall_m: 0.8536 - f1_m: 0.7909 - iou_m: 0.6564 38/53 [====================>.........] - ETA: 0s - loss: 0.6159 - accuracy: 0.9638 - dice_coef: 0.7900 - precision_m: 0.7420 - recall_m: 0.8542 - f1_m: 0.7900 - iou_m: 0.6552 40/53 [=====================>........] - ETA: 0s - loss: 0.6145 - accuracy: 0.9646 - dice_coef: 0.7905 - precision_m: 0.7410 - recall_m: 0.8565 - f1_m: 0.7905 - iou_m: 0.6559 42/53 [======================>.......] - ETA: 0s - loss: 0.6172 - accuracy: 0.9653 - dice_coef: 0.7900 - precision_m: 0.7392 - recall_m: 0.8577 - f1_m: 0.7900 - iou_m: 0.6552 44/53 [=======================>......] - ETA: 0s - loss: 0.6282 - accuracy: 0.9626 - dice_coef: 0.7833 - precision_m: 0.7434 - recall_m: 0.8428 - f1_m: 0.7833 - iou_m: 0.6470 46/53 [=========================>....] - ETA: 0s - loss: 0.6271 - accuracy: 0.9631 - dice_coef: 0.7842 - precision_m: 0.7441 - recall_m: 0.8434 - f1_m: 0.7842 - iou_m: 0.6481 48/53 [==========================>...] - ETA: 0s - loss: 0.6271 - accuracy: 0.9631 - dice_coef: 0.7846 - precision_m: 0.7441 - recall_m: 0.8440 - f1_m: 0.7846 - iou_m: 0.6486 50/53 [===========================>..] - ETA: 0s - loss: 0.6255 - accuracy: 0.9635 - dice_coef: 0.7851 - precision_m: 0.7435 - recall_m: 0.8455 - f1_m: 0.7851 - iou_m: 0.6491 52/53 [============================>.] - ETA: 0s - loss: 0.6256 - accuracy: 0.9635 - dice_coef: 0.7843 - precision_m: 0.7416 - recall_m: 0.8456 - f1_m: 0.7843 - iou_m: 0.6479 Epoch 27: val_dice_coef did not improve from 0.77002  53/53 [==============================] - 3s 53ms/step - loss: 0.6256 - accuracy: 0.9635 - dice_coef: 0.7847 - precision_m: 0.7419 - recall_m: 0.8458 - f1_m: 0.7847 - iou_m: 0.6484 - val_loss: 0.6291 - val_accuracy: 0.9597 - val_dice_coef: 0.7454 - val_precision_m: 0.7807 - val_recall_m: 0.7167 - val_f1_m: 0.7454 - val_iou_m: 0.5958 - lr: 1.0000e-04 Epoch 28/100 1/53 [..............................] - ETA: 5s - loss: 0.6557 - accuracy: 0.9657 - dice_coef: 0.7858 - precision_m: 0.6907 - recall_m: 0.9111 - f1_m: 0.7858 - iou_m: 0.6471 2/53 [>.............................] - ETA: 3s - loss: 0.6765 - accuracy: 0.9452 - dice_coef: 0.7836 - precision_m: 0.7692 - recall_m: 0.8179 - f1_m: 0.7836 - iou_m: 0.6442 4/53 [=>............................] - ETA: 2s - loss: 0.6538 - accuracy: 0.9452 - dice_coef: 0.7727 - precision_m: 0.7612 - recall_m: 0.7947 - f1_m: 0.7727 - iou_m: 0.6298 6/53 [==>...........................] - ETA: 2s - loss: 0.6345 - accuracy: 0.9552 - dice_coef: 0.7846 - precision_m: 0.7624 - recall_m: 0.8161 - f1_m: 0.7846 - iou_m: 0.6461 8/53 [===>..........................] - ETA: 2s - loss: 0.6405 - accuracy: 0.9597 - dice_coef: 0.7838 - precision_m: 0.7531 - recall_m: 0.8245 - f1_m: 0.7838 - iou_m: 0.6449 10/53 [====>.........................] - ETA: 1s - loss: 0.6239 - accuracy: 0.9628 - dice_coef: 0.7886 - precision_m: 0.7522 - recall_m: 0.8353 - f1_m: 0.7886 - iou_m: 0.6516 12/53 [=====>........................] - ETA: 1s - loss: 0.6266 - accuracy: 0.9629 - dice_coef: 0.7831 - precision_m: 0.7499 - recall_m: 0.8290 - f1_m: 0.7831 - iou_m: 0.6442 14/53 [======>.......................] - ETA: 1s - loss: 0.6197 - accuracy: 0.9635 - dice_coef: 0.7891 - precision_m: 0.7568 - recall_m: 0.8328 - f1_m: 0.7891 - iou_m: 0.6528 16/53 [========>.....................] - ETA: 1s - loss: 0.6255 - accuracy: 0.9627 - dice_coef: 0.7837 - precision_m: 0.7570 - recall_m: 0.8223 - f1_m: 0.7837 - iou_m: 0.6462 18/53 [=========>....................] - ETA: 1s - loss: 0.6166 - accuracy: 0.9628 - dice_coef: 0.7858 - precision_m: 0.7562 - recall_m: 0.8271 - f1_m: 0.7858 - iou_m: 0.6490 20/53 [==========>...................] - ETA: 1s - loss: 0.6237 - accuracy: 0.9599 - dice_coef: 0.7779 - precision_m: 0.7450 - recall_m: 0.8230 - f1_m: 0.7779 - iou_m: 0.6388 22/53 [===========>..................] - ETA: 1s - loss: 0.6205 - accuracy: 0.9595 - dice_coef: 0.7822 - precision_m: 0.7475 - recall_m: 0.8289 - f1_m: 0.7822 - iou_m: 0.6448 24/53 [============>.................] - ETA: 1s - loss: 0.6161 - accuracy: 0.9607 - dice_coef: 0.7837 - precision_m: 0.7435 - recall_m: 0.8376 - f1_m: 0.7837 - iou_m: 0.6466 26/53 [=============>................] - ETA: 1s - loss: 0.6159 - accuracy: 0.9615 - dice_coef: 0.7834 - precision_m: 0.7378 - recall_m: 0.8452 - f1_m: 0.7834 - iou_m: 0.6461 28/53 [==============>...............] - ETA: 1s - loss: 0.6241 - accuracy: 0.9604 - dice_coef: 0.7781 - precision_m: 0.7294 - recall_m: 0.8456 - f1_m: 0.7781 - iou_m: 0.6392 30/53 [===============>..............] - ETA: 0s - loss: 0.6211 - accuracy: 0.9612 - dice_coef: 0.7807 - precision_m: 0.7363 - recall_m: 0.8427 - f1_m: 0.7807 - iou_m: 0.6427 32/53 [=================>............] - ETA: 0s - loss: 0.6167 - accuracy: 0.9618 - dice_coef: 0.7825 - precision_m: 0.7371 - recall_m: 0.8452 - f1_m: 0.7825 - iou_m: 0.6451 34/53 [==================>...........] - ETA: 0s - loss: 0.6136 - accuracy: 0.9624 - dice_coef: 0.7850 - precision_m: 0.7424 - recall_m: 0.8439 - f1_m: 0.7850 - iou_m: 0.6484 36/53 [===================>..........] - ETA: 0s - loss: 0.6131 - accuracy: 0.9632 - dice_coef: 0.7859 - precision_m: 0.7433 - recall_m: 0.8443 - f1_m: 0.7859 - iou_m: 0.6496 38/53 [====================>.........] - ETA: 0s - loss: 0.6161 - accuracy: 0.9620 - dice_coef: 0.7814 - precision_m: 0.7396 - recall_m: 0.8391 - f1_m: 0.7814 - iou_m: 0.6450 39/53 [=====================>........] - ETA: 0s - loss: 0.6165 - accuracy: 0.9616 - dice_coef: 0.7820 - precision_m: 0.7419 - recall_m: 0.8377 - f1_m: 0.7820 - iou_m: 0.6457 40/53 [=====================>........] - ETA: 0s - loss: 0.6169 - accuracy: 0.9618 - dice_coef: 0.7818 - precision_m: 0.7405 - recall_m: 0.8388 - f1_m: 0.7818 - iou_m: 0.6453 42/53 [======================>.......] - ETA: 0s - loss: 0.6142 - accuracy: 0.9626 - dice_coef: 0.7846 - precision_m: 0.7441 - recall_m: 0.8404 - f1_m: 0.7846 - iou_m: 0.6492 44/53 [=======================>......] - ETA: 0s - loss: 0.6148 - accuracy: 0.9630 - dice_coef: 0.7842 - precision_m: 0.7440 - recall_m: 0.8396 - f1_m: 0.7842 - iou_m: 0.6485 46/53 [=========================>....] - ETA: 0s - loss: 0.6148 - accuracy: 0.9630 - dice_coef: 0.7826 - precision_m: 0.7401 - recall_m: 0.8410 - f1_m: 0.7826 - iou_m: 0.6462 48/53 [==========================>...] - ETA: 0s - loss: 0.6139 - accuracy: 0.9635 - dice_coef: 0.7833 - precision_m: 0.7405 - recall_m: 0.8420 - f1_m: 0.7833 - iou_m: 0.6474 50/53 [===========================>..] - ETA: 0s - loss: 0.6130 - accuracy: 0.9636 - dice_coef: 0.7827 - precision_m: 0.7383 - recall_m: 0.8429 - f1_m: 0.7827 - iou_m: 0.6464 52/53 [============================>.] - ETA: 0s - loss: 0.6120 - accuracy: 0.9638 - dice_coef: 0.7838 - precision_m: 0.7404 - recall_m: 0.8427 - f1_m: 0.7838 - iou_m: 0.6478 Epoch 28: val_dice_coef did not improve from 0.77002  53/53 [==============================] - 3s 52ms/step - loss: 0.6097 - accuracy: 0.9641 - dice_coef: 0.7855 - precision_m: 0.7426 - recall_m: 0.8436 - f1_m: 0.7855 - iou_m: 0.6502 - val_loss: 0.6120 - val_accuracy: 0.9588 - val_dice_coef: 0.7694 - val_precision_m: 0.7136 - val_recall_m: 0.8409 - val_f1_m: 0.7694 - val_iou_m: 0.6276 - lr: 1.0000e-04 Epoch 29/100 1/53 [..............................] - ETA: 6s - loss: 0.6598 - accuracy: 0.9476 - dice_coef: 0.7045 - precision_m: 0.7059 - recall_m: 0.7031 - f1_m: 0.7045 - iou_m: 0.5438 3/53 [>.............................] - ETA: 2s - loss: 0.6233 - accuracy: 0.9538 - dice_coef: 0.7477 - precision_m: 0.7353 - recall_m: 0.7625 - f1_m: 0.7477 - iou_m: 0.5979 5/53 [=>............................] - ETA: 2s - loss: 0.5991 - accuracy: 0.9560 - dice_coef: 0.7802 - precision_m: 0.7818 - recall_m: 0.7831 - f1_m: 0.7802 - iou_m: 0.6419 7/53 [==>...........................] - ETA: 2s - loss: 0.5821 - accuracy: 0.9626 - dice_coef: 0.7955 - precision_m: 0.7776 - recall_m: 0.8209 - f1_m: 0.7955 - iou_m: 0.6628 9/53 [====>.........................] - ETA: 1s - loss: 0.5761 - accuracy: 0.9630 - dice_coef: 0.8032 - precision_m: 0.7896 - recall_m: 0.8227 - f1_m: 0.8032 - iou_m: 0.6732 11/53 [=====>........................] - ETA: 1s - loss: 0.5842 - accuracy: 0.9623 - dice_coef: 0.7925 - precision_m: 0.7629 - recall_m: 0.8340 - f1_m: 0.7925 - iou_m: 0.6586 13/53 [======>.......................] - ETA: 1s - loss: 0.5791 - accuracy: 0.9663 - dice_coef: 0.8031 - precision_m: 0.7679 - recall_m: 0.8506 - f1_m: 0.8031 - iou_m: 0.6737 15/53 [=======>......................] - ETA: 1s - loss: 0.5830 - accuracy: 0.9688 - dice_coef: 0.8027 - precision_m: 0.7591 - recall_m: 0.8615 - f1_m: 0.8027 - iou_m: 0.6729 17/53 [========>.....................] - ETA: 1s - loss: 0.5899 - accuracy: 0.9682 - dice_coef: 0.7966 - precision_m: 0.7512 - recall_m: 0.8565 - f1_m: 0.7966 - iou_m: 0.6645 19/53 [=========>....................] - ETA: 1s - loss: 0.5933 - accuracy: 0.9663 - dice_coef: 0.7936 - precision_m: 0.7459 - recall_m: 0.8562 - f1_m: 0.7936 - iou_m: 0.6608 21/53 [==========>...................] - ETA: 1s - loss: 0.5947 - accuracy: 0.9672 - dice_coef: 0.7922 - precision_m: 0.7430 - recall_m: 0.8562 - f1_m: 0.7922 - iou_m: 0.6585 23/53 [============>.................] - ETA: 1s - loss: 0.5946 - accuracy: 0.9669 - dice_coef: 0.7916 - precision_m: 0.7440 - recall_m: 0.8530 - f1_m: 0.7916 - iou_m: 0.6576 25/53 [=============>................] - ETA: 1s - loss: 0.5933 - accuracy: 0.9666 - dice_coef: 0.7917 - precision_m: 0.7436 - recall_m: 0.8535 - f1_m: 0.7917 - iou_m: 0.6577 27/53 [==============>...............] - ETA: 1s - loss: 0.5896 - accuracy: 0.9673 - dice_coef: 0.7946 - precision_m: 0.7473 - recall_m: 0.8547 - f1_m: 0.7946 - iou_m: 0.6616 29/53 [===============>..............] - ETA: 1s - loss: 0.5943 - accuracy: 0.9652 - dice_coef: 0.7919 - precision_m: 0.7494 - recall_m: 0.8468 - f1_m: 0.7919 - iou_m: 0.6579 31/53 [================>.............] - ETA: 0s - loss: 0.5918 - accuracy: 0.9665 - dice_coef: 0.7936 - precision_m: 0.7486 - recall_m: 0.8518 - f1_m: 0.7936 - iou_m: 0.6602 32/53 [=================>............] - ETA: 0s - loss: 0.5893 - accuracy: 0.9665 - dice_coef: 0.7940 - precision_m: 0.7503 - recall_m: 0.8503 - f1_m: 0.7940 - iou_m: 0.6606 33/53 [=================>............] - ETA: 0s - loss: 0.5872 - accuracy: 0.9670 - dice_coef: 0.7957 - precision_m: 0.7518 - recall_m: 0.8521 - f1_m: 0.7957 - iou_m: 0.6631 34/53 [==================>...........] - ETA: 0s - loss: 0.5861 - accuracy: 0.9669 - dice_coef: 0.7959 - precision_m: 0.7527 - recall_m: 0.8512 - f1_m: 0.7959 - iou_m: 0.6633 36/53 [===================>..........] - ETA: 0s - loss: 0.5846 - accuracy: 0.9673 - dice_coef: 0.7976 - precision_m: 0.7546 - recall_m: 0.8522 - f1_m: 0.7976 - iou_m: 0.6656 38/53 [====================>.........] - ETA: 0s - loss: 0.5845 - accuracy: 0.9664 - dice_coef: 0.7978 - precision_m: 0.7554 - recall_m: 0.8514 - f1_m: 0.7978 - iou_m: 0.6657 40/53 [=====================>........] - ETA: 0s - loss: 0.5854 - accuracy: 0.9671 - dice_coef: 0.7971 - precision_m: 0.7520 - recall_m: 0.8546 - f1_m: 0.7971 - iou_m: 0.6648 42/53 [======================>.......] - ETA: 0s - loss: 0.5905 - accuracy: 0.9655 - dice_coef: 0.7937 - precision_m: 0.7499 - recall_m: 0.8495 - f1_m: 0.7937 - iou_m: 0.6605 43/53 [=======================>......] - ETA: 0s - loss: 0.5939 - accuracy: 0.9645 - dice_coef: 0.7918 - precision_m: 0.7475 - recall_m: 0.8482 - f1_m: 0.7918 - iou_m: 0.6580 45/53 [========================>.....] - ETA: 0s - loss: 0.5917 - accuracy: 0.9649 - dice_coef: 0.7941 - precision_m: 0.7505 - recall_m: 0.8494 - f1_m: 0.7941 - iou_m: 0.6611 47/53 [=========================>....] - ETA: 0s - loss: 0.5927 - accuracy: 0.9650 - dice_coef: 0.7954 - precision_m: 0.7521 - recall_m: 0.8503 - f1_m: 0.7954 - iou_m: 0.6628 48/53 [==========================>...] - ETA: 0s - loss: 0.5905 - accuracy: 0.9654 - dice_coef: 0.7968 - precision_m: 0.7529 - recall_m: 0.8524 - f1_m: 0.7968 - iou_m: 0.6648 50/53 [===========================>..] - ETA: 0s - loss: 0.5904 - accuracy: 0.9659 - dice_coef: 0.7973 - precision_m: 0.7530 - recall_m: 0.8531 - f1_m: 0.7973 - iou_m: 0.6656 52/53 [============================>.] - ETA: 0s - loss: 0.5902 - accuracy: 0.9656 - dice_coef: 0.7945 - precision_m: 0.7502 - recall_m: 0.8503 - f1_m: 0.7945 - iou_m: 0.6620 Epoch 29: val_dice_coef did not improve from 0.77002  53/53 [==============================] - 3s 57ms/step - loss: 0.5892 - accuracy: 0.9658 - dice_coef: 0.7946 - precision_m: 0.7494 - recall_m: 0.8515 - f1_m: 0.7946 - iou_m: 0.6621 - val_loss: 0.6068 - val_accuracy: 0.9593 - val_dice_coef: 0.7562 - val_precision_m: 0.7381 - val_recall_m: 0.7829 - val_f1_m: 0.7562 - val_iou_m: 0.6111 - lr: 1.0000e-04 Epoch 30/100 1/53 [..............................] - ETA: 5s - loss: 0.6814 - accuracy: 0.9721 - dice_coef: 0.7550 - precision_m: 0.8909 - recall_m: 0.6551 - f1_m: 0.7550 - iou_m: 0.6064 2/53 [>.............................] - ETA: 3s - loss: 0.6204 - accuracy: 0.9728 - dice_coef: 0.7737 - precision_m: 0.8181 - recall_m: 0.7505 - f1_m: 0.7737 - iou_m: 0.6313 4/53 [=>............................] - ETA: 2s - loss: 0.6232 - accuracy: 0.9695 - dice_coef: 0.7681 - precision_m: 0.7816 - recall_m: 0.7657 - f1_m: 0.7681 - iou_m: 0.6241 6/53 [==>...........................] - ETA: 2s - loss: 0.5947 - accuracy: 0.9705 - dice_coef: 0.7766 - precision_m: 0.7752 - recall_m: 0.7900 - f1_m: 0.7766 - iou_m: 0.6381 8/53 [===>..........................] - ETA: 2s - loss: 0.5807 - accuracy: 0.9719 - dice_coef: 0.7905 - precision_m: 0.7837 - recall_m: 0.8082 - f1_m: 0.7905 - iou_m: 0.6572 9/53 [====>.........................] - ETA: 2s - loss: 0.5746 - accuracy: 0.9717 - dice_coef: 0.7940 - precision_m: 0.7894 - recall_m: 0.8083 - f1_m: 0.7940 - iou_m: 0.6617 10/53 [====>.........................] - ETA: 2s - loss: 0.5703 - accuracy: 0.9727 - dice_coef: 0.7987 - precision_m: 0.7898 - recall_m: 0.8169 - f1_m: 0.7987 - iou_m: 0.6681 11/53 [=====>........................] - ETA: 2s - loss: 0.5743 - accuracy: 0.9719 - dice_coef: 0.7982 - precision_m: 0.7959 - recall_m: 0.8098 - f1_m: 0.7982 - iou_m: 0.6671 13/53 [======>.......................] - ETA: 2s - loss: 0.5748 - accuracy: 0.9705 - dice_coef: 0.7976 - precision_m: 0.7912 - recall_m: 0.8151 - f1_m: 0.7976 - iou_m: 0.6659 15/53 [=======>......................] - ETA: 1s - loss: 0.5817 - accuracy: 0.9662 - dice_coef: 0.7905 - precision_m: 0.7764 - recall_m: 0.8167 - f1_m: 0.7905 - iou_m: 0.6562 16/53 [========>.....................] - ETA: 1s - loss: 0.5824 - accuracy: 0.9659 - dice_coef: 0.7888 - precision_m: 0.7703 - recall_m: 0.8200 - f1_m: 0.7888 - iou_m: 0.6538 17/53 [========>.....................] - ETA: 1s - loss: 0.5789 - accuracy: 0.9666 - dice_coef: 0.7925 - precision_m: 0.7706 - recall_m: 0.8273 - f1_m: 0.7925 - iou_m: 0.6589 18/53 [=========>....................] - ETA: 1s - loss: 0.5827 - accuracy: 0.9658 - dice_coef: 0.7906 - precision_m: 0.7669 - recall_m: 0.8271 - f1_m: 0.7906 - iou_m: 0.6563 19/53 [=========>....................] - ETA: 1s - loss: 0.5858 - accuracy: 0.9639 - dice_coef: 0.7911 - precision_m: 0.7734 - recall_m: 0.8218 - f1_m: 0.7911 - iou_m: 0.6568 20/53 [==========>...................] - ETA: 1s - loss: 0.5843 - accuracy: 0.9638 - dice_coef: 0.7927 - precision_m: 0.7727 - recall_m: 0.8257 - f1_m: 0.7927 - iou_m: 0.6590 21/53 [==========>...................] - ETA: 1s - loss: 0.5829 - accuracy: 0.9636 - dice_coef: 0.7917 - precision_m: 0.7686 - recall_m: 0.8282 - f1_m: 0.7917 - iou_m: 0.6575 22/53 [===========>..................] - ETA: 1s - loss: 0.5793 - accuracy: 0.9640 - dice_coef: 0.7932 - precision_m: 0.7667 - recall_m: 0.8338 - f1_m: 0.7932 - iou_m: 0.6595 23/53 [============>.................] - ETA: 1s - loss: 0.5788 - accuracy: 0.9646 - dice_coef: 0.7927 - precision_m: 0.7625 - recall_m: 0.8386 - f1_m: 0.7927 - iou_m: 0.6588 25/53 [=============>................] - ETA: 1s - loss: 0.5796 - accuracy: 0.9646 - dice_coef: 0.7932 - precision_m: 0.7611 - recall_m: 0.8404 - f1_m: 0.7932 - iou_m: 0.6595 26/53 [=============>................] - ETA: 1s - loss: 0.5804 - accuracy: 0.9649 - dice_coef: 0.7923 - precision_m: 0.7589 - recall_m: 0.8407 - f1_m: 0.7923 - iou_m: 0.6582 28/53 [==============>...............] - ETA: 1s - loss: 0.5832 - accuracy: 0.9644 - dice_coef: 0.7891 - precision_m: 0.7548 - recall_m: 0.8378 - f1_m: 0.7891 - iou_m: 0.6539 30/53 [===============>..............] - ETA: 1s - loss: 0.5798 - accuracy: 0.9648 - dice_coef: 0.7901 - precision_m: 0.7551 - recall_m: 0.8390 - f1_m: 0.7901 - iou_m: 0.6551 32/53 [=================>............] - ETA: 1s - loss: 0.5818 - accuracy: 0.9640 - dice_coef: 0.7891 - precision_m: 0.7599 - recall_m: 0.8325 - f1_m: 0.7891 - iou_m: 0.6537 34/53 [==================>...........] - ETA: 1s - loss: 0.5793 - accuracy: 0.9646 - dice_coef: 0.7906 - precision_m: 0.7613 - recall_m: 0.8338 - f1_m: 0.7906 - iou_m: 0.6557 36/53 [===================>..........] - ETA: 0s - loss: 0.5780 - accuracy: 0.9650 - dice_coef: 0.7924 - precision_m: 0.7622 - recall_m: 0.8361 - f1_m: 0.7924 - iou_m: 0.6582 37/53 [===================>..........] - ETA: 0s - loss: 0.5774 - accuracy: 0.9651 - dice_coef: 0.7939 - precision_m: 0.7657 - recall_m: 0.8354 - f1_m: 0.7939 - iou_m: 0.6603 38/53 [====================>.........] - ETA: 0s - loss: 0.5740 - accuracy: 0.9654 - dice_coef: 0.7955 - precision_m: 0.7668 - recall_m: 0.8373 - f1_m: 0.7955 - iou_m: 0.6626 40/53 [=====================>........] - ETA: 0s - loss: 0.5696 - accuracy: 0.9657 - dice_coef: 0.7971 - precision_m: 0.7666 - recall_m: 0.8407 - f1_m: 0.7971 - iou_m: 0.6648 41/53 [======================>.......] - ETA: 0s - loss: 0.5678 - accuracy: 0.9660 - dice_coef: 0.7977 - precision_m: 0.7655 - recall_m: 0.8435 - f1_m: 0.7977 - iou_m: 0.6656 42/53 [======================>.......] - ETA: 0s - loss: 0.5681 - accuracy: 0.9661 - dice_coef: 0.7976 - precision_m: 0.7664 - recall_m: 0.8421 - f1_m: 0.7976 - iou_m: 0.6654 44/53 [=======================>......] - ETA: 0s - loss: 0.5707 - accuracy: 0.9659 - dice_coef: 0.7951 - precision_m: 0.7608 - recall_m: 0.8438 - f1_m: 0.7951 - iou_m: 0.6620 45/53 [========================>.....] - ETA: 0s - loss: 0.5696 - accuracy: 0.9657 - dice_coef: 0.7951 - precision_m: 0.7631 - recall_m: 0.8414 - f1_m: 0.7951 - iou_m: 0.6619 46/53 [=========================>....] - ETA: 0s - loss: 0.5699 - accuracy: 0.9656 - dice_coef: 0.7945 - precision_m: 0.7614 - recall_m: 0.8421 - f1_m: 0.7945 - iou_m: 0.6611 48/53 [==========================>...] - ETA: 0s - loss: 0.5696 - accuracy: 0.9660 - dice_coef: 0.7940 - precision_m: 0.7592 - recall_m: 0.8434 - f1_m: 0.7940 - iou_m: 0.6604 50/53 [===========================>..] - ETA: 0s - loss: 0.5730 - accuracy: 0.9666 - dice_coef: 0.7928 - precision_m: 0.7550 - recall_m: 0.8464 - f1_m: 0.7928 - iou_m: 0.6587 52/53 [============================>.] - ETA: 0s - loss: 0.5752 - accuracy: 0.9660 - dice_coef: 0.7916 - precision_m: 0.7552 - recall_m: 0.8436 - f1_m: 0.7916 - iou_m: 0.6570 Epoch 30: val_dice_coef did not improve from 0.77002  53/53 [==============================] - 3s 65ms/step - loss: 0.5743 - accuracy: 0.9660 - dice_coef: 0.7916 - precision_m: 0.7548 - recall_m: 0.8438 - f1_m: 0.7916 - iou_m: 0.6569 - val_loss: 0.5806 - val_accuracy: 0.9606 - val_dice_coef: 0.7685 - val_precision_m: 0.7313 - val_recall_m: 0.8145 - val_f1_m: 0.7685 - val_iou_m: 0.6264 - lr: 1.0000e-04 Epoch 31/100 1/53 [..............................] - ETA: 6s - loss: 0.5858 - accuracy: 0.9857 - dice_coef: 0.7882 - precision_m: 0.7056 - recall_m: 0.8927 - f1_m: 0.7882 - iou_m: 0.6504 2/53 [>.............................] - ETA: 3s - loss: 0.6068 - accuracy: 0.9592 - dice_coef: 0.7838 - precision_m: 0.7321 - recall_m: 0.8472 - f1_m: 0.7838 - iou_m: 0.6445 3/53 [>.............................] - ETA: 3s - loss: 0.5833 - accuracy: 0.9600 - dice_coef: 0.7857 - precision_m: 0.7470 - recall_m: 0.8322 - f1_m: 0.7857 - iou_m: 0.6470 4/53 [=>............................] - ETA: 3s - loss: 0.5702 - accuracy: 0.9604 - dice_coef: 0.7997 - precision_m: 0.7818 - recall_m: 0.8245 - f1_m: 0.7997 - iou_m: 0.6670 6/53 [==>...........................] - ETA: 2s - loss: 0.5561 - accuracy: 0.9623 - dice_coef: 0.8000 - precision_m: 0.7629 - recall_m: 0.8475 - f1_m: 0.8000 - iou_m: 0.6672 8/53 [===>..........................] - ETA: 2s - loss: 0.5659 - accuracy: 0.9619 - dice_coef: 0.7909 - precision_m: 0.7508 - recall_m: 0.8470 - f1_m: 0.7909 - iou_m: 0.6556 9/53 [====>.........................] - ETA: 2s - loss: 0.5709 - accuracy: 0.9605 - dice_coef: 0.7900 - precision_m: 0.7512 - recall_m: 0.8435 - f1_m: 0.7900 - iou_m: 0.6543 11/53 [=====>........................] - ETA: 2s - loss: 0.5656 - accuracy: 0.9633 - dice_coef: 0.7927 - precision_m: 0.7539 - recall_m: 0.8445 - f1_m: 0.7927 - iou_m: 0.6577 13/53 [======>.......................] - ETA: 2s - loss: 0.5627 - accuracy: 0.9655 - dice_coef: 0.7965 - precision_m: 0.7555 - recall_m: 0.8497 - f1_m: 0.7965 - iou_m: 0.6630 15/53 [=======>......................] - ETA: 1s - loss: 0.5652 - accuracy: 0.9664 - dice_coef: 0.7942 - precision_m: 0.7519 - recall_m: 0.8499 - f1_m: 0.7942 - iou_m: 0.6599 17/53 [========>.....................] - ETA: 1s - loss: 0.5680 - accuracy: 0.9689 - dice_coef: 0.7962 - precision_m: 0.7475 - recall_m: 0.8603 - f1_m: 0.7962 - iou_m: 0.6625 19/53 [=========>....................] - ETA: 1s - loss: 0.5649 - accuracy: 0.9683 - dice_coef: 0.7977 - precision_m: 0.7516 - recall_m: 0.8579 - f1_m: 0.7977 - iou_m: 0.6644 21/53 [==========>...................] - ETA: 1s - loss: 0.5587 - accuracy: 0.9690 - dice_coef: 0.8000 - precision_m: 0.7576 - recall_m: 0.8555 - f1_m: 0.8000 - iou_m: 0.6676 23/53 [============>.................] - ETA: 1s - loss: 0.5638 - accuracy: 0.9684 - dice_coef: 0.7980 - precision_m: 0.7653 - recall_m: 0.8436 - f1_m: 0.7980 - iou_m: 0.6649 25/53 [=============>................] - ETA: 1s - loss: 0.5582 - accuracy: 0.9690 - dice_coef: 0.7991 - precision_m: 0.7630 - recall_m: 0.8484 - f1_m: 0.7991 - iou_m: 0.6664 27/53 [==============>...............] - ETA: 1s - loss: 0.5572 - accuracy: 0.9687 - dice_coef: 0.7978 - precision_m: 0.7588 - recall_m: 0.8504 - f1_m: 0.7978 - iou_m: 0.6646 29/53 [===============>..............] - ETA: 1s - loss: 0.5600 - accuracy: 0.9671 - dice_coef: 0.7980 - precision_m: 0.7597 - recall_m: 0.8490 - f1_m: 0.7980 - iou_m: 0.6647 31/53 [================>.............] - ETA: 1s - loss: 0.5571 - accuracy: 0.9675 - dice_coef: 0.7973 - precision_m: 0.7557 - recall_m: 0.8530 - f1_m: 0.7973 - iou_m: 0.6638 32/53 [=================>............] - ETA: 1s - loss: 0.5598 - accuracy: 0.9667 - dice_coef: 0.7971 - precision_m: 0.7594 - recall_m: 0.8490 - f1_m: 0.7971 - iou_m: 0.6635 34/53 [==================>...........] - ETA: 0s - loss: 0.5611 - accuracy: 0.9674 - dice_coef: 0.7981 - precision_m: 0.7571 - recall_m: 0.8539 - f1_m: 0.7981 - iou_m: 0.6648 36/53 [===================>..........] - ETA: 0s - loss: 0.5579 - accuracy: 0.9681 - dice_coef: 0.8001 - precision_m: 0.7589 - recall_m: 0.8559 - f1_m: 0.8001 - iou_m: 0.6677 37/53 [===================>..........] - ETA: 0s - loss: 0.5582 - accuracy: 0.9677 - dice_coef: 0.7999 - precision_m: 0.7581 - recall_m: 0.8563 - f1_m: 0.7999 - iou_m: 0.6674 38/53 [====================>.........] - ETA: 0s - loss: 0.5560 - accuracy: 0.9678 - dice_coef: 0.8010 - precision_m: 0.7597 - recall_m: 0.8566 - f1_m: 0.8011 - iou_m: 0.6691 39/53 [=====================>........] - ETA: 0s - loss: 0.5556 - accuracy: 0.9675 - dice_coef: 0.8011 - precision_m: 0.7607 - recall_m: 0.8553 - f1_m: 0.8011 - iou_m: 0.6691 40/53 [=====================>........] - ETA: 0s - loss: 0.5545 - accuracy: 0.9679 - dice_coef: 0.8024 - precision_m: 0.7622 - recall_m: 0.8562 - f1_m: 0.8024 - iou_m: 0.6710 41/53 [======================>.......] - ETA: 0s - loss: 0.5549 - accuracy: 0.9682 - dice_coef: 0.8024 - precision_m: 0.7619 - recall_m: 0.8564 - f1_m: 0.8024 - iou_m: 0.6710 42/53 [======================>.......] - ETA: 0s - loss: 0.5531 - accuracy: 0.9680 - dice_coef: 0.8035 - precision_m: 0.7633 - recall_m: 0.8570 - f1_m: 0.8035 - iou_m: 0.6725 44/53 [=======================>......] - ETA: 0s - loss: 0.5556 - accuracy: 0.9679 - dice_coef: 0.8019 - precision_m: 0.7623 - recall_m: 0.8541 - f1_m: 0.8019 - iou_m: 0.6703 45/53 [========================>.....] - ETA: 0s - loss: 0.5566 - accuracy: 0.9679 - dice_coef: 0.8019 - precision_m: 0.7626 - recall_m: 0.8537 - f1_m: 0.8019 - iou_m: 0.6703 47/53 [=========================>....] - ETA: 0s - loss: 0.5576 - accuracy: 0.9674 - dice_coef: 0.8020 - precision_m: 0.7635 - recall_m: 0.8524 - f1_m: 0.8020 - iou_m: 0.6704 49/53 [==========================>...] - ETA: 0s - loss: 0.5577 - accuracy: 0.9673 - dice_coef: 0.8017 - precision_m: 0.7644 - recall_m: 0.8505 - f1_m: 0.8017 - iou_m: 0.6701 51/53 [===========================>..] - ETA: 0s - loss: 0.5594 - accuracy: 0.9672 - dice_coef: 0.7997 - precision_m: 0.7616 - recall_m: 0.8493 - f1_m: 0.7997 - iou_m: 0.6676 53/53 [==============================] - ETA: 0s - loss: 0.5563 - accuracy: 0.9673 - dice_coef: 0.8010 - precision_m: 0.7642 - recall_m: 0.8491 - f1_m: 0.8010 - iou_m: 0.6695 Epoch 31: val_dice_coef did not improve from 0.77002  53/53 [==============================] - 3s 62ms/step - loss: 0.5563 - accuracy: 0.9673 - dice_coef: 0.8010 - precision_m: 0.7642 - recall_m: 0.8491 - f1_m: 0.8010 - iou_m: 0.6695 - val_loss: 0.5819 - val_accuracy: 0.9600 - val_dice_coef: 0.7624 - val_precision_m: 0.7278 - val_recall_m: 0.8053 - val_f1_m: 0.7624 - val_iou_m: 0.6182 - lr: 1.0000e-04 Epoch 32/100 1/53 [..............................] - ETA: 7s - loss: 0.4743 - accuracy: 0.9819 - dice_coef: 0.8475 - precision_m: 0.7859 - recall_m: 0.9194 - f1_m: 0.8475 - iou_m: 0.7353 2/53 [>.............................] - ETA: 3s - loss: 0.5032 - accuracy: 0.9735 - dice_coef: 0.8247 - precision_m: 0.7758 - recall_m: 0.8805 - f1_m: 0.8247 - iou_m: 0.7023 4/53 [=>............................] - ETA: 2s - loss: 0.5505 - accuracy: 0.9780 - dice_coef: 0.7972 - precision_m: 0.7255 - recall_m: 0.8953 - f1_m: 0.7972 - iou_m: 0.6653 5/53 [=>............................] - ETA: 2s - loss: 0.5491 - accuracy: 0.9748 - dice_coef: 0.7862 - precision_m: 0.7057 - recall_m: 0.8981 - f1_m: 0.7862 - iou_m: 0.6502 6/53 [==>...........................] - ETA: 2s - loss: 0.5518 - accuracy: 0.9739 - dice_coef: 0.7841 - precision_m: 0.7029 - recall_m: 0.8953 - f1_m: 0.7841 - iou_m: 0.6469 7/53 [==>...........................] - ETA: 2s - loss: 0.5425 - accuracy: 0.9745 - dice_coef: 0.7907 - precision_m: 0.7118 - recall_m: 0.8971 - f1_m: 0.7907 - iou_m: 0.6559 9/53 [====>.........................] - ETA: 2s - loss: 0.5440 - accuracy: 0.9764 - dice_coef: 0.7946 - precision_m: 0.7161 - recall_m: 0.8988 - f1_m: 0.7946 - iou_m: 0.6610 11/53 [=====>........................] - ETA: 2s - loss: 0.5364 - accuracy: 0.9771 - dice_coef: 0.8065 - precision_m: 0.7373 - recall_m: 0.8974 - f1_m: 0.8065 - iou_m: 0.6780 12/53 [=====>........................] - ETA: 2s - loss: 0.5588 - accuracy: 0.9706 - dice_coef: 0.7980 - precision_m: 0.7437 - recall_m: 0.8743 - f1_m: 0.7980 - iou_m: 0.6669 14/53 [======>.......................] - ETA: 2s - loss: 0.5609 - accuracy: 0.9685 - dice_coef: 0.7963 - precision_m: 0.7429 - recall_m: 0.8698 - f1_m: 0.7963 - iou_m: 0.6642 15/53 [=======>......................] - ETA: 1s - loss: 0.5613 - accuracy: 0.9679 - dice_coef: 0.7983 - precision_m: 0.7487 - recall_m: 0.8668 - f1_m: 0.7983 - iou_m: 0.6668 17/53 [========>.....................] - ETA: 1s - loss: 0.5579 - accuracy: 0.9686 - dice_coef: 0.7999 - precision_m: 0.7505 - recall_m: 0.8666 - f1_m: 0.7999 - iou_m: 0.6689 19/53 [=========>....................] - ETA: 1s - loss: 0.5564 - accuracy: 0.9700 - dice_coef: 0.8024 - precision_m: 0.7519 - recall_m: 0.8694 - f1_m: 0.8024 - iou_m: 0.6722 21/53 [==========>...................] - ETA: 1s - loss: 0.5504 - accuracy: 0.9710 - dice_coef: 0.8067 - precision_m: 0.7570 - recall_m: 0.8721 - f1_m: 0.8067 - iou_m: 0.6783 23/53 [============>.................] - ETA: 1s - loss: 0.5461 - accuracy: 0.9716 - dice_coef: 0.8077 - precision_m: 0.7573 - recall_m: 0.8731 - f1_m: 0.8077 - iou_m: 0.6795 24/53 [============>.................] - ETA: 1s - loss: 0.5481 - accuracy: 0.9717 - dice_coef: 0.8073 - precision_m: 0.7568 - recall_m: 0.8728 - f1_m: 0.8073 - iou_m: 0.6789 25/53 [=============>................] - ETA: 1s - loss: 0.5498 - accuracy: 0.9705 - dice_coef: 0.8048 - precision_m: 0.7533 - recall_m: 0.8713 - f1_m: 0.8048 - iou_m: 0.6755 27/53 [==============>...............] - ETA: 1s - loss: 0.5549 - accuracy: 0.9689 - dice_coef: 0.7993 - precision_m: 0.7487 - recall_m: 0.8642 - f1_m: 0.7993 - iou_m: 0.6681 29/53 [===============>..............] - ETA: 1s - loss: 0.5522 - accuracy: 0.9700 - dice_coef: 0.8019 - precision_m: 0.7514 - recall_m: 0.8662 - f1_m: 0.8019 - iou_m: 0.6716 31/53 [================>.............] - ETA: 1s - loss: 0.5483 - accuracy: 0.9705 - dice_coef: 0.8038 - precision_m: 0.7539 - recall_m: 0.8670 - f1_m: 0.8038 - iou_m: 0.6743 33/53 [=================>............] - ETA: 0s - loss: 0.5497 - accuracy: 0.9700 - dice_coef: 0.7987 - precision_m: 0.7482 - recall_m: 0.8625 - f1_m: 0.7987 - iou_m: 0.6676 35/53 [==================>...........] - ETA: 0s - loss: 0.5537 - accuracy: 0.9688 - dice_coef: 0.7967 - precision_m: 0.7496 - recall_m: 0.8564 - f1_m: 0.7967 - iou_m: 0.6647 37/53 [===================>..........] - ETA: 0s - loss: 0.5531 - accuracy: 0.9685 - dice_coef: 0.7960 - precision_m: 0.7527 - recall_m: 0.8521 - f1_m: 0.7960 - iou_m: 0.6637 39/53 [=====================>........] - ETA: 0s - loss: 0.5533 - accuracy: 0.9675 - dice_coef: 0.7955 - precision_m: 0.7551 - recall_m: 0.8481 - f1_m: 0.7955 - iou_m: 0.6629 41/53 [======================>.......] - ETA: 0s - loss: 0.5534 - accuracy: 0.9674 - dice_coef: 0.7954 - precision_m: 0.7598 - recall_m: 0.8434 - f1_m: 0.7954 - iou_m: 0.6627 43/53 [=======================>......] - ETA: 0s - loss: 0.5545 - accuracy: 0.9672 - dice_coef: 0.7948 - precision_m: 0.7557 - recall_m: 0.8479 - f1_m: 0.7948 - iou_m: 0.6620 45/53 [========================>.....] - ETA: 0s - loss: 0.5544 - accuracy: 0.9666 - dice_coef: 0.7948 - precision_m: 0.7535 - recall_m: 0.8506 - f1_m: 0.7948 - iou_m: 0.6619 46/53 [=========================>....] - ETA: 0s - loss: 0.5542 - accuracy: 0.9661 - dice_coef: 0.7946 - precision_m: 0.7532 - recall_m: 0.8505 - f1_m: 0.7946 - iou_m: 0.6616 48/53 [==========================>...] - ETA: 0s - loss: 0.5526 - accuracy: 0.9663 - dice_coef: 0.7957 - precision_m: 0.7525 - recall_m: 0.8536 - f1_m: 0.7957 - iou_m: 0.6630 50/53 [===========================>..] - ETA: 0s - loss: 0.5548 - accuracy: 0.9656 - dice_coef: 0.7952 - precision_m: 0.7522 - recall_m: 0.8527 - f1_m: 0.7952 - iou_m: 0.6623 51/53 [===========================>..] - ETA: 0s - loss: 0.5559 - accuracy: 0.9655 - dice_coef: 0.7941 - precision_m: 0.7502 - recall_m: 0.8528 - f1_m: 0.7941 - iou_m: 0.6608 53/53 [==============================] - ETA: 0s - loss: 0.5540 - accuracy: 0.9656 - dice_coef: 0.7954 - precision_m: 0.7513 - recall_m: 0.8541 - f1_m: 0.7954 - iou_m: 0.6626 Epoch 32: val_dice_coef did not improve from 0.77002  53/53 [==============================] - 3s 57ms/step - loss: 0.5540 - accuracy: 0.9656 - dice_coef: 0.7954 - precision_m: 0.7513 - recall_m: 0.8541 - f1_m: 0.7954 - iou_m: 0.6626 - val_loss: 0.6324 - val_accuracy: 0.9546 - val_dice_coef: 0.7664 - val_precision_m: 0.6706 - val_recall_m: 0.9007 - val_f1_m: 0.7664 - val_iou_m: 0.6230 - lr: 1.0000e-04 Epoch 33/100 1/53 [..............................] - ETA: 6s - loss: 0.5843 - accuracy: 0.9809 - dice_coef: 0.7574 - precision_m: 0.6420 - recall_m: 0.9233 - f1_m: 0.7574 - iou_m: 0.6095 2/53 [>.............................] - ETA: 4s - loss: 0.5562 - accuracy: 0.9811 - dice_coef: 0.7850 - precision_m: 0.6821 - recall_m: 0.9260 - f1_m: 0.7850 - iou_m: 0.6469 4/53 [=>............................] - ETA: 2s - loss: 0.5666 - accuracy: 0.9691 - dice_coef: 0.7696 - precision_m: 0.7042 - recall_m: 0.8575 - f1_m: 0.7696 - iou_m: 0.6284 6/53 [==>...........................] - ETA: 2s - loss: 0.5436 - accuracy: 0.9664 - dice_coef: 0.7881 - precision_m: 0.7647 - recall_m: 0.8309 - f1_m: 0.7881 - iou_m: 0.6533 8/53 [===>..........................] - ETA: 2s - loss: 0.5437 - accuracy: 0.9646 - dice_coef: 0.7942 - precision_m: 0.7718 - recall_m: 0.8316 - f1_m: 0.7942 - iou_m: 0.6611 10/53 [====>.........................] - ETA: 2s - loss: 0.5342 - accuracy: 0.9672 - dice_coef: 0.8005 - precision_m: 0.7754 - recall_m: 0.8382 - f1_m: 0.8005 - iou_m: 0.6695 12/53 [=====>........................] - ETA: 2s - loss: 0.5387 - accuracy: 0.9669 - dice_coef: 0.7976 - precision_m: 0.7680 - recall_m: 0.8396 - f1_m: 0.7976 - iou_m: 0.6661 13/53 [======>.......................] - ETA: 2s - loss: 0.5305 - accuracy: 0.9683 - dice_coef: 0.8018 - precision_m: 0.7721 - recall_m: 0.8431 - f1_m: 0.8018 - iou_m: 0.6720 14/53 [======>.......................] - ETA: 1s - loss: 0.5319 - accuracy: 0.9689 - dice_coef: 0.8031 - precision_m: 0.7710 - recall_m: 0.8468 - f1_m: 0.8031 - iou_m: 0.6736 16/53 [========>.....................] - ETA: 1s - loss: 0.5256 - accuracy: 0.9696 - dice_coef: 0.8039 - precision_m: 0.7684 - recall_m: 0.8511 - f1_m: 0.8039 - iou_m: 0.6747 18/53 [=========>....................] - ETA: 1s - loss: 0.5244 - accuracy: 0.9705 - dice_coef: 0.8067 - precision_m: 0.7699 - recall_m: 0.8547 - f1_m: 0.8067 - iou_m: 0.6785 20/53 [==========>...................] - ETA: 1s - loss: 0.5227 - accuracy: 0.9712 - dice_coef: 0.8060 - precision_m: 0.7645 - recall_m: 0.8604 - f1_m: 0.8060 - iou_m: 0.6776 22/53 [===========>..................] - ETA: 1s - loss: 0.5287 - accuracy: 0.9716 - dice_coef: 0.8056 - precision_m: 0.7647 - recall_m: 0.8587 - f1_m: 0.8056 - iou_m: 0.6769 24/53 [============>.................] - ETA: 1s - loss: 0.5375 - accuracy: 0.9688 - dice_coef: 0.8025 - precision_m: 0.7668 - recall_m: 0.8494 - f1_m: 0.8025 - iou_m: 0.6725 25/53 [=============>................] - ETA: 1s - loss: 0.5429 - accuracy: 0.9669 - dice_coef: 0.8007 - precision_m: 0.7675 - recall_m: 0.8448 - f1_m: 0.8007 - iou_m: 0.6700 27/53 [==============>...............] - ETA: 1s - loss: 0.5402 - accuracy: 0.9670 - dice_coef: 0.8002 - precision_m: 0.7645 - recall_m: 0.8470 - f1_m: 0.8002 - iou_m: 0.6691 29/53 [===============>..............] - ETA: 1s - loss: 0.5366 - accuracy: 0.9672 - dice_coef: 0.8018 - precision_m: 0.7664 - recall_m: 0.8479 - f1_m: 0.8018 - iou_m: 0.6712 31/53 [================>.............] - ETA: 1s - loss: 0.5396 - accuracy: 0.9682 - dice_coef: 0.8000 - precision_m: 0.7613 - recall_m: 0.8508 - f1_m: 0.8000 - iou_m: 0.6692 32/53 [=================>............] - ETA: 1s - loss: 0.5390 - accuracy: 0.9684 - dice_coef: 0.7998 - precision_m: 0.7603 - recall_m: 0.8513 - f1_m: 0.7998 - iou_m: 0.6688 34/53 [==================>...........] - ETA: 0s - loss: 0.5433 - accuracy: 0.9681 - dice_coef: 0.7988 - precision_m: 0.7613 - recall_m: 0.8476 - f1_m: 0.7988 - iou_m: 0.6673 35/53 [==================>...........] - ETA: 0s - loss: 0.5420 - accuracy: 0.9680 - dice_coef: 0.7985 - precision_m: 0.7598 - recall_m: 0.8488 - f1_m: 0.7985 - iou_m: 0.6669 36/53 [===================>..........] - ETA: 0s - loss: 0.5391 - accuracy: 0.9684 - dice_coef: 0.8004 - precision_m: 0.7616 - recall_m: 0.8505 - f1_m: 0.8004 - iou_m: 0.6695 38/53 [====================>.........] - ETA: 0s - loss: 0.5411 - accuracy: 0.9688 - dice_coef: 0.7973 - precision_m: 0.7558 - recall_m: 0.8514 - f1_m: 0.7973 - iou_m: 0.6653 40/53 [=====================>........] - ETA: 0s - loss: 0.5409 - accuracy: 0.9682 - dice_coef: 0.7978 - precision_m: 0.7596 - recall_m: 0.8484 - f1_m: 0.7978 - iou_m: 0.6660 42/53 [======================>.......] - ETA: 0s - loss: 0.5424 - accuracy: 0.9677 - dice_coef: 0.7957 - precision_m: 0.7559 - recall_m: 0.8482 - f1_m: 0.7957 - iou_m: 0.6632 43/53 [=======================>......] - ETA: 0s - loss: 0.5445 - accuracy: 0.9669 - dice_coef: 0.7941 - precision_m: 0.7554 - recall_m: 0.8452 - f1_m: 0.7941 - iou_m: 0.6610 45/53 [========================>.....] - ETA: 0s - loss: 0.5424 - accuracy: 0.9673 - dice_coef: 0.7941 - precision_m: 0.7541 - recall_m: 0.8465 - f1_m: 0.7941 - iou_m: 0.6610 47/53 [=========================>....] - ETA: 0s - loss: 0.5412 - accuracy: 0.9672 - dice_coef: 0.7949 - precision_m: 0.7566 - recall_m: 0.8451 - f1_m: 0.7949 - iou_m: 0.6620 49/53 [==========================>...] - ETA: 0s - loss: 0.5375 - accuracy: 0.9676 - dice_coef: 0.7971 - precision_m: 0.7585 - recall_m: 0.8475 - f1_m: 0.7971 - iou_m: 0.6653 50/53 [===========================>..] - ETA: 0s - loss: 0.5378 - accuracy: 0.9674 - dice_coef: 0.7974 - precision_m: 0.7604 - recall_m: 0.8460 - f1_m: 0.7974 - iou_m: 0.6656 52/53 [============================>.] - ETA: 0s - loss: 0.5365 - accuracy: 0.9674 - dice_coef: 0.7983 - precision_m: 0.7621 - recall_m: 0.8459 - f1_m: 0.7983 - iou_m: 0.6668 53/53 [==============================] - ETA: 0s - loss: 0.5365 - accuracy: 0.9672 - dice_coef: 0.7986 - precision_m: 0.7635 - recall_m: 0.8450 - f1_m: 0.7986 - iou_m: 0.6672 Epoch 33: val_dice_coef did not improve from 0.77002  53/53 [==============================] - 3s 62ms/step - loss: 0.5365 - accuracy: 0.9672 - dice_coef: 0.7986 - precision_m: 0.7635 - recall_m: 0.8450 - f1_m: 0.7986 - iou_m: 0.6672 - val_loss: 0.5547 - val_accuracy: 0.9605 - val_dice_coef: 0.7604 - val_precision_m: 0.7438 - val_recall_m: 0.7806 - val_f1_m: 0.7604 - val_iou_m: 0.6158 - lr: 1.0000e-04 Epoch 34/100 1/53 [..............................] - ETA: 6s - loss: 0.6087 - accuracy: 0.9502 - dice_coef: 0.7307 - precision_m: 0.6707 - recall_m: 0.8024 - f1_m: 0.7307 - iou_m: 0.5756 2/53 [>.............................] - ETA: 3s - loss: 0.5466 - accuracy: 0.9623 - dice_coef: 0.7961 - precision_m: 0.7536 - recall_m: 0.8453 - f1_m: 0.7961 - iou_m: 0.6662 4/53 [=>............................] - ETA: 2s - loss: 0.5731 - accuracy: 0.9672 - dice_coef: 0.7678 - precision_m: 0.6941 - recall_m: 0.8658 - f1_m: 0.7678 - iou_m: 0.6265 6/53 [==>...........................] - ETA: 2s - loss: 0.5425 - accuracy: 0.9676 - dice_coef: 0.7916 - precision_m: 0.7348 - recall_m: 0.8655 - f1_m: 0.7916 - iou_m: 0.6587 7/53 [==>...........................] - ETA: 2s - loss: 0.5566 - accuracy: 0.9635 - dice_coef: 0.7880 - precision_m: 0.7313 - recall_m: 0.8609 - f1_m: 0.7880 - iou_m: 0.6533 8/53 [===>..........................] - ETA: 2s - loss: 0.5520 - accuracy: 0.9620 - dice_coef: 0.7884 - precision_m: 0.7284 - recall_m: 0.8653 - f1_m: 0.7884 - iou_m: 0.6535 10/53 [====>.........................] - ETA: 2s - loss: 0.5335 - accuracy: 0.9668 - dice_coef: 0.8058 - precision_m: 0.7534 - recall_m: 0.8720 - f1_m: 0.8058 - iou_m: 0.6785 11/53 [=====>........................] - ETA: 1s - loss: 0.5311 - accuracy: 0.9674 - dice_coef: 0.8058 - precision_m: 0.7519 - recall_m: 0.8734 - f1_m: 0.8058 - iou_m: 0.6781 13/53 [======>.......................] - ETA: 1s - loss: 0.5278 - accuracy: 0.9665 - dice_coef: 0.8025 - precision_m: 0.7467 - recall_m: 0.8722 - f1_m: 0.8025 - iou_m: 0.6731 14/53 [======>.......................] - ETA: 1s - loss: 0.5252 - accuracy: 0.9679 - dice_coef: 0.8067 - precision_m: 0.7516 - recall_m: 0.8752 - f1_m: 0.8067 - iou_m: 0.6791 15/53 [=======>......................] - ETA: 1s - loss: 0.5265 - accuracy: 0.9691 - dice_coef: 0.8092 - precision_m: 0.7549 - recall_m: 0.8761 - f1_m: 0.8092 - iou_m: 0.6824 17/53 [========>.....................] - ETA: 1s - loss: 0.5143 - accuracy: 0.9705 - dice_coef: 0.8148 - precision_m: 0.7651 - recall_m: 0.8759 - f1_m: 0.8148 - iou_m: 0.6905 18/53 [=========>....................] - ETA: 1s - loss: 0.5111 - accuracy: 0.9710 - dice_coef: 0.8164 - precision_m: 0.7703 - recall_m: 0.8733 - f1_m: 0.8164 - iou_m: 0.6926 19/53 [=========>....................] - ETA: 1s - loss: 0.5060 - accuracy: 0.9718 - dice_coef: 0.8192 - precision_m: 0.7738 - recall_m: 0.8749 - f1_m: 0.8192 - iou_m: 0.6967 20/53 [==========>...................] - ETA: 1s - loss: 0.5041 - accuracy: 0.9722 - dice_coef: 0.8199 - precision_m: 0.7743 - recall_m: 0.8755 - f1_m: 0.8199 - iou_m: 0.6974 21/53 [==========>...................] - ETA: 1s - loss: 0.5105 - accuracy: 0.9720 - dice_coef: 0.8142 - precision_m: 0.7643 - recall_m: 0.8778 - f1_m: 0.8142 - iou_m: 0.6899 22/53 [===========>..................] - ETA: 1s - loss: 0.5267 - accuracy: 0.9689 - dice_coef: 0.7987 - precision_m: 0.7583 - recall_m: 0.8552 - f1_m: 0.7987 - iou_m: 0.6726 23/53 [============>.................] - ETA: 1s - loss: 0.5226 - accuracy: 0.9693 - dice_coef: 0.8008 - precision_m: 0.7611 - recall_m: 0.8560 - f1_m: 0.8008 - iou_m: 0.6754 24/53 [============>.................] - ETA: 1s - loss: 0.5225 - accuracy: 0.9687 - dice_coef: 0.8007 - precision_m: 0.7604 - recall_m: 0.8561 - f1_m: 0.8007 - iou_m: 0.6749 25/53 [=============>................] - ETA: 1s - loss: 0.5195 - accuracy: 0.9689 - dice_coef: 0.8020 - precision_m: 0.7602 - recall_m: 0.8589 - f1_m: 0.8020 - iou_m: 0.6764 26/53 [=============>................] - ETA: 1s - loss: 0.5204 - accuracy: 0.9685 - dice_coef: 0.8010 - precision_m: 0.7588 - recall_m: 0.8580 - f1_m: 0.8010 - iou_m: 0.6747 27/53 [==============>...............] - ETA: 1s - loss: 0.5185 - accuracy: 0.9689 - dice_coef: 0.8032 - precision_m: 0.7619 - recall_m: 0.8589 - f1_m: 0.8032 - iou_m: 0.6777 28/53 [==============>...............] - ETA: 1s - loss: 0.5163 - accuracy: 0.9694 - dice_coef: 0.8065 - precision_m: 0.7667 - recall_m: 0.8601 - f1_m: 0.8065 - iou_m: 0.6825 30/53 [===============>..............] - ETA: 1s - loss: 0.5171 - accuracy: 0.9696 - dice_coef: 0.8049 - precision_m: 0.7626 - recall_m: 0.8614 - f1_m: 0.8049 - iou_m: 0.6799 31/53 [================>.............] - ETA: 1s - loss: 0.5209 - accuracy: 0.9687 - dice_coef: 0.8026 - precision_m: 0.7594 - recall_m: 0.8601 - f1_m: 0.8026 - iou_m: 0.6767 32/53 [=================>............] - ETA: 1s - loss: 0.5209 - accuracy: 0.9682 - dice_coef: 0.8024 - precision_m: 0.7605 - recall_m: 0.8582 - f1_m: 0.8024 - iou_m: 0.6763 34/53 [==================>...........] - ETA: 1s - loss: 0.5213 - accuracy: 0.9674 - dice_coef: 0.8008 - precision_m: 0.7592 - recall_m: 0.8558 - f1_m: 0.8008 - iou_m: 0.6738 35/53 [==================>...........] - ETA: 0s - loss: 0.5228 - accuracy: 0.9675 - dice_coef: 0.7993 - precision_m: 0.7555 - recall_m: 0.8576 - f1_m: 0.7993 - iou_m: 0.6716 36/53 [===================>..........] - ETA: 0s - loss: 0.5253 - accuracy: 0.9670 - dice_coef: 0.7996 - precision_m: 0.7578 - recall_m: 0.8554 - f1_m: 0.7996 - iou_m: 0.6718 37/53 [===================>..........] - ETA: 0s - loss: 0.5273 - accuracy: 0.9666 - dice_coef: 0.7995 - precision_m: 0.7578 - recall_m: 0.8551 - f1_m: 0.7995 - iou_m: 0.6716 38/53 [====================>.........] - ETA: 0s - loss: 0.5275 - accuracy: 0.9668 - dice_coef: 0.8007 - precision_m: 0.7593 - recall_m: 0.8558 - f1_m: 0.8007 - iou_m: 0.6732 39/53 [=====================>........] - ETA: 0s - loss: 0.5271 - accuracy: 0.9668 - dice_coef: 0.7992 - precision_m: 0.7568 - recall_m: 0.8555 - f1_m: 0.7992 - iou_m: 0.6711 40/53 [=====================>........] - ETA: 0s - loss: 0.5271 - accuracy: 0.9665 - dice_coef: 0.7990 - precision_m: 0.7558 - recall_m: 0.8561 - f1_m: 0.7990 - iou_m: 0.6706 41/53 [======================>.......] - ETA: 0s - loss: 0.5280 - accuracy: 0.9659 - dice_coef: 0.7987 - precision_m: 0.7576 - recall_m: 0.8534 - f1_m: 0.7987 - iou_m: 0.6701 42/53 [======================>.......] - ETA: 0s - loss: 0.5270 - accuracy: 0.9658 - dice_coef: 0.7994 - precision_m: 0.7581 - recall_m: 0.8542 - f1_m: 0.7994 - iou_m: 0.6710 44/53 [=======================>......] - ETA: 0s - loss: 0.5277 - accuracy: 0.9654 - dice_coef: 0.7977 - precision_m: 0.7560 - recall_m: 0.8529 - f1_m: 0.7977 - iou_m: 0.6687 45/53 [========================>.....] - ETA: 0s - loss: 0.5268 - accuracy: 0.9657 - dice_coef: 0.7985 - precision_m: 0.7560 - recall_m: 0.8545 - f1_m: 0.7985 - iou_m: 0.6697 46/53 [=========================>....] - ETA: 0s - loss: 0.5271 - accuracy: 0.9654 - dice_coef: 0.7980 - precision_m: 0.7556 - recall_m: 0.8537 - f1_m: 0.7980 - iou_m: 0.6689 47/53 [=========================>....] - ETA: 0s - loss: 0.5272 - accuracy: 0.9657 - dice_coef: 0.7976 - precision_m: 0.7545 - recall_m: 0.8542 - f1_m: 0.7976 - iou_m: 0.6683 48/53 [==========================>...] - ETA: 0s - loss: 0.5289 - accuracy: 0.9656 - dice_coef: 0.7973 - precision_m: 0.7543 - recall_m: 0.8535 - f1_m: 0.7973 - iou_m: 0.6678 50/53 [===========================>..] - ETA: 0s - loss: 0.5279 - accuracy: 0.9660 - dice_coef: 0.7966 - precision_m: 0.7532 - recall_m: 0.8530 - f1_m: 0.7966 - iou_m: 0.6667 52/53 [============================>.] - ETA: 0s - loss: 0.5292 - accuracy: 0.9661 - dice_coef: 0.7963 - precision_m: 0.7557 - recall_m: 0.8501 - f1_m: 0.7963 - iou_m: 0.6661 Epoch 34: val_dice_coef did not improve from 0.77002  53/53 [==============================] - 4s 70ms/step - loss: 0.5270 - accuracy: 0.9663 - dice_coef: 0.7970 - precision_m: 0.7576 - recall_m: 0.8493 - f1_m: 0.7970 - iou_m: 0.6670 - val_loss: 0.5781 - val_accuracy: 0.9592 - val_dice_coef: 0.7586 - val_precision_m: 0.7483 - val_recall_m: 0.7739 - val_f1_m: 0.7586 - val_iou_m: 0.6140 - lr: 1.0000e-04 Epoch 35/100 1/53 [..............................] - ETA: 5s - loss: 0.6618 - accuracy: 0.9348 - dice_coef: 0.7077 - precision_m: 0.6987 - recall_m: 0.7168 - f1_m: 0.7077 - iou_m: 0.5476 3/53 [>.............................] - ETA: 2s - loss: 0.5291 - accuracy: 0.9569 - dice_coef: 0.7869 - precision_m: 0.7873 - recall_m: 0.7881 - f1_m: 0.7869 - iou_m: 0.6526 5/53 [=>............................] - ETA: 2s - loss: 0.5110 - accuracy: 0.9676 - dice_coef: 0.7976 - precision_m: 0.7728 - recall_m: 0.8280 - f1_m: 0.7976 - iou_m: 0.6660 7/53 [==>...........................] - ETA: 2s - loss: 0.5051 - accuracy: 0.9679 - dice_coef: 0.8095 - precision_m: 0.7900 - recall_m: 0.8331 - f1_m: 0.8095 - iou_m: 0.6825 8/53 [===>..........................] - ETA: 2s - loss: 0.5095 - accuracy: 0.9667 - dice_coef: 0.8074 - precision_m: 0.7905 - recall_m: 0.8279 - f1_m: 0.8074 - iou_m: 0.6793 9/53 [====>.........................] - ETA: 2s - loss: 0.5080 - accuracy: 0.9649 - dice_coef: 0.8043 - precision_m: 0.7800 - recall_m: 0.8343 - f1_m: 0.8043 - iou_m: 0.6748 10/53 [====>.........................] - ETA: 2s - loss: 0.5159 - accuracy: 0.9639 - dice_coef: 0.7979 - precision_m: 0.7688 - recall_m: 0.8339 - f1_m: 0.7979 - iou_m: 0.6660 11/53 [=====>........................] - ETA: 2s - loss: 0.5275 - accuracy: 0.9613 - dice_coef: 0.7936 - precision_m: 0.7633 - recall_m: 0.8306 - f1_m: 0.7936 - iou_m: 0.6601 12/53 [=====>........................] - ETA: 2s - loss: 0.5256 - accuracy: 0.9612 - dice_coef: 0.7973 - precision_m: 0.7683 - recall_m: 0.8324 - f1_m: 0.7973 - iou_m: 0.6651 13/53 [======>.......................] - ETA: 2s - loss: 0.5340 - accuracy: 0.9599 - dice_coef: 0.7916 - precision_m: 0.7600 - recall_m: 0.8300 - f1_m: 0.7916 - iou_m: 0.6576 14/53 [======>.......................] - ETA: 2s - loss: 0.5244 - accuracy: 0.9616 - dice_coef: 0.7972 - precision_m: 0.7640 - recall_m: 0.8372 - f1_m: 0.7972 - iou_m: 0.6656 16/53 [========>.....................] - ETA: 2s - loss: 0.5178 - accuracy: 0.9634 - dice_coef: 0.8016 - precision_m: 0.7632 - recall_m: 0.8480 - f1_m: 0.8016 - iou_m: 0.6715 18/53 [=========>....................] - ETA: 1s - loss: 0.5152 - accuracy: 0.9654 - dice_coef: 0.8030 - precision_m: 0.7598 - recall_m: 0.8557 - f1_m: 0.8030 - iou_m: 0.6732 19/53 [=========>....................] - ETA: 1s - loss: 0.5141 - accuracy: 0.9656 - dice_coef: 0.8045 - precision_m: 0.7649 - recall_m: 0.8531 - f1_m: 0.8045 - iou_m: 0.6752 20/53 [==========>...................] - ETA: 1s - loss: 0.5158 - accuracy: 0.9658 - dice_coef: 0.8047 - precision_m: 0.7640 - recall_m: 0.8546 - f1_m: 0.8047 - iou_m: 0.6754 21/53 [==========>...................] - ETA: 1s - loss: 0.5142 - accuracy: 0.9655 - dice_coef: 0.8045 - precision_m: 0.7686 - recall_m: 0.8497 - f1_m: 0.8045 - iou_m: 0.6751 23/53 [============>.................] - ETA: 1s - loss: 0.5168 - accuracy: 0.9663 - dice_coef: 0.8043 - precision_m: 0.7672 - recall_m: 0.8505 - f1_m: 0.8043 - iou_m: 0.6747 25/53 [=============>................] - ETA: 1s - loss: 0.5125 - accuracy: 0.9669 - dice_coef: 0.8071 - precision_m: 0.7699 - recall_m: 0.8529 - f1_m: 0.8071 - iou_m: 0.6787 27/53 [==============>...............] - ETA: 1s - loss: 0.5172 - accuracy: 0.9665 - dice_coef: 0.8048 - precision_m: 0.7652 - recall_m: 0.8536 - f1_m: 0.8048 - iou_m: 0.6754 29/53 [===============>..............] - ETA: 1s - loss: 0.5156 - accuracy: 0.9666 - dice_coef: 0.8052 - precision_m: 0.7652 - recall_m: 0.8542 - f1_m: 0.8052 - iou_m: 0.6760 31/53 [================>.............] - ETA: 1s - loss: 0.5151 - accuracy: 0.9676 - dice_coef: 0.8062 - precision_m: 0.7642 - recall_m: 0.8575 - f1_m: 0.8062 - iou_m: 0.6772 33/53 [=================>............] - ETA: 1s - loss: 0.5163 - accuracy: 0.9675 - dice_coef: 0.8045 - precision_m: 0.7615 - recall_m: 0.8570 - f1_m: 0.8045 - iou_m: 0.6749 35/53 [==================>...........] - ETA: 0s - loss: 0.5143 - accuracy: 0.9681 - dice_coef: 0.8062 - precision_m: 0.7632 - recall_m: 0.8584 - f1_m: 0.8062 - iou_m: 0.6773 37/53 [===================>..........] - ETA: 0s - loss: 0.5107 - accuracy: 0.9687 - dice_coef: 0.8077 - precision_m: 0.7646 - recall_m: 0.8598 - f1_m: 0.8077 - iou_m: 0.6793 39/53 [=====================>........] - ETA: 0s - loss: 0.5110 - accuracy: 0.9681 - dice_coef: 0.8059 - precision_m: 0.7644 - recall_m: 0.8560 - f1_m: 0.8059 - iou_m: 0.6769 41/53 [======================>.......] - ETA: 0s - loss: 0.5098 - accuracy: 0.9681 - dice_coef: 0.8059 - precision_m: 0.7637 - recall_m: 0.8569 - f1_m: 0.8059 - iou_m: 0.6768 42/53 [======================>.......] - ETA: 0s - loss: 0.5098 - accuracy: 0.9687 - dice_coef: 0.8065 - precision_m: 0.7632 - recall_m: 0.8589 - f1_m: 0.8065 - iou_m: 0.6777 44/53 [=======================>......] - ETA: 0s - loss: 0.5143 - accuracy: 0.9681 - dice_coef: 0.8013 - precision_m: 0.7592 - recall_m: 0.8525 - f1_m: 0.8013 - iou_m: 0.6719 46/53 [=========================>....] - ETA: 0s - loss: 0.5132 - accuracy: 0.9684 - dice_coef: 0.8027 - precision_m: 0.7613 - recall_m: 0.8529 - f1_m: 0.8027 - iou_m: 0.6738 48/53 [==========================>...] - ETA: 0s - loss: 0.5163 - accuracy: 0.9680 - dice_coef: 0.8005 - precision_m: 0.7585 - recall_m: 0.8514 - f1_m: 0.8005 - iou_m: 0.6710 50/53 [===========================>..] - ETA: 0s - loss: 0.5181 - accuracy: 0.9675 - dice_coef: 0.8001 - precision_m: 0.7601 - recall_m: 0.8489 - f1_m: 0.8001 - iou_m: 0.6702 52/53 [============================>.] - ETA: 0s - loss: 0.5191 - accuracy: 0.9670 - dice_coef: 0.8007 - precision_m: 0.7637 - recall_m: 0.8466 - f1_m: 0.8007 - iou_m: 0.6712 53/53 [==============================] - ETA: 0s - loss: 0.5182 - accuracy: 0.9670 - dice_coef: 0.8011 - precision_m: 0.7649 - recall_m: 0.8460 - f1_m: 0.8011 - iou_m: 0.6717 Epoch 35: val_dice_coef did not improve from 0.77002  53/53 [==============================] - 3s 58ms/step - loss: 0.5182 - accuracy: 0.9670 - dice_coef: 0.8011 - precision_m: 0.7649 - recall_m: 0.8460 - f1_m: 0.8011 - iou_m: 0.6717 - val_loss: 0.5481 - val_accuracy: 0.9591 - val_dice_coef: 0.7691 - val_precision_m: 0.7239 - val_recall_m: 0.8251 - val_f1_m: 0.7691 - val_iou_m: 0.6269 - lr: 1.0000e-04 Epoch 36/100 1/53 [..............................] - ETA: 5s - loss: 0.4638 - accuracy: 0.9793 - dice_coef: 0.8466 - precision_m: 0.7928 - recall_m: 0.9082 - f1_m: 0.8466 - iou_m: 0.7340 3/53 [>.............................] - ETA: 2s - loss: 0.5192 - accuracy: 0.9701 - dice_coef: 0.7963 - precision_m: 0.7303 - recall_m: 0.8765 - f1_m: 0.7963 - iou_m: 0.6632 5/53 [=>............................] - ETA: 2s - loss: 0.4960 - accuracy: 0.9708 - dice_coef: 0.8033 - precision_m: 0.7507 - recall_m: 0.8664 - f1_m: 0.8033 - iou_m: 0.6729 7/53 [==>...........................] - ETA: 1s - loss: 0.4857 - accuracy: 0.9714 - dice_coef: 0.8101 - precision_m: 0.7720 - recall_m: 0.8593 - f1_m: 0.8101 - iou_m: 0.6822 9/53 [====>.........................] - ETA: 1s - loss: 0.4894 - accuracy: 0.9730 - dice_coef: 0.8106 - precision_m: 0.7641 - recall_m: 0.8717 - f1_m: 0.8106 - iou_m: 0.6831 11/53 [=====>........................] - ETA: 1s - loss: 0.4936 - accuracy: 0.9707 - dice_coef: 0.8086 - precision_m: 0.7597 - recall_m: 0.8729 - f1_m: 0.8086 - iou_m: 0.6804 13/53 [======>.......................] - ETA: 1s - loss: 0.4937 - accuracy: 0.9700 - dice_coef: 0.8042 - precision_m: 0.7553 - recall_m: 0.8673 - f1_m: 0.8042 - iou_m: 0.6743 15/53 [=======>......................] - ETA: 1s - loss: 0.4963 - accuracy: 0.9695 - dice_coef: 0.8041 - precision_m: 0.7598 - recall_m: 0.8619 - f1_m: 0.8041 - iou_m: 0.6739 17/53 [========>.....................] - ETA: 1s - loss: 0.5052 - accuracy: 0.9672 - dice_coef: 0.7984 - precision_m: 0.7594 - recall_m: 0.8498 - f1_m: 0.7984 - iou_m: 0.6664 19/53 [=========>....................] - ETA: 1s - loss: 0.5008 - accuracy: 0.9677 - dice_coef: 0.7981 - precision_m: 0.7562 - recall_m: 0.8525 - f1_m: 0.7981 - iou_m: 0.6658 21/53 [==========>...................] - ETA: 1s - loss: 0.4998 - accuracy: 0.9669 - dice_coef: 0.8001 - precision_m: 0.7648 - recall_m: 0.8473 - f1_m: 0.8001 - iou_m: 0.6686 23/53 [============>.................] - ETA: 1s - loss: 0.5006 - accuracy: 0.9672 - dice_coef: 0.8006 - precision_m: 0.7643 - recall_m: 0.8486 - f1_m: 0.8006 - iou_m: 0.6693 25/53 [=============>................] - ETA: 1s - loss: 0.4978 - accuracy: 0.9671 - dice_coef: 0.8036 - precision_m: 0.7665 - recall_m: 0.8520 - f1_m: 0.8036 - iou_m: 0.6734 27/53 [==============>...............] - ETA: 1s - loss: 0.4936 - accuracy: 0.9675 - dice_coef: 0.8067 - precision_m: 0.7683 - recall_m: 0.8562 - f1_m: 0.8067 - iou_m: 0.6778 29/53 [===============>..............] - ETA: 1s - loss: 0.4945 - accuracy: 0.9681 - dice_coef: 0.8070 - precision_m: 0.7666 - recall_m: 0.8586 - f1_m: 0.8070 - iou_m: 0.6781 31/53 [================>.............] - ETA: 0s - loss: 0.4993 - accuracy: 0.9670 - dice_coef: 0.8018 - precision_m: 0.7609 - recall_m: 0.8538 - f1_m: 0.8018 - iou_m: 0.6712 33/53 [=================>............] - ETA: 0s - loss: 0.4972 - accuracy: 0.9675 - dice_coef: 0.8028 - precision_m: 0.7629 - recall_m: 0.8537 - f1_m: 0.8028 - iou_m: 0.6725 35/53 [==================>...........] - ETA: 0s - loss: 0.4990 - accuracy: 0.9670 - dice_coef: 0.8037 - precision_m: 0.7665 - recall_m: 0.8513 - f1_m: 0.8037 - iou_m: 0.6737 37/53 [===================>..........] - ETA: 0s - loss: 0.4946 - accuracy: 0.9678 - dice_coef: 0.8057 - precision_m: 0.7686 - recall_m: 0.8530 - f1_m: 0.8057 - iou_m: 0.6766 39/53 [=====================>........] - ETA: 0s - loss: 0.4916 - accuracy: 0.9684 - dice_coef: 0.8068 - precision_m: 0.7691 - recall_m: 0.8545 - f1_m: 0.8068 - iou_m: 0.6780 41/53 [======================>.......] - ETA: 0s - loss: 0.4983 - accuracy: 0.9670 - dice_coef: 0.8030 - precision_m: 0.7675 - recall_m: 0.8482 - f1_m: 0.8030 - iou_m: 0.6730 43/53 [=======================>......] - ETA: 0s - loss: 0.4948 - accuracy: 0.9679 - dice_coef: 0.8055 - precision_m: 0.7696 - recall_m: 0.8509 - f1_m: 0.8055 - iou_m: 0.6765 44/53 [=======================>......] - ETA: 0s - loss: 0.4949 - accuracy: 0.9679 - dice_coef: 0.8048 - precision_m: 0.7681 - recall_m: 0.8511 - f1_m: 0.8048 - iou_m: 0.6755 45/53 [========================>.....] - ETA: 0s - loss: 0.4945 - accuracy: 0.9681 - dice_coef: 0.8048 - precision_m: 0.7667 - recall_m: 0.8530 - f1_m: 0.8048 - iou_m: 0.6754 47/53 [=========================>....] - ETA: 0s - loss: 0.4962 - accuracy: 0.9686 - dice_coef: 0.8044 - precision_m: 0.7661 - recall_m: 0.8531 - f1_m: 0.8044 - iou_m: 0.6751 49/53 [==========================>...] - ETA: 0s - loss: 0.4959 - accuracy: 0.9691 - dice_coef: 0.8052 - precision_m: 0.7674 - recall_m: 0.8533 - f1_m: 0.8052 - iou_m: 0.6762 51/53 [===========================>..] - ETA: 0s - loss: 0.4955 - accuracy: 0.9695 - dice_coef: 0.8059 - precision_m: 0.7683 - recall_m: 0.8541 - f1_m: 0.8059 - iou_m: 0.6772 52/53 [============================>.] - ETA: 0s - loss: 0.4982 - accuracy: 0.9687 - dice_coef: 0.8045 - precision_m: 0.7673 - recall_m: 0.8521 - f1_m: 0.8045 - iou_m: 0.6753 Epoch 36: val_dice_coef did not improve from 0.77002  53/53 [==============================] - 3s 52ms/step - loss: 0.5000 - accuracy: 0.9685 - dice_coef: 0.8046 - precision_m: 0.7692 - recall_m: 0.8504 - f1_m: 0.8046 - iou_m: 0.6754 - val_loss: 0.5251 - val_accuracy: 0.9608 - val_dice_coef: 0.7678 - val_precision_m: 0.7378 - val_recall_m: 0.8034 - val_f1_m: 0.7678 - val_iou_m: 0.6260 - lr: 1.0000e-04 Epoch 37/100 1/53 [..............................] - ETA: 6s - loss: 0.4963 - accuracy: 0.9559 - dice_coef: 0.8000 - precision_m: 0.7758 - recall_m: 0.8258 - f1_m: 0.8000 - iou_m: 0.6667 3/53 [>.............................] - ETA: 1s - loss: 0.4881 - accuracy: 0.9662 - dice_coef: 0.8073 - precision_m: 0.7509 - recall_m: 0.8750 - f1_m: 0.8073 - iou_m: 0.6769 4/53 [=>............................] - ETA: 2s - loss: 0.4962 - accuracy: 0.9617 - dice_coef: 0.8036 - precision_m: 0.7482 - recall_m: 0.8695 - f1_m: 0.8036 - iou_m: 0.6718 6/53 [==>...........................] - ETA: 2s - loss: 0.4950 - accuracy: 0.9652 - dice_coef: 0.7985 - precision_m: 0.7408 - recall_m: 0.8690 - f1_m: 0.7985 - iou_m: 0.6657 8/53 [===>..........................] - ETA: 2s - loss: 0.5120 - accuracy: 0.9592 - dice_coef: 0.7945 - precision_m: 0.7514 - recall_m: 0.8498 - f1_m: 0.7945 - iou_m: 0.6604 10/53 [====>.........................] - ETA: 2s - loss: 0.5072 - accuracy: 0.9594 - dice_coef: 0.7909 - precision_m: 0.7491 - recall_m: 0.8434 - f1_m: 0.7909 - iou_m: 0.6555 11/53 [=====>........................] - ETA: 2s - loss: 0.5170 - accuracy: 0.9568 - dice_coef: 0.7873 - precision_m: 0.7448 - recall_m: 0.8400 - f1_m: 0.7873 - iou_m: 0.6506 12/53 [=====>........................] - ETA: 2s - loss: 0.5168 - accuracy: 0.9573 - dice_coef: 0.7908 - precision_m: 0.7566 - recall_m: 0.8350 - f1_m: 0.7908 - iou_m: 0.6554 14/53 [======>.......................] - ETA: 1s - loss: 0.5134 - accuracy: 0.9576 - dice_coef: 0.7937 - precision_m: 0.7643 - recall_m: 0.8324 - f1_m: 0.7937 - iou_m: 0.6594 16/53 [========>.....................] - ETA: 1s - loss: 0.5073 - accuracy: 0.9606 - dice_coef: 0.7947 - precision_m: 0.7581 - recall_m: 0.8427 - f1_m: 0.7947 - iou_m: 0.6607 18/53 [=========>....................] - ETA: 1s - loss: 0.5099 - accuracy: 0.9599 - dice_coef: 0.7923 - precision_m: 0.7537 - recall_m: 0.8420 - f1_m: 0.7923 - iou_m: 0.6573 20/53 [==========>...................] - ETA: 1s - loss: 0.5083 - accuracy: 0.9617 - dice_coef: 0.7947 - precision_m: 0.7554 - recall_m: 0.8454 - f1_m: 0.7947 - iou_m: 0.6607 21/53 [==========>...................] - ETA: 1s - loss: 0.5069 - accuracy: 0.9629 - dice_coef: 0.7964 - precision_m: 0.7546 - recall_m: 0.8499 - f1_m: 0.7964 - iou_m: 0.6629 22/53 [===========>..................] - ETA: 1s - loss: 0.5074 - accuracy: 0.9637 - dice_coef: 0.7954 - precision_m: 0.7505 - recall_m: 0.8536 - f1_m: 0.7954 - iou_m: 0.6616 24/53 [============>.................] - ETA: 1s - loss: 0.5005 - accuracy: 0.9653 - dice_coef: 0.7999 - precision_m: 0.7538 - recall_m: 0.8589 - f1_m: 0.7999 - iou_m: 0.6679 26/53 [=============>................] - ETA: 1s - loss: 0.4952 - accuracy: 0.9658 - dice_coef: 0.8031 - precision_m: 0.7579 - recall_m: 0.8607 - f1_m: 0.8031 - iou_m: 0.6726 28/53 [==============>...............] - ETA: 1s - loss: 0.5003 - accuracy: 0.9658 - dice_coef: 0.8001 - precision_m: 0.7525 - recall_m: 0.8619 - f1_m: 0.8001 - iou_m: 0.6685 29/53 [===============>..............] - ETA: 1s - loss: 0.4996 - accuracy: 0.9660 - dice_coef: 0.8027 - precision_m: 0.7577 - recall_m: 0.8615 - f1_m: 0.8027 - iou_m: 0.6723 30/53 [===============>..............] - ETA: 1s - loss: 0.4996 - accuracy: 0.9662 - dice_coef: 0.8025 - precision_m: 0.7564 - recall_m: 0.8625 - f1_m: 0.8025 - iou_m: 0.6720 32/53 [=================>............] - ETA: 1s - loss: 0.5026 - accuracy: 0.9659 - dice_coef: 0.8017 - precision_m: 0.7596 - recall_m: 0.8574 - f1_m: 0.8017 - iou_m: 0.6708 33/53 [=================>............] - ETA: 0s - loss: 0.4993 - accuracy: 0.9661 - dice_coef: 0.8039 - precision_m: 0.7635 - recall_m: 0.8575 - f1_m: 0.8039 - iou_m: 0.6741 35/53 [==================>...........] - ETA: 0s - loss: 0.4972 - accuracy: 0.9666 - dice_coef: 0.8054 - precision_m: 0.7649 - recall_m: 0.8586 - f1_m: 0.8054 - iou_m: 0.6760 37/53 [===================>..........] - ETA: 0s - loss: 0.4967 - accuracy: 0.9669 - dice_coef: 0.8040 - precision_m: 0.7617 - recall_m: 0.8594 - f1_m: 0.8040 - iou_m: 0.6741 38/53 [====================>.........] - ETA: 0s - loss: 0.4951 - accuracy: 0.9669 - dice_coef: 0.8048 - precision_m: 0.7614 - recall_m: 0.8616 - f1_m: 0.8048 - iou_m: 0.6752 39/53 [=====================>........] - ETA: 0s - loss: 0.4952 - accuracy: 0.9668 - dice_coef: 0.8045 - precision_m: 0.7608 - recall_m: 0.8614 - f1_m: 0.8045 - iou_m: 0.6747 41/53 [======================>.......] - ETA: 0s - loss: 0.4961 - accuracy: 0.9669 - dice_coef: 0.8053 - precision_m: 0.7631 - recall_m: 0.8602 - f1_m: 0.8053 - iou_m: 0.6759 42/53 [======================>.......] - ETA: 0s - loss: 0.4965 - accuracy: 0.9674 - dice_coef: 0.8059 - precision_m: 0.7632 - recall_m: 0.8614 - f1_m: 0.8059 - iou_m: 0.6767 43/53 [=======================>......] - ETA: 0s - loss: 0.4954 - accuracy: 0.9674 - dice_coef: 0.8057 - precision_m: 0.7629 - recall_m: 0.8611 - f1_m: 0.8057 - iou_m: 0.6764 44/53 [=======================>......] - ETA: 0s - loss: 0.4941 - accuracy: 0.9677 - dice_coef: 0.8061 - precision_m: 0.7627 - recall_m: 0.8621 - f1_m: 0.8061 - iou_m: 0.6769 45/53 [========================>.....] - ETA: 0s - loss: 0.4931 - accuracy: 0.9680 - dice_coef: 0.8062 - precision_m: 0.7640 - recall_m: 0.8606 - f1_m: 0.8062 - iou_m: 0.6769 47/53 [=========================>....] - ETA: 0s - loss: 0.4916 - accuracy: 0.9682 - dice_coef: 0.8057 - precision_m: 0.7643 - recall_m: 0.8592 - f1_m: 0.8057 - iou_m: 0.6763 48/53 [==========================>...] - ETA: 0s - loss: 0.4968 - accuracy: 0.9678 - dice_coef: 0.8027 - precision_m: 0.7642 - recall_m: 0.8535 - f1_m: 0.8027 - iou_m: 0.6725 50/53 [===========================>..] - ETA: 0s - loss: 0.4956 - accuracy: 0.9673 - dice_coef: 0.8030 - precision_m: 0.7684 - recall_m: 0.8501 - f1_m: 0.8030 - iou_m: 0.6728 52/53 [============================>.] - ETA: 0s - loss: 0.4932 - accuracy: 0.9674 - dice_coef: 0.8038 - precision_m: 0.7676 - recall_m: 0.8527 - f1_m: 0.8038 - iou_m: 0.6739 Epoch 37: val_dice_coef did not improve from 0.77002  53/53 [==============================] - 3s 58ms/step - loss: 0.4922 - accuracy: 0.9676 - dice_coef: 0.8041 - precision_m: 0.7673 - recall_m: 0.8536 - f1_m: 0.8041 - iou_m: 0.6743 - val_loss: 0.5419 - val_accuracy: 0.9579 - val_dice_coef: 0.7661 - val_precision_m: 0.7104 - val_recall_m: 0.8358 - val_f1_m: 0.7661 - val_iou_m: 0.6238 - lr: 1.0000e-04 Epoch 38/100 1/53 [..............................] - ETA: 5s - loss: 0.4696 - accuracy: 0.9665 - dice_coef: 0.8316 - precision_m: 0.7558 - recall_m: 0.9243 - f1_m: 0.8316 - iou_m: 0.7117 2/53 [>.............................] - ETA: 3s - loss: 0.4709 - accuracy: 0.9645 - dice_coef: 0.8370 - precision_m: 0.7743 - recall_m: 0.9113 - f1_m: 0.8370 - iou_m: 0.7197 4/53 [=>............................] - ETA: 2s - loss: 0.4757 - accuracy: 0.9732 - dice_coef: 0.8190 - precision_m: 0.7445 - recall_m: 0.9134 - f1_m: 0.8190 - iou_m: 0.6953 6/53 [==>...........................] - ETA: 2s - loss: 0.4781 - accuracy: 0.9746 - dice_coef: 0.8160 - precision_m: 0.7418 - recall_m: 0.9093 - f1_m: 0.8160 - iou_m: 0.6904 8/53 [===>..........................] - ETA: 2s - loss: 0.4998 - accuracy: 0.9681 - dice_coef: 0.7833 - precision_m: 0.7126 - recall_m: 0.8762 - f1_m: 0.7833 - iou_m: 0.6481 10/53 [====>.........................] - ETA: 1s - loss: 0.5014 - accuracy: 0.9687 - dice_coef: 0.7850 - precision_m: 0.7282 - recall_m: 0.8633 - f1_m: 0.7850 - iou_m: 0.6496 12/53 [=====>........................] - ETA: 1s - loss: 0.4944 - accuracy: 0.9684 - dice_coef: 0.7881 - precision_m: 0.7354 - recall_m: 0.8597 - f1_m: 0.7881 - iou_m: 0.6534 14/53 [======>.......................] - ETA: 1s - loss: 0.5031 - accuracy: 0.9649 - dice_coef: 0.7854 - precision_m: 0.7346 - recall_m: 0.8541 - f1_m: 0.7854 - iou_m: 0.6494 16/53 [========>.....................] - ETA: 1s - loss: 0.5097 - accuracy: 0.9642 - dice_coef: 0.7818 - precision_m: 0.7325 - recall_m: 0.8489 - f1_m: 0.7818 - iou_m: 0.6444 18/53 [=========>....................] - ETA: 1s - loss: 0.5036 - accuracy: 0.9653 - dice_coef: 0.7826 - precision_m: 0.7300 - recall_m: 0.8557 - f1_m: 0.7826 - iou_m: 0.6460 20/53 [==========>...................] - ETA: 1s - loss: 0.4985 - accuracy: 0.9658 - dice_coef: 0.7864 - precision_m: 0.7394 - recall_m: 0.8519 - f1_m: 0.7864 - iou_m: 0.6509 22/53 [===========>..................] - ETA: 1s - loss: 0.4952 - accuracy: 0.9662 - dice_coef: 0.7935 - precision_m: 0.7499 - recall_m: 0.8540 - f1_m: 0.7935 - iou_m: 0.6611 23/53 [============>.................] - ETA: 1s - loss: 0.4938 - accuracy: 0.9664 - dice_coef: 0.7938 - precision_m: 0.7498 - recall_m: 0.8542 - f1_m: 0.7938 - iou_m: 0.6613 25/53 [=============>................] - ETA: 1s - loss: 0.4896 - accuracy: 0.9669 - dice_coef: 0.7978 - precision_m: 0.7545 - recall_m: 0.8566 - f1_m: 0.7978 - iou_m: 0.6669 27/53 [==============>...............] - ETA: 1s - loss: 0.4844 - accuracy: 0.9678 - dice_coef: 0.8005 - precision_m: 0.7572 - recall_m: 0.8588 - f1_m: 0.8005 - iou_m: 0.6706 29/53 [===============>..............] - ETA: 1s - loss: 0.4838 - accuracy: 0.9687 - dice_coef: 0.8009 - precision_m: 0.7569 - recall_m: 0.8595 - f1_m: 0.8009 - iou_m: 0.6711 30/53 [===============>..............] - ETA: 1s - loss: 0.4827 - accuracy: 0.9692 - dice_coef: 0.8014 - precision_m: 0.7560 - recall_m: 0.8617 - f1_m: 0.8014 - iou_m: 0.6716 32/53 [=================>............] - ETA: 0s - loss: 0.4833 - accuracy: 0.9692 - dice_coef: 0.8026 - precision_m: 0.7577 - recall_m: 0.8619 - f1_m: 0.8026 - iou_m: 0.6732 34/53 [==================>...........] - ETA: 0s - loss: 0.4848 - accuracy: 0.9698 - dice_coef: 0.8029 - precision_m: 0.7559 - recall_m: 0.8645 - f1_m: 0.8029 - iou_m: 0.6734 36/53 [===================>..........] - ETA: 0s - loss: 0.4823 - accuracy: 0.9699 - dice_coef: 0.8051 - precision_m: 0.7592 - recall_m: 0.8649 - f1_m: 0.8051 - iou_m: 0.6764 37/53 [===================>..........] - ETA: 0s - loss: 0.4812 - accuracy: 0.9705 - dice_coef: 0.8067 - precision_m: 0.7621 - recall_m: 0.8649 - f1_m: 0.8067 - iou_m: 0.6788 39/53 [=====================>........] - ETA: 0s - loss: 0.4804 - accuracy: 0.9708 - dice_coef: 0.8062 - precision_m: 0.7612 - recall_m: 0.8647 - f1_m: 0.8062 - iou_m: 0.6781 41/53 [======================>.......] - ETA: 0s - loss: 0.4820 - accuracy: 0.9700 - dice_coef: 0.8052 - precision_m: 0.7627 - recall_m: 0.8606 - f1_m: 0.8052 - iou_m: 0.6766 43/53 [=======================>......] - ETA: 0s - loss: 0.4837 - accuracy: 0.9694 - dice_coef: 0.8050 - precision_m: 0.7642 - recall_m: 0.8583 - f1_m: 0.8050 - iou_m: 0.6763 45/53 [========================>.....] - ETA: 0s - loss: 0.4825 - accuracy: 0.9690 - dice_coef: 0.8071 - precision_m: 0.7676 - recall_m: 0.8585 - f1_m: 0.8071 - iou_m: 0.6791 46/53 [=========================>....] - ETA: 0s - loss: 0.4833 - accuracy: 0.9690 - dice_coef: 0.8063 - precision_m: 0.7682 - recall_m: 0.8560 - f1_m: 0.8063 - iou_m: 0.6780 48/53 [==========================>...] - ETA: 0s - loss: 0.4861 - accuracy: 0.9683 - dice_coef: 0.8049 - precision_m: 0.7669 - recall_m: 0.8543 - f1_m: 0.8049 - iou_m: 0.6761 50/53 [===========================>..] - ETA: 0s - loss: 0.4828 - accuracy: 0.9689 - dice_coef: 0.8063 - precision_m: 0.7685 - recall_m: 0.8552 - f1_m: 0.8063 - iou_m: 0.6781 52/53 [============================>.] - ETA: 0s - loss: 0.4867 - accuracy: 0.9678 - dice_coef: 0.8047 - precision_m: 0.7667 - recall_m: 0.8535 - f1_m: 0.8047 - iou_m: 0.6758 Epoch 38: val_dice_coef did not improve from 0.77002  53/53 [==============================] - 3s 54ms/step - loss: 0.4885 - accuracy: 0.9673 - dice_coef: 0.8035 - precision_m: 0.7654 - recall_m: 0.8524 - f1_m: 0.8035 - iou_m: 0.6742 - val_loss: 0.5290 - val_accuracy: 0.9592 - val_dice_coef: 0.7635 - val_precision_m: 0.7353 - val_recall_m: 0.7989 - val_f1_m: 0.7635 - val_iou_m: 0.6202 - lr: 1.0000e-04 Epoch 39/100 1/53 [..............................] - ETA: 4s - loss: 0.3851 - accuracy: 0.9717 - dice_coef: 0.8626 - precision_m: 0.8235 - recall_m: 0.9056 - f1_m: 0.8626 - iou_m: 0.7584 3/53 [>.............................] - ETA: 3s - loss: 0.4323 - accuracy: 0.9738 - dice_coef: 0.8260 - precision_m: 0.7653 - recall_m: 0.8982 - f1_m: 0.8260 - iou_m: 0.7045 4/53 [=>............................] - ETA: 3s - loss: 0.4170 - accuracy: 0.9747 - dice_coef: 0.8346 - precision_m: 0.7815 - recall_m: 0.8969 - f1_m: 0.8346 - iou_m: 0.7171 6/53 [==>...........................] - ETA: 2s - loss: 0.4243 - accuracy: 0.9732 - dice_coef: 0.8331 - precision_m: 0.7834 - recall_m: 0.8910 - f1_m: 0.8331 - iou_m: 0.7146 8/53 [===>..........................] - ETA: 2s - loss: 0.4600 - accuracy: 0.9672 - dice_coef: 0.8157 - precision_m: 0.7777 - recall_m: 0.8603 - f1_m: 0.8157 - iou_m: 0.6908 9/53 [====>.........................] - ETA: 2s - loss: 0.4589 - accuracy: 0.9664 - dice_coef: 0.8164 - precision_m: 0.7810 - recall_m: 0.8579 - f1_m: 0.8164 - iou_m: 0.6917 11/53 [=====>........................] - ETA: 2s - loss: 0.4518 - accuracy: 0.9704 - dice_coef: 0.8264 - precision_m: 0.7888 - recall_m: 0.8699 - f1_m: 0.8264 - iou_m: 0.7062 12/53 [=====>........................] - ETA: 2s - loss: 0.4485 - accuracy: 0.9710 - dice_coef: 0.8297 - precision_m: 0.7935 - recall_m: 0.8714 - f1_m: 0.8297 - iou_m: 0.7110 14/53 [======>.......................] - ETA: 1s - loss: 0.4575 - accuracy: 0.9701 - dice_coef: 0.8288 - precision_m: 0.7999 - recall_m: 0.8627 - f1_m: 0.8288 - iou_m: 0.7094 15/53 [=======>......................] - ETA: 1s - loss: 0.4630 - accuracy: 0.9699 - dice_coef: 0.8256 - precision_m: 0.7971 - recall_m: 0.8591 - f1_m: 0.8256 - iou_m: 0.7049 17/53 [========>.....................] - ETA: 1s - loss: 0.4638 - accuracy: 0.9693 - dice_coef: 0.8225 - precision_m: 0.7954 - recall_m: 0.8539 - f1_m: 0.8225 - iou_m: 0.7002 19/53 [=========>....................] - ETA: 1s - loss: 0.4679 - accuracy: 0.9688 - dice_coef: 0.8201 - precision_m: 0.7964 - recall_m: 0.8484 - f1_m: 0.8201 - iou_m: 0.6972 21/53 [==========>...................] - ETA: 1s - loss: 0.4693 - accuracy: 0.9689 - dice_coef: 0.8185 - precision_m: 0.7919 - recall_m: 0.8502 - f1_m: 0.8185 - iou_m: 0.6947 23/53 [============>.................] - ETA: 1s - loss: 0.4738 - accuracy: 0.9678 - dice_coef: 0.8157 - precision_m: 0.7903 - recall_m: 0.8459 - f1_m: 0.8157 - iou_m: 0.6907 24/53 [============>.................] - ETA: 1s - loss: 0.4831 - accuracy: 0.9656 - dice_coef: 0.8141 - precision_m: 0.7941 - recall_m: 0.8395 - f1_m: 0.8141 - iou_m: 0.6884 26/53 [=============>................] - ETA: 1s - loss: 0.4839 - accuracy: 0.9655 - dice_coef: 0.8145 - precision_m: 0.7930 - recall_m: 0.8416 - f1_m: 0.8145 - iou_m: 0.6889 28/53 [==============>...............] - ETA: 1s - loss: 0.4804 - accuracy: 0.9661 - dice_coef: 0.8147 - precision_m: 0.7913 - recall_m: 0.8437 - f1_m: 0.8147 - iou_m: 0.6891 30/53 [===============>..............] - ETA: 1s - loss: 0.4847 - accuracy: 0.9661 - dice_coef: 0.8124 - precision_m: 0.7848 - recall_m: 0.8468 - f1_m: 0.8124 - iou_m: 0.6858 31/53 [================>.............] - ETA: 1s - loss: 0.4819 - accuracy: 0.9668 - dice_coef: 0.8138 - precision_m: 0.7856 - recall_m: 0.8488 - f1_m: 0.8138 - iou_m: 0.6879 32/53 [=================>............] - ETA: 1s - loss: 0.4818 - accuracy: 0.9664 - dice_coef: 0.8140 - precision_m: 0.7857 - recall_m: 0.8490 - f1_m: 0.8140 - iou_m: 0.6881 34/53 [==================>...........] - ETA: 0s - loss: 0.4779 - accuracy: 0.9673 - dice_coef: 0.8164 - precision_m: 0.7873 - recall_m: 0.8523 - f1_m: 0.8164 - iou_m: 0.6915 36/53 [===================>..........] - ETA: 0s - loss: 0.4747 - accuracy: 0.9681 - dice_coef: 0.8176 - precision_m: 0.7868 - recall_m: 0.8554 - f1_m: 0.8176 - iou_m: 0.6931 38/53 [====================>.........] - ETA: 0s - loss: 0.4772 - accuracy: 0.9681 - dice_coef: 0.8140 - precision_m: 0.7795 - recall_m: 0.8573 - f1_m: 0.8140 - iou_m: 0.6883 40/53 [=====================>........] - ETA: 0s - loss: 0.4772 - accuracy: 0.9685 - dice_coef: 0.8121 - precision_m: 0.7758 - recall_m: 0.8581 - f1_m: 0.8121 - iou_m: 0.6856 42/53 [======================>.......] - ETA: 0s - loss: 0.4784 - accuracy: 0.9679 - dice_coef: 0.8113 - precision_m: 0.7796 - recall_m: 0.8526 - f1_m: 0.8113 - iou_m: 0.6844 44/53 [=======================>......] - ETA: 0s - loss: 0.4802 - accuracy: 0.9681 - dice_coef: 0.8096 - precision_m: 0.7772 - recall_m: 0.8516 - f1_m: 0.8096 - iou_m: 0.6820 46/53 [=========================>....] - ETA: 0s - loss: 0.4803 - accuracy: 0.9682 - dice_coef: 0.8100 - precision_m: 0.7780 - recall_m: 0.8513 - f1_m: 0.8100 - iou_m: 0.6826 47/53 [=========================>....] - ETA: 0s - loss: 0.4805 - accuracy: 0.9686 - dice_coef: 0.8100 - precision_m: 0.7771 - recall_m: 0.8522 - f1_m: 0.8100 - iou_m: 0.6825 49/53 [==========================>...] - ETA: 0s - loss: 0.4817 - accuracy: 0.9686 - dice_coef: 0.8089 - precision_m: 0.7749 - recall_m: 0.8525 - f1_m: 0.8089 - iou_m: 0.6810 51/53 [===========================>..] - ETA: 0s - loss: 0.4851 - accuracy: 0.9683 - dice_coef: 0.8064 - precision_m: 0.7728 - recall_m: 0.8495 - f1_m: 0.8064 - iou_m: 0.6775 53/53 [==============================] - ETA: 0s - loss: 0.4828 - accuracy: 0.9683 - dice_coef: 0.8065 - precision_m: 0.7722 - recall_m: 0.8503 - f1_m: 0.8065 - iou_m: 0.6776 Epoch 39: val_dice_coef did not improve from 0.77002  53/53 [==============================] - 3s 56ms/step - loss: 0.4828 - accuracy: 0.9683 - dice_coef: 0.8065 - precision_m: 0.7722 - recall_m: 0.8503 - f1_m: 0.8065 - iou_m: 0.6776 - val_loss: 0.5090 - val_accuracy: 0.9597 - val_dice_coef: 0.7676 - val_precision_m: 0.7442 - val_recall_m: 0.7968 - val_f1_m: 0.7676 - val_iou_m: 0.6256 - lr: 1.0000e-04 Epoch 40/100 1/53 [..............................] - ETA: 5s - loss: 0.4219 - accuracy: 0.9907 - dice_coef: 0.8523 - precision_m: 0.8080 - recall_m: 0.9017 - f1_m: 0.8523 - iou_m: 0.7426 3/53 [>.............................] - ETA: 2s - loss: 0.4959 - accuracy: 0.9763 - dice_coef: 0.7861 - precision_m: 0.7148 - recall_m: 0.8800 - f1_m: 0.7861 - iou_m: 0.6523 5/53 [=>............................] - ETA: 2s - loss: 0.4734 - accuracy: 0.9734 - dice_coef: 0.7875 - precision_m: 0.7146 - recall_m: 0.8813 - f1_m: 0.7875 - iou_m: 0.6524 7/53 [==>...........................] - ETA: 1s - loss: 0.4705 - accuracy: 0.9727 - dice_coef: 0.7916 - precision_m: 0.7161 - recall_m: 0.8880 - f1_m: 0.7916 - iou_m: 0.6572 9/53 [====>.........................] - ETA: 1s - loss: 0.4821 - accuracy: 0.9694 - dice_coef: 0.7873 - precision_m: 0.7199 - recall_m: 0.8721 - f1_m: 0.7873 - iou_m: 0.6519 11/53 [=====>........................] - ETA: 1s - loss: 0.4831 - accuracy: 0.9676 - dice_coef: 0.7927 - precision_m: 0.7362 - recall_m: 0.8655 - f1_m: 0.7927 - iou_m: 0.6589 13/53 [======>.......................] - ETA: 1s - loss: 0.4811 - accuracy: 0.9665 - dice_coef: 0.7981 - precision_m: 0.7507 - recall_m: 0.8606 - f1_m: 0.7981 - iou_m: 0.6662 15/53 [=======>......................] - ETA: 1s - loss: 0.4767 - accuracy: 0.9691 - dice_coef: 0.8024 - precision_m: 0.7573 - recall_m: 0.8610 - f1_m: 0.8024 - iou_m: 0.6720 17/53 [========>.....................] - ETA: 1s - loss: 0.4805 - accuracy: 0.9682 - dice_coef: 0.7964 - precision_m: 0.7551 - recall_m: 0.8497 - f1_m: 0.7964 - iou_m: 0.6638 19/53 [=========>....................] - ETA: 1s - loss: 0.4767 - accuracy: 0.9694 - dice_coef: 0.7990 - precision_m: 0.7562 - recall_m: 0.8538 - f1_m: 0.7990 - iou_m: 0.6673 21/53 [==========>...................] - ETA: 1s - loss: 0.4751 - accuracy: 0.9694 - dice_coef: 0.7979 - precision_m: 0.7537 - recall_m: 0.8540 - f1_m: 0.7979 - iou_m: 0.6657 23/53 [============>.................] - ETA: 1s - loss: 0.4754 - accuracy: 0.9692 - dice_coef: 0.7963 - precision_m: 0.7508 - recall_m: 0.8533 - f1_m: 0.7963 - iou_m: 0.6634 25/53 [=============>................] - ETA: 1s - loss: 0.4787 - accuracy: 0.9678 - dice_coef: 0.7964 - precision_m: 0.7537 - recall_m: 0.8511 - f1_m: 0.7964 - iou_m: 0.6636 27/53 [==============>...............] - ETA: 1s - loss: 0.4738 - accuracy: 0.9689 - dice_coef: 0.7988 - precision_m: 0.7553 - recall_m: 0.8543 - f1_m: 0.7988 - iou_m: 0.6668 29/53 [===============>..............] - ETA: 0s - loss: 0.4749 - accuracy: 0.9695 - dice_coef: 0.7997 - precision_m: 0.7552 - recall_m: 0.8563 - f1_m: 0.7997 - iou_m: 0.6680 30/53 [===============>..............] - ETA: 0s - loss: 0.4742 - accuracy: 0.9696 - dice_coef: 0.8002 - precision_m: 0.7554 - recall_m: 0.8570 - f1_m: 0.8002 - iou_m: 0.6686 32/53 [=================>............] - ETA: 0s - loss: 0.4736 - accuracy: 0.9696 - dice_coef: 0.8009 - precision_m: 0.7583 - recall_m: 0.8554 - f1_m: 0.8009 - iou_m: 0.6697 34/53 [==================>...........] - ETA: 0s - loss: 0.4691 - accuracy: 0.9699 - dice_coef: 0.8037 - precision_m: 0.7616 - recall_m: 0.8571 - f1_m: 0.8037 - iou_m: 0.6736 36/53 [===================>..........] - ETA: 0s - loss: 0.4737 - accuracy: 0.9686 - dice_coef: 0.8035 - precision_m: 0.7683 - recall_m: 0.8503 - f1_m: 0.8035 - iou_m: 0.6733 38/53 [====================>.........] - ETA: 0s - loss: 0.4763 - accuracy: 0.9678 - dice_coef: 0.8010 - precision_m: 0.7692 - recall_m: 0.8440 - f1_m: 0.8010 - iou_m: 0.6698 40/53 [=====================>........] - ETA: 0s - loss: 0.4781 - accuracy: 0.9678 - dice_coef: 0.8016 - precision_m: 0.7692 - recall_m: 0.8449 - f1_m: 0.8016 - iou_m: 0.6707 42/53 [======================>.......] - ETA: 0s - loss: 0.4740 - accuracy: 0.9685 - dice_coef: 0.8040 - precision_m: 0.7705 - recall_m: 0.8482 - f1_m: 0.8040 - iou_m: 0.6740 44/53 [=======================>......] - ETA: 0s - loss: 0.4729 - accuracy: 0.9684 - dice_coef: 0.8052 - precision_m: 0.7717 - recall_m: 0.8493 - f1_m: 0.8052 - iou_m: 0.6757 45/53 [========================>.....] - ETA: 0s - loss: 0.4743 - accuracy: 0.9677 - dice_coef: 0.8045 - precision_m: 0.7713 - recall_m: 0.8480 - f1_m: 0.8045 - iou_m: 0.6746 47/53 [=========================>....] - ETA: 0s - loss: 0.4780 - accuracy: 0.9670 - dice_coef: 0.8039 - precision_m: 0.7708 - recall_m: 0.8469 - f1_m: 0.8039 - iou_m: 0.6738 48/53 [==========================>...] - ETA: 0s - loss: 0.4777 - accuracy: 0.9672 - dice_coef: 0.8040 - precision_m: 0.7712 - recall_m: 0.8466 - f1_m: 0.8040 - iou_m: 0.6740 50/53 [===========================>..] - ETA: 0s - loss: 0.4727 - accuracy: 0.9678 - dice_coef: 0.8065 - precision_m: 0.7742 - recall_m: 0.8483 - f1_m: 0.8065 - iou_m: 0.6776 52/53 [============================>.] - ETA: 0s - loss: 0.4713 - accuracy: 0.9679 - dice_coef: 0.8059 - precision_m: 0.7730 - recall_m: 0.8481 - f1_m: 0.8059 - iou_m: 0.6767 Epoch 40: val_dice_coef did not improve from 0.77002  53/53 [==============================] - 3s 52ms/step - loss: 0.4712 - accuracy: 0.9679 - dice_coef: 0.8063 - precision_m: 0.7729 - recall_m: 0.8491 - f1_m: 0.8063 - iou_m: 0.6773 - val_loss: 0.5402 - val_accuracy: 0.9574 - val_dice_coef: 0.7606 - val_precision_m: 0.6926 - val_recall_m: 0.8529 - val_f1_m: 0.7606 - val_iou_m: 0.6172 - lr: 1.0000e-04 Epoch 41/100 1/53 [..............................] - ETA: 5s - loss: 0.4958 - accuracy: 0.9614 - dice_coef: 0.8174 - precision_m: 0.8218 - recall_m: 0.8131 - f1_m: 0.8174 - iou_m: 0.6912 3/53 [>.............................] - ETA: 1s - loss: 0.4573 - accuracy: 0.9705 - dice_coef: 0.8234 - precision_m: 0.7968 - recall_m: 0.8575 - f1_m: 0.8234 - iou_m: 0.6998 5/53 [=>............................] - ETA: 2s - loss: 0.4521 - accuracy: 0.9707 - dice_coef: 0.8150 - precision_m: 0.7851 - recall_m: 0.8511 - f1_m: 0.8150 - iou_m: 0.6881 7/53 [==>...........................] - ETA: 1s - loss: 0.4350 - accuracy: 0.9719 - dice_coef: 0.8249 - precision_m: 0.7991 - recall_m: 0.8568 - f1_m: 0.8249 - iou_m: 0.7028 9/53 [====>.........................] - ETA: 1s - loss: 0.4290 - accuracy: 0.9748 - dice_coef: 0.8299 - precision_m: 0.8018 - recall_m: 0.8640 - f1_m: 0.8299 - iou_m: 0.7099 11/53 [=====>........................] - ETA: 1s - loss: 0.4326 - accuracy: 0.9736 - dice_coef: 0.8254 - precision_m: 0.7958 - recall_m: 0.8612 - f1_m: 0.8254 - iou_m: 0.7038 12/53 [=====>........................] - ETA: 1s - loss: 0.4384 - accuracy: 0.9718 - dice_coef: 0.8236 - precision_m: 0.7927 - recall_m: 0.8606 - f1_m: 0.8236 - iou_m: 0.7011 13/53 [======>.......................] - ETA: 1s - loss: 0.4393 - accuracy: 0.9719 - dice_coef: 0.8238 - precision_m: 0.7939 - recall_m: 0.8594 - f1_m: 0.8238 - iou_m: 0.7013 15/53 [=======>......................] - ETA: 1s - loss: 0.4411 - accuracy: 0.9713 - dice_coef: 0.8216 - precision_m: 0.7892 - recall_m: 0.8601 - f1_m: 0.8216 - iou_m: 0.6981 17/53 [========>.....................] - ETA: 1s - loss: 0.4484 - accuracy: 0.9700 - dice_coef: 0.8190 - precision_m: 0.7850 - recall_m: 0.8596 - f1_m: 0.8190 - iou_m: 0.6948 19/53 [=========>....................] - ETA: 1s - loss: 0.4429 - accuracy: 0.9712 - dice_coef: 0.8201 - precision_m: 0.7842 - recall_m: 0.8629 - f1_m: 0.8201 - iou_m: 0.6962 20/53 [==========>...................] - ETA: 1s - loss: 0.4479 - accuracy: 0.9704 - dice_coef: 0.8168 - precision_m: 0.7824 - recall_m: 0.8578 - f1_m: 0.8168 - iou_m: 0.6917 22/53 [===========>..................] - ETA: 1s - loss: 0.4499 - accuracy: 0.9704 - dice_coef: 0.8153 - precision_m: 0.7823 - recall_m: 0.8544 - f1_m: 0.8153 - iou_m: 0.6897 23/53 [============>.................] - ETA: 1s - loss: 0.4477 - accuracy: 0.9705 - dice_coef: 0.8171 - precision_m: 0.7846 - recall_m: 0.8557 - f1_m: 0.8171 - iou_m: 0.6924 24/53 [============>.................] - ETA: 1s - loss: 0.4527 - accuracy: 0.9698 - dice_coef: 0.8160 - precision_m: 0.7834 - recall_m: 0.8544 - f1_m: 0.8160 - iou_m: 0.6907 25/53 [=============>................] - ETA: 1s - loss: 0.4496 - accuracy: 0.9704 - dice_coef: 0.8176 - precision_m: 0.7840 - recall_m: 0.8572 - f1_m: 0.8176 - iou_m: 0.6931 27/53 [==============>...............] - ETA: 1s - loss: 0.4474 - accuracy: 0.9715 - dice_coef: 0.8186 - precision_m: 0.7840 - recall_m: 0.8591 - f1_m: 0.8186 - iou_m: 0.6943 29/53 [===============>..............] - ETA: 1s - loss: 0.4470 - accuracy: 0.9715 - dice_coef: 0.8184 - precision_m: 0.7874 - recall_m: 0.8551 - f1_m: 0.8184 - iou_m: 0.6942 31/53 [================>.............] - ETA: 0s - loss: 0.4464 - accuracy: 0.9715 - dice_coef: 0.8181 - precision_m: 0.7868 - recall_m: 0.8550 - f1_m: 0.8181 - iou_m: 0.6936 33/53 [=================>............] - ETA: 0s - loss: 0.4451 - accuracy: 0.9721 - dice_coef: 0.8185 - precision_m: 0.7854 - recall_m: 0.8578 - f1_m: 0.8185 - iou_m: 0.6943 35/53 [==================>...........] - ETA: 0s - loss: 0.4461 - accuracy: 0.9723 - dice_coef: 0.8190 - precision_m: 0.7881 - recall_m: 0.8559 - f1_m: 0.8190 - iou_m: 0.6951 37/53 [===================>..........] - ETA: 0s - loss: 0.4476 - accuracy: 0.9718 - dice_coef: 0.8167 - precision_m: 0.7866 - recall_m: 0.8525 - f1_m: 0.8167 - iou_m: 0.6920 39/53 [=====================>........] - ETA: 0s - loss: 0.4481 - accuracy: 0.9715 - dice_coef: 0.8178 - precision_m: 0.7888 - recall_m: 0.8524 - f1_m: 0.8178 - iou_m: 0.6936 41/53 [======================>.......] - ETA: 0s - loss: 0.4467 - accuracy: 0.9713 - dice_coef: 0.8178 - precision_m: 0.7887 - recall_m: 0.8525 - f1_m: 0.8178 - iou_m: 0.6936 42/53 [======================>.......] - ETA: 0s - loss: 0.4452 - accuracy: 0.9714 - dice_coef: 0.8184 - precision_m: 0.7897 - recall_m: 0.8524 - f1_m: 0.8184 - iou_m: 0.6944 43/53 [=======================>......] - ETA: 0s - loss: 0.4448 - accuracy: 0.9715 - dice_coef: 0.8186 - precision_m: 0.7894 - recall_m: 0.8532 - f1_m: 0.8186 - iou_m: 0.6947 45/53 [========================>.....] - ETA: 0s - loss: 0.4471 - accuracy: 0.9709 - dice_coef: 0.8164 - precision_m: 0.7915 - recall_m: 0.8481 - f1_m: 0.8164 - iou_m: 0.6918 47/53 [=========================>....] - ETA: 0s - loss: 0.4454 - accuracy: 0.9711 - dice_coef: 0.8184 - precision_m: 0.7933 - recall_m: 0.8500 - f1_m: 0.8184 - iou_m: 0.6947 48/53 [==========================>...] - ETA: 0s - loss: 0.4458 - accuracy: 0.9709 - dice_coef: 0.8182 - precision_m: 0.7923 - recall_m: 0.8507 - f1_m: 0.8182 - iou_m: 0.6943 49/53 [==========================>...] - ETA: 0s - loss: 0.4459 - accuracy: 0.9712 - dice_coef: 0.8193 - precision_m: 0.7925 - recall_m: 0.8529 - f1_m: 0.8193 - iou_m: 0.6959 51/53 [===========================>..] - ETA: 0s - loss: 0.4460 - accuracy: 0.9714 - dice_coef: 0.8185 - precision_m: 0.7906 - recall_m: 0.8534 - f1_m: 0.8185 - iou_m: 0.6948 53/53 [==============================] - ETA: 0s - loss: 0.4521 - accuracy: 0.9698 - dice_coef: 0.8165 - precision_m: 0.7906 - recall_m: 0.8494 - f1_m: 0.8165 - iou_m: 0.6920 Epoch 41: val_dice_coef improved from 0.77002 to 0.77289, saving model to checkpoints/best_model.weights.h5  53/53 [==============================] - 4s 73ms/step - loss: 0.4521 - accuracy: 0.9698 - dice_coef: 0.8165 - precision_m: 0.7906 - recall_m: 0.8494 - f1_m: 0.8165 - iou_m: 0.6920 - val_loss: 0.5104 - val_accuracy: 0.9597 - val_dice_coef: 0.7729 - val_precision_m: 0.7129 - val_recall_m: 0.8479 - val_f1_m: 0.7729 - val_iou_m: 0.6332 - lr: 1.0000e-04 Epoch 42/100 1/53 [..............................] - ETA: 6s - loss: 0.4674 - accuracy: 0.9762 - dice_coef: 0.8156 - precision_m: 0.7535 - recall_m: 0.8888 - f1_m: 0.8156 - iou_m: 0.6887 3/53 [>.............................] - ETA: 1s - loss: 0.4798 - accuracy: 0.9679 - dice_coef: 0.7945 - precision_m: 0.7083 - recall_m: 0.9093 - f1_m: 0.7945 - iou_m: 0.6604 5/53 [=>............................] - ETA: 1s - loss: 0.4740 - accuracy: 0.9699 - dice_coef: 0.7952 - precision_m: 0.7180 - recall_m: 0.8960 - f1_m: 0.7952 - iou_m: 0.6610 7/53 [==>...........................] - ETA: 1s - loss: 0.4807 - accuracy: 0.9700 - dice_coef: 0.7949 - precision_m: 0.7308 - recall_m: 0.8770 - f1_m: 0.7949 - iou_m: 0.6604 9/53 [====>.........................] - ETA: 2s - loss: 0.4713 - accuracy: 0.9688 - dice_coef: 0.8031 - precision_m: 0.7549 - recall_m: 0.8653 - f1_m: 0.8031 - iou_m: 0.6719 11/53 [=====>........................] - ETA: 1s - loss: 0.4534 - accuracy: 0.9704 - dice_coef: 0.8129 - precision_m: 0.7696 - recall_m: 0.8680 - f1_m: 0.8129 - iou_m: 0.6861 13/53 [======>.......................] - ETA: 1s - loss: 0.4551 - accuracy: 0.9706 - dice_coef: 0.8142 - precision_m: 0.7697 - recall_m: 0.8708 - f1_m: 0.8142 - iou_m: 0.6878 15/53 [=======>......................] - ETA: 1s - loss: 0.4674 - accuracy: 0.9689 - dice_coef: 0.7995 - precision_m: 0.7604 - recall_m: 0.8523 - f1_m: 0.7995 - iou_m: 0.6686 17/53 [========>.....................] - ETA: 1s - loss: 0.4612 - accuracy: 0.9689 - dice_coef: 0.8048 - precision_m: 0.7697 - recall_m: 0.8523 - f1_m: 0.8048 - iou_m: 0.6760 19/53 [=========>....................] - ETA: 1s - loss: 0.4596 - accuracy: 0.9696 - dice_coef: 0.8031 - precision_m: 0.7624 - recall_m: 0.8575 - f1_m: 0.8031 - iou_m: 0.6733 20/53 [==========>...................] - ETA: 1s - loss: 0.4565 - accuracy: 0.9700 - dice_coef: 0.8050 - precision_m: 0.7665 - recall_m: 0.8566 - f1_m: 0.8050 - iou_m: 0.6759 21/53 [==========>...................] - ETA: 1s - loss: 0.4620 - accuracy: 0.9691 - dice_coef: 0.8040 - precision_m: 0.7700 - recall_m: 0.8508 - f1_m: 0.8040 - iou_m: 0.6744 23/53 [============>.................] - ETA: 1s - loss: 0.4634 - accuracy: 0.9684 - dice_coef: 0.8049 - precision_m: 0.7738 - recall_m: 0.8482 - f1_m: 0.8049 - iou_m: 0.6758 25/53 [=============>................] - ETA: 1s - loss: 0.4594 - accuracy: 0.9687 - dice_coef: 0.8078 - precision_m: 0.7819 - recall_m: 0.8457 - f1_m: 0.8078 - iou_m: 0.6797 27/53 [==============>...............] - ETA: 1s - loss: 0.4601 - accuracy: 0.9674 - dice_coef: 0.8069 - precision_m: 0.7776 - recall_m: 0.8485 - f1_m: 0.8069 - iou_m: 0.6784 28/53 [==============>...............] - ETA: 1s - loss: 0.4580 - accuracy: 0.9679 - dice_coef: 0.8079 - precision_m: 0.7765 - recall_m: 0.8520 - f1_m: 0.8079 - iou_m: 0.6797 30/53 [===============>..............] - ETA: 1s - loss: 0.4574 - accuracy: 0.9675 - dice_coef: 0.8084 - precision_m: 0.7739 - recall_m: 0.8560 - f1_m: 0.8084 - iou_m: 0.6803 32/53 [=================>............] - ETA: 0s - loss: 0.4554 - accuracy: 0.9672 - dice_coef: 0.8106 - precision_m: 0.7765 - recall_m: 0.8572 - f1_m: 0.8106 - iou_m: 0.6835 34/53 [==================>...........] - ETA: 0s - loss: 0.4553 - accuracy: 0.9675 - dice_coef: 0.8100 - precision_m: 0.7758 - recall_m: 0.8563 - f1_m: 0.8100 - iou_m: 0.6827 36/53 [===================>..........] - ETA: 0s - loss: 0.4534 - accuracy: 0.9684 - dice_coef: 0.8112 - precision_m: 0.7756 - recall_m: 0.8587 - f1_m: 0.8112 - iou_m: 0.6843 37/53 [===================>..........] - ETA: 0s - loss: 0.4521 - accuracy: 0.9688 - dice_coef: 0.8124 - precision_m: 0.7774 - recall_m: 0.8591 - f1_m: 0.8124 - iou_m: 0.6861 39/53 [=====================>........] - ETA: 0s - loss: 0.4507 - accuracy: 0.9692 - dice_coef: 0.8131 - precision_m: 0.7817 - recall_m: 0.8560 - f1_m: 0.8131 - iou_m: 0.6870 41/53 [======================>.......] - ETA: 0s - loss: 0.4494 - accuracy: 0.9689 - dice_coef: 0.8141 - precision_m: 0.7833 - recall_m: 0.8560 - f1_m: 0.8141 - iou_m: 0.6884 43/53 [=======================>......] - ETA: 0s - loss: 0.4521 - accuracy: 0.9686 - dice_coef: 0.8128 - precision_m: 0.7811 - recall_m: 0.8553 - f1_m: 0.8128 - iou_m: 0.6866 44/53 [=======================>......] - ETA: 0s - loss: 0.4516 - accuracy: 0.9687 - dice_coef: 0.8129 - precision_m: 0.7817 - recall_m: 0.8548 - f1_m: 0.8129 - iou_m: 0.6868 45/53 [========================>.....] - ETA: 0s - loss: 0.4535 - accuracy: 0.9685 - dice_coef: 0.8114 - precision_m: 0.7805 - recall_m: 0.8527 - f1_m: 0.8114 - iou_m: 0.6847 46/53 [=========================>....] - ETA: 0s - loss: 0.4540 - accuracy: 0.9683 - dice_coef: 0.8111 - precision_m: 0.7803 - recall_m: 0.8521 - f1_m: 0.8111 - iou_m: 0.6842 48/53 [==========================>...] - ETA: 0s - loss: 0.4523 - accuracy: 0.9686 - dice_coef: 0.8119 - precision_m: 0.7806 - recall_m: 0.8531 - f1_m: 0.8119 - iou_m: 0.6853 50/53 [===========================>..] - ETA: 0s - loss: 0.4506 - accuracy: 0.9692 - dice_coef: 0.8130 - precision_m: 0.7808 - recall_m: 0.8551 - f1_m: 0.8130 - iou_m: 0.6868 52/53 [============================>.] - ETA: 0s - loss: 0.4495 - accuracy: 0.9692 - dice_coef: 0.8133 - precision_m: 0.7810 - recall_m: 0.8553 - f1_m: 0.8133 - iou_m: 0.6873 Epoch 42: val_dice_coef did not improve from 0.77289  53/53 [==============================] - 3s 56ms/step - loss: 0.4485 - accuracy: 0.9694 - dice_coef: 0.8136 - precision_m: 0.7809 - recall_m: 0.8560 - f1_m: 0.8136 - iou_m: 0.6877 - val_loss: 0.5169 - val_accuracy: 0.9576 - val_dice_coef: 0.7618 - val_precision_m: 0.7178 - val_recall_m: 0.8172 - val_f1_m: 0.7618 - val_iou_m: 0.6190 - lr: 1.0000e-04 Epoch 43/100 1/53 [..............................] - ETA: 5s - loss: 0.4784 - accuracy: 0.9622 - dice_coef: 0.8187 - precision_m: 0.7908 - recall_m: 0.8486 - f1_m: 0.8187 - iou_m: 0.6930 2/53 [>.............................] - ETA: 3s - loss: 0.4449 - accuracy: 0.9671 - dice_coef: 0.8160 - precision_m: 0.7974 - recall_m: 0.8357 - f1_m: 0.8160 - iou_m: 0.6892 4/53 [=>............................] - ETA: 2s - loss: 0.4286 - accuracy: 0.9734 - dice_coef: 0.8141 - precision_m: 0.7729 - recall_m: 0.8654 - f1_m: 0.8141 - iou_m: 0.6879 6/53 [==>...........................] - ETA: 2s - loss: 0.4485 - accuracy: 0.9682 - dice_coef: 0.8145 - precision_m: 0.8139 - recall_m: 0.8266 - f1_m: 0.8145 - iou_m: 0.6880 7/53 [==>...........................] - ETA: 2s - loss: 0.4524 - accuracy: 0.9667 - dice_coef: 0.8122 - precision_m: 0.8060 - recall_m: 0.8289 - f1_m: 0.8122 - iou_m: 0.6846 9/53 [====>.........................] - ETA: 1s - loss: 0.4369 - accuracy: 0.9698 - dice_coef: 0.8229 - precision_m: 0.8068 - recall_m: 0.8487 - f1_m: 0.8229 - iou_m: 0.7003 10/53 [====>.........................] - ETA: 1s - loss: 0.4360 - accuracy: 0.9693 - dice_coef: 0.8213 - precision_m: 0.8092 - recall_m: 0.8424 - f1_m: 0.8213 - iou_m: 0.6979 11/53 [=====>........................] - ETA: 1s - loss: 0.4349 - accuracy: 0.9693 - dice_coef: 0.8191 - precision_m: 0.8059 - recall_m: 0.8405 - f1_m: 0.8191 - iou_m: 0.6947 13/53 [======>.......................] - ETA: 1s - loss: 0.4350 - accuracy: 0.9687 - dice_coef: 0.8194 - precision_m: 0.7992 - recall_m: 0.8486 - f1_m: 0.8194 - iou_m: 0.6950 14/53 [======>.......................] - ETA: 1s - loss: 0.4398 - accuracy: 0.9685 - dice_coef: 0.8174 - precision_m: 0.7916 - recall_m: 0.8537 - f1_m: 0.8174 - iou_m: 0.6921 15/53 [=======>......................] - ETA: 1s - loss: 0.4359 - accuracy: 0.9693 - dice_coef: 0.8192 - precision_m: 0.7921 - recall_m: 0.8564 - f1_m: 0.8192 - iou_m: 0.6946 16/53 [========>.....................] - ETA: 1s - loss: 0.4323 - accuracy: 0.9698 - dice_coef: 0.8232 - precision_m: 0.7983 - recall_m: 0.8577 - f1_m: 0.8232 - iou_m: 0.7007 17/53 [========>.....................] - ETA: 1s - loss: 0.4328 - accuracy: 0.9705 - dice_coef: 0.8220 - precision_m: 0.7947 - recall_m: 0.8590 - f1_m: 0.8220 - iou_m: 0.6989 18/53 [=========>....................] - ETA: 1s - loss: 0.4380 - accuracy: 0.9690 - dice_coef: 0.8206 - precision_m: 0.7953 - recall_m: 0.8551 - f1_m: 0.8206 - iou_m: 0.6969 20/53 [==========>...................] - ETA: 1s - loss: 0.4368 - accuracy: 0.9692 - dice_coef: 0.8207 - precision_m: 0.7942 - recall_m: 0.8559 - f1_m: 0.8207 - iou_m: 0.6969 22/53 [===========>..................] - ETA: 1s - loss: 0.4359 - accuracy: 0.9697 - dice_coef: 0.8229 - precision_m: 0.7962 - recall_m: 0.8580 - f1_m: 0.8229 - iou_m: 0.7001 24/53 [============>.................] - ETA: 1s - loss: 0.4333 - accuracy: 0.9705 - dice_coef: 0.8229 - precision_m: 0.7920 - recall_m: 0.8631 - f1_m: 0.8229 - iou_m: 0.7001 26/53 [=============>................] - ETA: 1s - loss: 0.4384 - accuracy: 0.9698 - dice_coef: 0.8243 - precision_m: 0.7951 - recall_m: 0.8620 - f1_m: 0.8243 - iou_m: 0.7022 27/53 [==============>...............] - ETA: 1s - loss: 0.4376 - accuracy: 0.9698 - dice_coef: 0.8257 - precision_m: 0.7974 - recall_m: 0.8621 - f1_m: 0.8257 - iou_m: 0.7042 29/53 [===============>..............] - ETA: 1s - loss: 0.4377 - accuracy: 0.9703 - dice_coef: 0.8230 - precision_m: 0.7922 - recall_m: 0.8626 - f1_m: 0.8230 - iou_m: 0.7005 31/53 [================>.............] - ETA: 1s - loss: 0.4360 - accuracy: 0.9702 - dice_coef: 0.8225 - precision_m: 0.7907 - recall_m: 0.8627 - f1_m: 0.8225 - iou_m: 0.6997 33/53 [=================>............] - ETA: 0s - loss: 0.4322 - accuracy: 0.9710 - dice_coef: 0.8243 - precision_m: 0.7917 - recall_m: 0.8651 - f1_m: 0.8243 - iou_m: 0.7023 35/53 [==================>...........] - ETA: 0s - loss: 0.4365 - accuracy: 0.9710 - dice_coef: 0.8213 - precision_m: 0.7871 - recall_m: 0.8645 - f1_m: 0.8213 - iou_m: 0.6982 37/53 [===================>..........] - ETA: 0s - loss: 0.4346 - accuracy: 0.9719 - dice_coef: 0.8225 - precision_m: 0.7867 - recall_m: 0.8673 - f1_m: 0.8225 - iou_m: 0.6998 38/53 [====================>.........] - ETA: 0s - loss: 0.4333 - accuracy: 0.9719 - dice_coef: 0.8234 - precision_m: 0.7887 - recall_m: 0.8670 - f1_m: 0.8234 - iou_m: 0.7011 40/53 [=====================>........] - ETA: 0s - loss: 0.4330 - accuracy: 0.9721 - dice_coef: 0.8221 - precision_m: 0.7894 - recall_m: 0.8633 - f1_m: 0.8221 - iou_m: 0.6993 42/53 [======================>.......] - ETA: 0s - loss: 0.4317 - accuracy: 0.9722 - dice_coef: 0.8215 - precision_m: 0.7879 - recall_m: 0.8636 - f1_m: 0.8215 - iou_m: 0.6985 44/53 [=======================>......] - ETA: 0s - loss: 0.4310 - accuracy: 0.9722 - dice_coef: 0.8209 - precision_m: 0.7858 - recall_m: 0.8647 - f1_m: 0.8209 - iou_m: 0.6976 46/53 [=========================>....] - ETA: 0s - loss: 0.4307 - accuracy: 0.9718 - dice_coef: 0.8211 - precision_m: 0.7868 - recall_m: 0.8637 - f1_m: 0.8211 - iou_m: 0.6978 48/53 [==========================>...] - ETA: 0s - loss: 0.4327 - accuracy: 0.9712 - dice_coef: 0.8189 - precision_m: 0.7830 - recall_m: 0.8637 - f1_m: 0.8189 - iou_m: 0.6948 49/53 [==========================>...] - ETA: 0s - loss: 0.4351 - accuracy: 0.9707 - dice_coef: 0.8172 - precision_m: 0.7835 - recall_m: 0.8599 - f1_m: 0.8172 - iou_m: 0.6925 51/53 [===========================>..] - ETA: 0s - loss: 0.4373 - accuracy: 0.9704 - dice_coef: 0.8177 - precision_m: 0.7866 - recall_m: 0.8577 - f1_m: 0.8177 - iou_m: 0.6931 53/53 [==============================] - ETA: 0s - loss: 0.4354 - accuracy: 0.9706 - dice_coef: 0.8188 - precision_m: 0.7880 - recall_m: 0.8583 - f1_m: 0.8188 - iou_m: 0.6947 Epoch 43: val_dice_coef improved from 0.77289 to 0.77740, saving model to checkpoints/best_model.weights.h5  53/53 [==============================] - 4s 71ms/step - loss: 0.4354 - accuracy: 0.9706 - dice_coef: 0.8188 - precision_m: 0.7880 - recall_m: 0.8583 - f1_m: 0.8188 - iou_m: 0.6947 - val_loss: 0.4938 - val_accuracy: 0.9619 - val_dice_coef: 0.7774 - val_precision_m: 0.7369 - val_recall_m: 0.8266 - val_f1_m: 0.7774 - val_iou_m: 0.6381 - lr: 1.0000e-04 Epoch 44/100 1/53 [..............................] - ETA: 5s - loss: 0.4641 - accuracy: 0.9601 - dice_coef: 0.7723 - precision_m: 0.6997 - recall_m: 0.8617 - f1_m: 0.7723 - iou_m: 0.6290 3/53 [>.............................] - ETA: 2s - loss: 0.4471 - accuracy: 0.9650 - dice_coef: 0.7872 - precision_m: 0.7165 - recall_m: 0.8741 - f1_m: 0.7872 - iou_m: 0.6499 5/53 [=>............................] - ETA: 2s - loss: 0.4283 - accuracy: 0.9707 - dice_coef: 0.8054 - precision_m: 0.7398 - recall_m: 0.8853 - f1_m: 0.8054 - iou_m: 0.6755 7/53 [==>...........................] - ETA: 1s - loss: 0.4139 - accuracy: 0.9717 - dice_coef: 0.8200 - precision_m: 0.7747 - recall_m: 0.8763 - f1_m: 0.8200 - iou_m: 0.6967 9/53 [====>.........................] - ETA: 2s - loss: 0.4251 - accuracy: 0.9695 - dice_coef: 0.8107 - precision_m: 0.7655 - recall_m: 0.8665 - f1_m: 0.8107 - iou_m: 0.6841 11/53 [=====>........................] - ETA: 2s - loss: 0.4225 - accuracy: 0.9709 - dice_coef: 0.8172 - precision_m: 0.7816 - recall_m: 0.8614 - f1_m: 0.8172 - iou_m: 0.6931 12/53 [=====>........................] - ETA: 2s - loss: 0.4167 - accuracy: 0.9714 - dice_coef: 0.8199 - precision_m: 0.7873 - recall_m: 0.8604 - f1_m: 0.8199 - iou_m: 0.6970 13/53 [======>.......................] - ETA: 2s - loss: 0.4106 - accuracy: 0.9724 - dice_coef: 0.8232 - precision_m: 0.7894 - recall_m: 0.8648 - f1_m: 0.8232 - iou_m: 0.7017 15/53 [=======>......................] - ETA: 1s - loss: 0.4156 - accuracy: 0.9714 - dice_coef: 0.8245 - precision_m: 0.7984 - recall_m: 0.8576 - f1_m: 0.8245 - iou_m: 0.7033 16/53 [========>.....................] - ETA: 1s - loss: 0.4130 - accuracy: 0.9718 - dice_coef: 0.8262 - precision_m: 0.8007 - recall_m: 0.8583 - f1_m: 0.8262 - iou_m: 0.7057 18/53 [=========>....................] - ETA: 1s - loss: 0.4259 - accuracy: 0.9697 - dice_coef: 0.8161 - precision_m: 0.7858 - recall_m: 0.8574 - f1_m: 0.8161 - iou_m: 0.6931 20/53 [==========>...................] - ETA: 1s - loss: 0.4250 - accuracy: 0.9698 - dice_coef: 0.8202 - precision_m: 0.7896 - recall_m: 0.8609 - f1_m: 0.8202 - iou_m: 0.6987 22/53 [===========>..................] - ETA: 1s - loss: 0.4289 - accuracy: 0.9688 - dice_coef: 0.8169 - precision_m: 0.7883 - recall_m: 0.8560 - f1_m: 0.8169 - iou_m: 0.6938 24/53 [============>.................] - ETA: 1s - loss: 0.4228 - accuracy: 0.9697 - dice_coef: 0.8198 - precision_m: 0.7888 - recall_m: 0.8612 - f1_m: 0.8198 - iou_m: 0.6979 25/53 [=============>................] - ETA: 1s - loss: 0.4254 - accuracy: 0.9690 - dice_coef: 0.8177 - precision_m: 0.7855 - recall_m: 0.8602 - f1_m: 0.8177 - iou_m: 0.6948 26/53 [=============>................] - ETA: 1s - loss: 0.4370 - accuracy: 0.9669 - dice_coef: 0.8141 - precision_m: 0.7837 - recall_m: 0.8545 - f1_m: 0.8141 - iou_m: 0.6899 28/53 [==============>...............] - ETA: 1s - loss: 0.4396 - accuracy: 0.9682 - dice_coef: 0.8136 - precision_m: 0.7807 - recall_m: 0.8568 - f1_m: 0.8136 - iou_m: 0.6890 29/53 [===============>..............] - ETA: 1s - loss: 0.4366 - accuracy: 0.9688 - dice_coef: 0.8150 - precision_m: 0.7813 - recall_m: 0.8588 - f1_m: 0.8150 - iou_m: 0.6909 31/53 [================>.............] - ETA: 1s - loss: 0.4364 - accuracy: 0.9692 - dice_coef: 0.8153 - precision_m: 0.7811 - recall_m: 0.8594 - f1_m: 0.8153 - iou_m: 0.6912 33/53 [=================>............] - ETA: 0s - loss: 0.4374 - accuracy: 0.9691 - dice_coef: 0.8145 - precision_m: 0.7816 - recall_m: 0.8568 - f1_m: 0.8145 - iou_m: 0.6899 35/53 [==================>...........] - ETA: 0s - loss: 0.4372 - accuracy: 0.9691 - dice_coef: 0.8155 - precision_m: 0.7826 - recall_m: 0.8575 - f1_m: 0.8155 - iou_m: 0.6912 37/53 [===================>..........] - ETA: 0s - loss: 0.4376 - accuracy: 0.9693 - dice_coef: 0.8138 - precision_m: 0.7816 - recall_m: 0.8553 - f1_m: 0.8138 - iou_m: 0.6886 38/53 [====================>.........] - ETA: 0s - loss: 0.4347 - accuracy: 0.9698 - dice_coef: 0.8152 - precision_m: 0.7832 - recall_m: 0.8564 - f1_m: 0.8152 - iou_m: 0.6907 40/53 [=====================>........] - ETA: 0s - loss: 0.4381 - accuracy: 0.9688 - dice_coef: 0.8151 - precision_m: 0.7841 - recall_m: 0.8548 - f1_m: 0.8151 - iou_m: 0.6904 41/53 [======================>.......] - ETA: 0s - loss: 0.4374 - accuracy: 0.9691 - dice_coef: 0.8154 - precision_m: 0.7840 - recall_m: 0.8555 - f1_m: 0.8154 - iou_m: 0.6907 43/53 [=======================>......] - ETA: 0s - loss: 0.4359 - accuracy: 0.9693 - dice_coef: 0.8158 - precision_m: 0.7849 - recall_m: 0.8554 - f1_m: 0.8158 - iou_m: 0.6914 45/53 [========================>.....] - ETA: 0s - loss: 0.4346 - accuracy: 0.9696 - dice_coef: 0.8155 - precision_m: 0.7832 - recall_m: 0.8566 - f1_m: 0.8155 - iou_m: 0.6910 47/53 [=========================>....] - ETA: 0s - loss: 0.4375 - accuracy: 0.9692 - dice_coef: 0.8150 - precision_m: 0.7846 - recall_m: 0.8538 - f1_m: 0.8150 - iou_m: 0.6902 48/53 [==========================>...] - ETA: 0s - loss: 0.4395 - accuracy: 0.9689 - dice_coef: 0.8131 - precision_m: 0.7821 - recall_m: 0.8525 - f1_m: 0.8131 - iou_m: 0.6876 49/53 [==========================>...] - ETA: 0s - loss: 0.4387 - accuracy: 0.9689 - dice_coef: 0.8134 - precision_m: 0.7819 - recall_m: 0.8533 - f1_m: 0.8134 - iou_m: 0.6880 50/53 [===========================>..] - ETA: 0s - loss: 0.4388 - accuracy: 0.9690 - dice_coef: 0.8132 - precision_m: 0.7812 - recall_m: 0.8536 - f1_m: 0.8132 - iou_m: 0.6877 52/53 [============================>.] - ETA: 0s - loss: 0.4371 - accuracy: 0.9694 - dice_coef: 0.8135 - precision_m: 0.7801 - recall_m: 0.8555 - f1_m: 0.8135 - iou_m: 0.6880 Epoch 44: val_dice_coef did not improve from 0.77740  53/53 [==============================] - 3s 58ms/step - loss: 0.4362 - accuracy: 0.9694 - dice_coef: 0.8133 - precision_m: 0.7815 - recall_m: 0.8538 - f1_m: 0.8133 - iou_m: 0.6877 - val_loss: 0.5148 - val_accuracy: 0.9579 - val_dice_coef: 0.7642 - val_precision_m: 0.7227 - val_recall_m: 0.8168 - val_f1_m: 0.7642 - val_iou_m: 0.6213 - lr: 1.0000e-04 Epoch 45/100 1/53 [..............................] - ETA: 5s - loss: 0.4887 - accuracy: 0.9568 - dice_coef: 0.7769 - precision_m: 0.6809 - recall_m: 0.9043 - f1_m: 0.7769 - iou_m: 0.6352 3/53 [>.............................] - ETA: 2s - loss: 0.4395 - accuracy: 0.9637 - dice_coef: 0.7966 - precision_m: 0.7399 - recall_m: 0.8664 - f1_m: 0.7966 - iou_m: 0.6628 5/53 [=>............................] - ETA: 2s - loss: 0.4169 - accuracy: 0.9695 - dice_coef: 0.8142 - precision_m: 0.7730 - recall_m: 0.8638 - f1_m: 0.8142 - iou_m: 0.6881 7/53 [==>...........................] - ETA: 2s - loss: 0.4016 - accuracy: 0.9736 - dice_coef: 0.8256 - precision_m: 0.7936 - recall_m: 0.8644 - f1_m: 0.8256 - iou_m: 0.7044 9/53 [====>.........................] - ETA: 2s - loss: 0.4060 - accuracy: 0.9700 - dice_coef: 0.8233 - precision_m: 0.8014 - recall_m: 0.8507 - f1_m: 0.8233 - iou_m: 0.7010 10/53 [====>.........................] - ETA: 2s - loss: 0.4175 - accuracy: 0.9676 - dice_coef: 0.8118 - precision_m: 0.7816 - recall_m: 0.8514 - f1_m: 0.8118 - iou_m: 0.6857 11/53 [=====>........................] - ETA: 2s - loss: 0.4273 - accuracy: 0.9685 - dice_coef: 0.8060 - precision_m: 0.7704 - recall_m: 0.8526 - f1_m: 0.8060 - iou_m: 0.6777 12/53 [=====>........................] - ETA: 2s - loss: 0.4266 - accuracy: 0.9687 - dice_coef: 0.8098 - precision_m: 0.7754 - recall_m: 0.8546 - f1_m: 0.8098 - iou_m: 0.6831 14/53 [======>.......................] - ETA: 1s - loss: 0.4179 - accuracy: 0.9703 - dice_coef: 0.8142 - precision_m: 0.7778 - recall_m: 0.8605 - f1_m: 0.8142 - iou_m: 0.6892 16/53 [========>.....................] - ETA: 1s - loss: 0.4214 - accuracy: 0.9719 - dice_coef: 0.8116 - precision_m: 0.7718 - recall_m: 0.8616 - f1_m: 0.8116 - iou_m: 0.6853 17/53 [========>.....................] - ETA: 1s - loss: 0.4228 - accuracy: 0.9717 - dice_coef: 0.8112 - precision_m: 0.7726 - recall_m: 0.8596 - f1_m: 0.8112 - iou_m: 0.6846 19/53 [=========>....................] - ETA: 1s - loss: 0.4212 - accuracy: 0.9719 - dice_coef: 0.8129 - precision_m: 0.7736 - recall_m: 0.8615 - f1_m: 0.8129 - iou_m: 0.6868 21/53 [==========>...................] - ETA: 1s - loss: 0.4229 - accuracy: 0.9720 - dice_coef: 0.8079 - precision_m: 0.7701 - recall_m: 0.8544 - f1_m: 0.8079 - iou_m: 0.6799 23/53 [============>.................] - ETA: 1s - loss: 0.4244 - accuracy: 0.9731 - dice_coef: 0.8079 - precision_m: 0.7695 - recall_m: 0.8549 - f1_m: 0.8079 - iou_m: 0.6797 25/53 [=============>................] - ETA: 1s - loss: 0.4219 - accuracy: 0.9734 - dice_coef: 0.8105 - precision_m: 0.7746 - recall_m: 0.8544 - f1_m: 0.8105 - iou_m: 0.6834 27/53 [==============>...............] - ETA: 1s - loss: 0.4261 - accuracy: 0.9724 - dice_coef: 0.8068 - precision_m: 0.7702 - recall_m: 0.8512 - f1_m: 0.8068 - iou_m: 0.6785 28/53 [==============>...............] - ETA: 1s - loss: 0.4247 - accuracy: 0.9729 - dice_coef: 0.8077 - precision_m: 0.7710 - recall_m: 0.8520 - f1_m: 0.8077 - iou_m: 0.6797 30/53 [===============>..............] - ETA: 1s - loss: 0.4272 - accuracy: 0.9718 - dice_coef: 0.8088 - precision_m: 0.7768 - recall_m: 0.8483 - f1_m: 0.8088 - iou_m: 0.6811 32/53 [=================>............] - ETA: 0s - loss: 0.4305 - accuracy: 0.9706 - dice_coef: 0.8088 - precision_m: 0.7819 - recall_m: 0.8431 - f1_m: 0.8088 - iou_m: 0.6810 34/53 [==================>...........] - ETA: 0s - loss: 0.4411 - accuracy: 0.9682 - dice_coef: 0.8066 - precision_m: 0.7828 - recall_m: 0.8384 - f1_m: 0.8066 - iou_m: 0.6782 35/53 [==================>...........] - ETA: 0s - loss: 0.4425 - accuracy: 0.9675 - dice_coef: 0.8063 - precision_m: 0.7819 - recall_m: 0.8387 - f1_m: 0.8063 - iou_m: 0.6778 37/53 [===================>..........] - ETA: 0s - loss: 0.4391 - accuracy: 0.9682 - dice_coef: 0.8080 - precision_m: 0.7812 - recall_m: 0.8431 - f1_m: 0.8080 - iou_m: 0.6801 39/53 [=====================>........] - ETA: 0s - loss: 0.4403 - accuracy: 0.9681 - dice_coef: 0.8086 - precision_m: 0.7809 - recall_m: 0.8449 - f1_m: 0.8086 - iou_m: 0.6811 41/53 [======================>.......] - ETA: 0s - loss: 0.4407 - accuracy: 0.9682 - dice_coef: 0.8087 - precision_m: 0.7804 - recall_m: 0.8454 - f1_m: 0.8087 - iou_m: 0.6811 43/53 [=======================>......] - ETA: 0s - loss: 0.4388 - accuracy: 0.9683 - dice_coef: 0.8100 - precision_m: 0.7815 - recall_m: 0.8468 - f1_m: 0.8100 - iou_m: 0.6829 45/53 [========================>.....] - ETA: 0s - loss: 0.4355 - accuracy: 0.9689 - dice_coef: 0.8118 - precision_m: 0.7841 - recall_m: 0.8475 - f1_m: 0.8118 - iou_m: 0.6854 47/53 [=========================>....] - ETA: 0s - loss: 0.4354 - accuracy: 0.9689 - dice_coef: 0.8121 - precision_m: 0.7854 - recall_m: 0.8465 - f1_m: 0.8121 - iou_m: 0.6858 49/53 [==========================>...] - ETA: 0s - loss: 0.4340 - accuracy: 0.9693 - dice_coef: 0.8135 - precision_m: 0.7862 - recall_m: 0.8485 - f1_m: 0.8135 - iou_m: 0.6878 51/53 [===========================>..] - ETA: 0s - loss: 0.4312 - accuracy: 0.9695 - dice_coef: 0.8152 - precision_m: 0.7876 - recall_m: 0.8502 - f1_m: 0.8152 - iou_m: 0.6901 53/53 [==============================] - ETA: 0s - loss: 0.4305 - accuracy: 0.9697 - dice_coef: 0.8158 - precision_m: 0.7880 - recall_m: 0.8509 - f1_m: 0.8158 - iou_m: 0.6911 Epoch 45: val_dice_coef did not improve from 0.77740  53/53 [==============================] - 3s 55ms/step - loss: 0.4305 - accuracy: 0.9697 - dice_coef: 0.8158 - precision_m: 0.7880 - recall_m: 0.8509 - f1_m: 0.8158 - iou_m: 0.6911 - val_loss: 0.5092 - val_accuracy: 0.9590 - val_dice_coef: 0.7710 - val_precision_m: 0.7225 - val_recall_m: 0.8320 - val_f1_m: 0.7710 - val_iou_m: 0.6296 - lr: 1.0000e-04 Epoch 46/100 1/53 [..............................] - ETA: 6s - loss: 0.5293 - accuracy: 0.9437 - dice_coef: 0.7822 - precision_m: 0.7341 - recall_m: 0.8371 - f1_m: 0.7822 - iou_m: 0.6423 2/53 [>.............................] - ETA: 4s - loss: 0.4692 - accuracy: 0.9610 - dice_coef: 0.8172 - precision_m: 0.7867 - recall_m: 0.8513 - f1_m: 0.8172 - iou_m: 0.6924 4/53 [=>............................] - ETA: 2s - loss: 0.4241 - accuracy: 0.9690 - dice_coef: 0.8287 - precision_m: 0.7952 - recall_m: 0.8665 - f1_m: 0.8287 - iou_m: 0.7086 6/53 [==>...........................] - ETA: 2s - loss: 0.3924 - accuracy: 0.9731 - dice_coef: 0.8414 - precision_m: 0.8131 - recall_m: 0.8733 - f1_m: 0.8414 - iou_m: 0.7274 8/53 [===>..........................] - ETA: 2s - loss: 0.3966 - accuracy: 0.9726 - dice_coef: 0.8365 - precision_m: 0.8054 - recall_m: 0.8714 - f1_m: 0.8365 - iou_m: 0.7202 9/53 [====>.........................] - ETA: 2s - loss: 0.3948 - accuracy: 0.9726 - dice_coef: 0.8386 - precision_m: 0.8078 - recall_m: 0.8729 - f1_m: 0.8386 - iou_m: 0.7231 11/53 [=====>........................] - ETA: 2s - loss: 0.4099 - accuracy: 0.9684 - dice_coef: 0.8347 - precision_m: 0.8148 - recall_m: 0.8584 - f1_m: 0.8347 - iou_m: 0.7172 13/53 [======>.......................] - ETA: 1s - loss: 0.4315 - accuracy: 0.9647 - dice_coef: 0.8226 - precision_m: 0.7970 - recall_m: 0.8532 - f1_m: 0.8226 - iou_m: 0.7010 15/53 [=======>......................] - ETA: 1s - loss: 0.4325 - accuracy: 0.9651 - dice_coef: 0.8260 - precision_m: 0.8028 - recall_m: 0.8546 - f1_m: 0.8260 - iou_m: 0.7058 17/53 [========>.....................] - ETA: 1s - loss: 0.4308 - accuracy: 0.9670 - dice_coef: 0.8280 - precision_m: 0.8041 - recall_m: 0.8570 - f1_m: 0.8280 - iou_m: 0.7085 19/53 [=========>....................] - ETA: 1s - loss: 0.4302 - accuracy: 0.9673 - dice_coef: 0.8241 - precision_m: 0.7970 - recall_m: 0.8569 - f1_m: 0.8241 - iou_m: 0.7029 21/53 [==========>...................] - ETA: 1s - loss: 0.4345 - accuracy: 0.9659 - dice_coef: 0.8197 - precision_m: 0.7864 - recall_m: 0.8612 - f1_m: 0.8197 - iou_m: 0.6968 23/53 [============>.................] - ETA: 1s - loss: 0.4303 - accuracy: 0.9664 - dice_coef: 0.8214 - precision_m: 0.7870 - recall_m: 0.8636 - f1_m: 0.8214 - iou_m: 0.6991 25/53 [=============>................] - ETA: 1s - loss: 0.4390 - accuracy: 0.9652 - dice_coef: 0.8148 - precision_m: 0.7838 - recall_m: 0.8535 - f1_m: 0.8148 - iou_m: 0.6908 27/53 [==============>...............] - ETA: 1s - loss: 0.4396 - accuracy: 0.9657 - dice_coef: 0.8119 - precision_m: 0.7843 - recall_m: 0.8473 - f1_m: 0.8119 - iou_m: 0.6869 29/53 [===============>..............] - ETA: 1s - loss: 0.4366 - accuracy: 0.9670 - dice_coef: 0.8134 - precision_m: 0.7833 - recall_m: 0.8516 - f1_m: 0.8134 - iou_m: 0.6888 31/53 [================>.............] - ETA: 0s - loss: 0.4332 - accuracy: 0.9676 - dice_coef: 0.8154 - precision_m: 0.7846 - recall_m: 0.8541 - f1_m: 0.8154 - iou_m: 0.6915 32/53 [=================>............] - ETA: 0s - loss: 0.4347 - accuracy: 0.9671 - dice_coef: 0.8147 - precision_m: 0.7822 - recall_m: 0.8555 - f1_m: 0.8147 - iou_m: 0.6905 33/53 [=================>............] - ETA: 0s - loss: 0.4317 - accuracy: 0.9675 - dice_coef: 0.8160 - precision_m: 0.7837 - recall_m: 0.8563 - f1_m: 0.8160 - iou_m: 0.6922 35/53 [==================>...........] - ETA: 0s - loss: 0.4291 - accuracy: 0.9677 - dice_coef: 0.8160 - precision_m: 0.7843 - recall_m: 0.8554 - f1_m: 0.8160 - iou_m: 0.6923 37/53 [===================>..........] - ETA: 0s - loss: 0.4297 - accuracy: 0.9676 - dice_coef: 0.8159 - precision_m: 0.7862 - recall_m: 0.8533 - f1_m: 0.8159 - iou_m: 0.6922 39/53 [=====================>........] - ETA: 0s - loss: 0.4295 - accuracy: 0.9675 - dice_coef: 0.8152 - precision_m: 0.7835 - recall_m: 0.8551 - f1_m: 0.8152 - iou_m: 0.6910 40/53 [=====================>........] - ETA: 0s - loss: 0.4284 - accuracy: 0.9680 - dice_coef: 0.8156 - precision_m: 0.7826 - recall_m: 0.8569 - f1_m: 0.8156 - iou_m: 0.6915 42/53 [======================>.......] - ETA: 0s - loss: 0.4289 - accuracy: 0.9684 - dice_coef: 0.8153 - precision_m: 0.7814 - recall_m: 0.8574 - f1_m: 0.8153 - iou_m: 0.6909 44/53 [=======================>......] - ETA: 0s - loss: 0.4250 - accuracy: 0.9690 - dice_coef: 0.8174 - precision_m: 0.7843 - recall_m: 0.8585 - f1_m: 0.8174 - iou_m: 0.6940 45/53 [========================>.....] - ETA: 0s - loss: 0.4232 - accuracy: 0.9693 - dice_coef: 0.8181 - precision_m: 0.7859 - recall_m: 0.8581 - f1_m: 0.8181 - iou_m: 0.6949 47/53 [=========================>....] - ETA: 0s - loss: 0.4212 - accuracy: 0.9697 - dice_coef: 0.8195 - precision_m: 0.7878 - recall_m: 0.8587 - f1_m: 0.8195 - iou_m: 0.6969 49/53 [==========================>...] - ETA: 0s - loss: 0.4222 - accuracy: 0.9699 - dice_coef: 0.8195 - precision_m: 0.7878 - recall_m: 0.8586 - f1_m: 0.8195 - iou_m: 0.6968 51/53 [===========================>..] - ETA: 0s - loss: 0.4241 - accuracy: 0.9695 - dice_coef: 0.8187 - precision_m: 0.7873 - recall_m: 0.8576 - f1_m: 0.8187 - iou_m: 0.6956 52/53 [============================>.] - ETA: 0s - loss: 0.4239 - accuracy: 0.9697 - dice_coef: 0.8188 - precision_m: 0.7867 - recall_m: 0.8584 - f1_m: 0.8188 - iou_m: 0.6957 Epoch 46: val_dice_coef improved from 0.77740 to 0.77831, saving model to checkpoints/best_model.weights.h5  53/53 [==============================] - 4s 72ms/step - loss: 0.4240 - accuracy: 0.9699 - dice_coef: 0.8183 - precision_m: 0.7861 - recall_m: 0.8578 - f1_m: 0.8183 - iou_m: 0.6949 - val_loss: 0.4982 - val_accuracy: 0.9605 - val_dice_coef: 0.7783 - val_precision_m: 0.7197 - val_recall_m: 0.8533 - val_f1_m: 0.7783 - val_iou_m: 0.6392 - lr: 1.0000e-04 Epoch 47/100 1/53 [..............................] - ETA: 4s - loss: 0.4527 - accuracy: 0.9617 - dice_coef: 0.7828 - precision_m: 0.7798 - recall_m: 0.7858 - f1_m: 0.7828 - iou_m: 0.6431 2/53 [>.............................] - ETA: 3s - loss: 0.4448 - accuracy: 0.9616 - dice_coef: 0.8107 - precision_m: 0.7980 - recall_m: 0.8241 - f1_m: 0.8107 - iou_m: 0.6826 4/53 [=>............................] - ETA: 2s - loss: 0.4249 - accuracy: 0.9649 - dice_coef: 0.8136 - precision_m: 0.7969 - recall_m: 0.8334 - f1_m: 0.8136 - iou_m: 0.6863 6/53 [==>...........................] - ETA: 2s - loss: 0.4270 - accuracy: 0.9657 - dice_coef: 0.8123 - precision_m: 0.7887 - recall_m: 0.8399 - f1_m: 0.8123 - iou_m: 0.6848 8/53 [===>..........................] - ETA: 1s - loss: 0.4498 - accuracy: 0.9710 - dice_coef: 0.7949 - precision_m: 0.7495 - recall_m: 0.8562 - f1_m: 0.7949 - iou_m: 0.6615 10/53 [====>.........................] - ETA: 1s - loss: 0.4413 - accuracy: 0.9707 - dice_coef: 0.8016 - precision_m: 0.7579 - recall_m: 0.8595 - f1_m: 0.8016 - iou_m: 0.6707 12/53 [=====>........................] - ETA: 1s - loss: 0.4403 - accuracy: 0.9705 - dice_coef: 0.8026 - precision_m: 0.7662 - recall_m: 0.8516 - f1_m: 0.8026 - iou_m: 0.6719 13/53 [======>.......................] - ETA: 1s - loss: 0.4364 - accuracy: 0.9708 - dice_coef: 0.8055 - precision_m: 0.7737 - recall_m: 0.8490 - f1_m: 0.8055 - iou_m: 0.6760 15/53 [=======>......................] - ETA: 1s - loss: 0.4295 - accuracy: 0.9731 - dice_coef: 0.8110 - precision_m: 0.7799 - recall_m: 0.8526 - f1_m: 0.8110 - iou_m: 0.6839 16/53 [========>.....................] - ETA: 1s - loss: 0.4231 - accuracy: 0.9737 - dice_coef: 0.8135 - precision_m: 0.7817 - recall_m: 0.8554 - f1_m: 0.8135 - iou_m: 0.6873 18/53 [=========>....................] - ETA: 1s - loss: 0.4187 - accuracy: 0.9747 - dice_coef: 0.8163 - precision_m: 0.7854 - recall_m: 0.8575 - f1_m: 0.8163 - iou_m: 0.6914 19/53 [=========>....................] - ETA: 1s - loss: 0.4177 - accuracy: 0.9750 - dice_coef: 0.8164 - precision_m: 0.7841 - recall_m: 0.8588 - f1_m: 0.8164 - iou_m: 0.6914 21/53 [==========>...................] - ETA: 1s - loss: 0.4179 - accuracy: 0.9737 - dice_coef: 0.8195 - precision_m: 0.7912 - recall_m: 0.8571 - f1_m: 0.8195 - iou_m: 0.6959 23/53 [============>.................] - ETA: 1s - loss: 0.4262 - accuracy: 0.9721 - dice_coef: 0.8138 - precision_m: 0.7838 - recall_m: 0.8529 - f1_m: 0.8138 - iou_m: 0.6879 25/53 [=============>................] - ETA: 1s - loss: 0.4207 - accuracy: 0.9727 - dice_coef: 0.8159 - precision_m: 0.7849 - recall_m: 0.8558 - f1_m: 0.8159 - iou_m: 0.6910 26/53 [=============>................] - ETA: 1s - loss: 0.4174 - accuracy: 0.9732 - dice_coef: 0.8181 - precision_m: 0.7872 - recall_m: 0.8575 - f1_m: 0.8181 - iou_m: 0.6942 27/53 [==============>...............] - ETA: 1s - loss: 0.4177 - accuracy: 0.9728 - dice_coef: 0.8182 - precision_m: 0.7866 - recall_m: 0.8584 - f1_m: 0.8182 - iou_m: 0.6943 29/53 [===============>..............] - ETA: 1s - loss: 0.4140 - accuracy: 0.9732 - dice_coef: 0.8190 - precision_m: 0.7852 - recall_m: 0.8615 - f1_m: 0.8190 - iou_m: 0.6953 31/53 [================>.............] - ETA: 0s - loss: 0.4153 - accuracy: 0.9729 - dice_coef: 0.8181 - precision_m: 0.7835 - recall_m: 0.8613 - f1_m: 0.8181 - iou_m: 0.6940 33/53 [=================>............] - ETA: 0s - loss: 0.4155 - accuracy: 0.9721 - dice_coef: 0.8185 - precision_m: 0.7881 - recall_m: 0.8581 - f1_m: 0.8185 - iou_m: 0.6946 34/53 [==================>...........] - ETA: 0s - loss: 0.4130 - accuracy: 0.9726 - dice_coef: 0.8195 - precision_m: 0.7883 - recall_m: 0.8599 - f1_m: 0.8195 - iou_m: 0.6960 36/53 [===================>..........] - ETA: 0s - loss: 0.4116 - accuracy: 0.9728 - dice_coef: 0.8216 - precision_m: 0.7927 - recall_m: 0.8593 - f1_m: 0.8216 - iou_m: 0.6990 38/53 [====================>.........] - ETA: 0s - loss: 0.4105 - accuracy: 0.9729 - dice_coef: 0.8215 - precision_m: 0.7921 - recall_m: 0.8595 - f1_m: 0.8215 - iou_m: 0.6989 40/53 [=====================>........] - ETA: 0s - loss: 0.4168 - accuracy: 0.9713 - dice_coef: 0.8201 - precision_m: 0.7926 - recall_m: 0.8565 - f1_m: 0.8201 - iou_m: 0.6968 42/53 [======================>.......] - ETA: 0s - loss: 0.4211 - accuracy: 0.9700 - dice_coef: 0.8167 - precision_m: 0.7862 - recall_m: 0.8572 - f1_m: 0.8167 - iou_m: 0.6921 44/53 [=======================>......] - ETA: 0s - loss: 0.4195 - accuracy: 0.9701 - dice_coef: 0.8167 - precision_m: 0.7863 - recall_m: 0.8568 - f1_m: 0.8167 - iou_m: 0.6920 46/53 [=========================>....] - ETA: 0s - loss: 0.4168 - accuracy: 0.9705 - dice_coef: 0.8178 - precision_m: 0.7873 - recall_m: 0.8576 - f1_m: 0.8178 - iou_m: 0.6935 48/53 [==========================>...] - ETA: 0s - loss: 0.4174 - accuracy: 0.9707 - dice_coef: 0.8176 - precision_m: 0.7871 - recall_m: 0.8573 - f1_m: 0.8176 - iou_m: 0.6934 49/53 [==========================>...] - ETA: 0s - loss: 0.4193 - accuracy: 0.9705 - dice_coef: 0.8169 - precision_m: 0.7860 - recall_m: 0.8570 - f1_m: 0.8169 - iou_m: 0.6924 51/53 [===========================>..] - ETA: 0s - loss: 0.4194 - accuracy: 0.9704 - dice_coef: 0.8176 - precision_m: 0.7887 - recall_m: 0.8553 - f1_m: 0.8176 - iou_m: 0.6933 53/53 [==============================] - ETA: 0s - loss: 0.4215 - accuracy: 0.9704 - dice_coef: 0.8175 - precision_m: 0.7884 - recall_m: 0.8553 - f1_m: 0.8175 - iou_m: 0.6932 Epoch 47: val_dice_coef did not improve from 0.77831  53/53 [==============================] - 3s 52ms/step - loss: 0.4215 - accuracy: 0.9704 - dice_coef: 0.8175 - precision_m: 0.7884 - recall_m: 0.8553 - f1_m: 0.8175 - iou_m: 0.6932 - val_loss: 0.5102 - val_accuracy: 0.9584 - val_dice_coef: 0.7566 - val_precision_m: 0.7509 - val_recall_m: 0.7671 - val_f1_m: 0.7566 - val_iou_m: 0.6119 - lr: 1.0000e-04 Epoch 48/100 1/53 [..............................] - ETA: 5s - loss: 0.3975 - accuracy: 0.9787 - dice_coef: 0.8110 - precision_m: 0.7695 - recall_m: 0.8572 - f1_m: 0.8110 - iou_m: 0.6821 2/53 [>.............................] - ETA: 2s - loss: 0.3870 - accuracy: 0.9809 - dice_coef: 0.8419 - precision_m: 0.8254 - recall_m: 0.8609 - f1_m: 0.8419 - iou_m: 0.7282 4/53 [=>............................] - ETA: 2s - loss: 0.4271 - accuracy: 0.9736 - dice_coef: 0.8182 - precision_m: 0.8069 - recall_m: 0.8323 - f1_m: 0.8182 - iou_m: 0.6942 5/53 [=>............................] - ETA: 2s - loss: 0.4230 - accuracy: 0.9760 - dice_coef: 0.8161 - precision_m: 0.7946 - recall_m: 0.8421 - f1_m: 0.8161 - iou_m: 0.6908 7/53 [==>...........................] - ETA: 2s - loss: 0.4203 - accuracy: 0.9737 - dice_coef: 0.8159 - precision_m: 0.7882 - recall_m: 0.8485 - f1_m: 0.8159 - iou_m: 0.6903 9/53 [====>.........................] - ETA: 2s - loss: 0.4164 - accuracy: 0.9743 - dice_coef: 0.8205 - precision_m: 0.7840 - recall_m: 0.8637 - f1_m: 0.8205 - iou_m: 0.6967 11/53 [=====>........................] - ETA: 1s - loss: 0.4099 - accuracy: 0.9747 - dice_coef: 0.8261 - precision_m: 0.7858 - recall_m: 0.8743 - f1_m: 0.8261 - iou_m: 0.7050 12/53 [=====>........................] - ETA: 1s - loss: 0.4034 - accuracy: 0.9751 - dice_coef: 0.8284 - precision_m: 0.7865 - recall_m: 0.8783 - f1_m: 0.8284 - iou_m: 0.7083 14/53 [======>.......................] - ETA: 1s - loss: 0.4079 - accuracy: 0.9718 - dice_coef: 0.8280 - precision_m: 0.7891 - recall_m: 0.8741 - f1_m: 0.8280 - iou_m: 0.7078 15/53 [=======>......................] - ETA: 1s - loss: 0.4063 - accuracy: 0.9716 - dice_coef: 0.8293 - precision_m: 0.7898 - recall_m: 0.8758 - f1_m: 0.8293 - iou_m: 0.7096 16/53 [========>.....................] - ETA: 1s - loss: 0.4101 - accuracy: 0.9725 - dice_coef: 0.8259 - precision_m: 0.7852 - recall_m: 0.8740 - f1_m: 0.8259 - iou_m: 0.7048 17/53 [========>.....................] - ETA: 1s - loss: 0.4129 - accuracy: 0.9735 - dice_coef: 0.8251 - precision_m: 0.7827 - recall_m: 0.8752 - f1_m: 0.8251 - iou_m: 0.7035 19/53 [=========>....................] - ETA: 1s - loss: 0.4119 - accuracy: 0.9746 - dice_coef: 0.8259 - precision_m: 0.7822 - recall_m: 0.8776 - f1_m: 0.8259 - iou_m: 0.7046 21/53 [==========>...................] - ETA: 1s - loss: 0.4100 - accuracy: 0.9746 - dice_coef: 0.8280 - precision_m: 0.7916 - recall_m: 0.8722 - f1_m: 0.8280 - iou_m: 0.7078 23/53 [============>.................] - ETA: 1s - loss: 0.4059 - accuracy: 0.9749 - dice_coef: 0.8288 - precision_m: 0.7939 - recall_m: 0.8710 - f1_m: 0.8288 - iou_m: 0.7088 25/53 [=============>................] - ETA: 1s - loss: 0.4018 - accuracy: 0.9749 - dice_coef: 0.8310 - precision_m: 0.7970 - recall_m: 0.8718 - f1_m: 0.8310 - iou_m: 0.7120 26/53 [=============>................] - ETA: 1s - loss: 0.4016 - accuracy: 0.9745 - dice_coef: 0.8305 - precision_m: 0.7949 - recall_m: 0.8731 - f1_m: 0.8305 - iou_m: 0.7112 28/53 [==============>...............] - ETA: 1s - loss: 0.4064 - accuracy: 0.9734 - dice_coef: 0.8287 - precision_m: 0.7914 - recall_m: 0.8734 - f1_m: 0.8287 - iou_m: 0.7086 29/53 [===============>..............] - ETA: 1s - loss: 0.4099 - accuracy: 0.9724 - dice_coef: 0.8280 - precision_m: 0.7927 - recall_m: 0.8703 - f1_m: 0.8280 - iou_m: 0.7075 30/53 [===============>..............] - ETA: 1s - loss: 0.4130 - accuracy: 0.9715 - dice_coef: 0.8287 - precision_m: 0.7970 - recall_m: 0.8676 - f1_m: 0.8287 - iou_m: 0.7085 31/53 [================>.............] - ETA: 1s - loss: 0.4113 - accuracy: 0.9717 - dice_coef: 0.8298 - precision_m: 0.8001 - recall_m: 0.8665 - f1_m: 0.8298 - iou_m: 0.7101 33/53 [=================>............] - ETA: 0s - loss: 0.4095 - accuracy: 0.9723 - dice_coef: 0.8286 - precision_m: 0.8000 - recall_m: 0.8640 - f1_m: 0.8286 - iou_m: 0.7085 35/53 [==================>...........] - ETA: 0s - loss: 0.4108 - accuracy: 0.9721 - dice_coef: 0.8278 - precision_m: 0.7986 - recall_m: 0.8642 - f1_m: 0.8278 - iou_m: 0.7073 37/53 [===================>..........] - ETA: 0s - loss: 0.4097 - accuracy: 0.9721 - dice_coef: 0.8280 - precision_m: 0.7975 - recall_m: 0.8658 - f1_m: 0.8280 - iou_m: 0.7077 38/53 [====================>.........] - ETA: 0s - loss: 0.4074 - accuracy: 0.9724 - dice_coef: 0.8289 - precision_m: 0.7979 - recall_m: 0.8670 - f1_m: 0.8289 - iou_m: 0.7089 39/53 [=====================>........] - ETA: 0s - loss: 0.4085 - accuracy: 0.9723 - dice_coef: 0.8284 - precision_m: 0.7968 - recall_m: 0.8672 - f1_m: 0.8284 - iou_m: 0.7081 41/53 [======================>.......] - ETA: 0s - loss: 0.4065 - accuracy: 0.9721 - dice_coef: 0.8293 - precision_m: 0.7979 - recall_m: 0.8676 - f1_m: 0.8293 - iou_m: 0.7094 42/53 [======================>.......] - ETA: 0s - loss: 0.4058 - accuracy: 0.9721 - dice_coef: 0.8293 - precision_m: 0.7993 - recall_m: 0.8662 - f1_m: 0.8293 - iou_m: 0.7095 43/53 [=======================>......] - ETA: 0s - loss: 0.4037 - accuracy: 0.9725 - dice_coef: 0.8307 - precision_m: 0.8009 - recall_m: 0.8673 - f1_m: 0.8307 - iou_m: 0.7116 44/53 [=======================>......] - ETA: 0s - loss: 0.4040 - accuracy: 0.9728 - dice_coef: 0.8303 - precision_m: 0.8003 - recall_m: 0.8669 - f1_m: 0.8303 - iou_m: 0.7109 45/53 [========================>.....] - ETA: 0s - loss: 0.4039 - accuracy: 0.9729 - dice_coef: 0.8297 - precision_m: 0.7991 - recall_m: 0.8670 - f1_m: 0.8297 - iou_m: 0.7101 46/53 [=========================>....] - ETA: 0s - loss: 0.4039 - accuracy: 0.9730 - dice_coef: 0.8289 - precision_m: 0.7980 - recall_m: 0.8664 - f1_m: 0.8289 - iou_m: 0.7089 48/53 [==========================>...] - ETA: 0s - loss: 0.4011 - accuracy: 0.9732 - dice_coef: 0.8286 - precision_m: 0.7980 - recall_m: 0.8657 - f1_m: 0.8286 - iou_m: 0.7084 50/53 [===========================>..] - ETA: 0s - loss: 0.4001 - accuracy: 0.9733 - dice_coef: 0.8294 - precision_m: 0.8001 - recall_m: 0.8649 - f1_m: 0.8294 - iou_m: 0.7096 52/53 [============================>.] - ETA: 0s - loss: 0.4013 - accuracy: 0.9728 - dice_coef: 0.8302 - precision_m: 0.8035 - recall_m: 0.8631 - f1_m: 0.8302 - iou_m: 0.7108 Epoch 48: val_dice_coef did not improve from 0.77831  53/53 [==============================] - 3s 59ms/step - loss: 0.4043 - accuracy: 0.9723 - dice_coef: 0.8279 - precision_m: 0.8005 - recall_m: 0.8617 - f1_m: 0.8279 - iou_m: 0.7078 - val_loss: 0.4887 - val_accuracy: 0.9616 - val_dice_coef: 0.7738 - val_precision_m: 0.7325 - val_recall_m: 0.8225 - val_f1_m: 0.7738 - val_iou_m: 0.6343 - lr: 1.0000e-04 Epoch 49/100 1/53 [..............................] - ETA: 5s - loss: 0.4424 - accuracy: 0.9609 - dice_coef: 0.7925 - precision_m: 0.7014 - recall_m: 0.9106 - f1_m: 0.7925 - iou_m: 0.6563 2/53 [>.............................] - ETA: 3s - loss: 0.3798 - accuracy: 0.9717 - dice_coef: 0.8277 - precision_m: 0.7713 - recall_m: 0.8983 - f1_m: 0.8277 - iou_m: 0.7077 3/53 [>.............................] - ETA: 3s - loss: 0.3852 - accuracy: 0.9686 - dice_coef: 0.8233 - precision_m: 0.7673 - recall_m: 0.8915 - f1_m: 0.8233 - iou_m: 0.7007 5/53 [=>............................] - ETA: 2s - loss: 0.3960 - accuracy: 0.9682 - dice_coef: 0.8232 - precision_m: 0.7741 - recall_m: 0.8824 - f1_m: 0.8232 - iou_m: 0.7004 7/53 [==>...........................] - ETA: 2s - loss: 0.3977 - accuracy: 0.9731 - dice_coef: 0.8262 - precision_m: 0.7716 - recall_m: 0.8920 - f1_m: 0.8262 - iou_m: 0.7045 9/53 [====>.........................] - ETA: 2s - loss: 0.4028 - accuracy: 0.9730 - dice_coef: 0.8188 - precision_m: 0.7691 - recall_m: 0.8779 - f1_m: 0.8188 - iou_m: 0.6943 11/53 [=====>........................] - ETA: 2s - loss: 0.3991 - accuracy: 0.9721 - dice_coef: 0.8233 - precision_m: 0.7792 - recall_m: 0.8752 - f1_m: 0.8233 - iou_m: 0.7007 13/53 [======>.......................] - ETA: 1s - loss: 0.4157 - accuracy: 0.9686 - dice_coef: 0.8161 - precision_m: 0.7705 - recall_m: 0.8702 - f1_m: 0.8161 - iou_m: 0.6916 15/53 [=======>......................] - ETA: 1s - loss: 0.4252 - accuracy: 0.9691 - dice_coef: 0.8170 - precision_m: 0.7758 - recall_m: 0.8659 - f1_m: 0.8170 - iou_m: 0.6925 17/53 [========>.....................] - ETA: 1s - loss: 0.4185 - accuracy: 0.9693 - dice_coef: 0.8203 - precision_m: 0.7806 - recall_m: 0.8670 - f1_m: 0.8203 - iou_m: 0.6971 18/53 [=========>....................] - ETA: 1s - loss: 0.4213 - accuracy: 0.9685 - dice_coef: 0.8169 - precision_m: 0.7822 - recall_m: 0.8585 - f1_m: 0.8169 - iou_m: 0.6923 20/53 [==========>...................] - ETA: 1s - loss: 0.4136 - accuracy: 0.9697 - dice_coef: 0.8218 - precision_m: 0.7898 - recall_m: 0.8600 - f1_m: 0.8218 - iou_m: 0.6995 22/53 [===========>..................] - ETA: 1s - loss: 0.4192 - accuracy: 0.9687 - dice_coef: 0.8167 - precision_m: 0.7945 - recall_m: 0.8473 - f1_m: 0.8167 - iou_m: 0.6925 24/53 [============>.................] - ETA: 1s - loss: 0.4161 - accuracy: 0.9692 - dice_coef: 0.8156 - precision_m: 0.7920 - recall_m: 0.8472 - f1_m: 0.8156 - iou_m: 0.6909 26/53 [=============>................] - ETA: 1s - loss: 0.4118 - accuracy: 0.9695 - dice_coef: 0.8189 - precision_m: 0.7942 - recall_m: 0.8513 - f1_m: 0.8189 - iou_m: 0.6957 28/53 [==============>...............] - ETA: 1s - loss: 0.4162 - accuracy: 0.9685 - dice_coef: 0.8177 - precision_m: 0.7898 - recall_m: 0.8540 - f1_m: 0.8177 - iou_m: 0.6939 30/53 [===============>..............] - ETA: 1s - loss: 0.4117 - accuracy: 0.9692 - dice_coef: 0.8212 - precision_m: 0.7933 - recall_m: 0.8572 - f1_m: 0.8212 - iou_m: 0.6989 32/53 [=================>............] - ETA: 0s - loss: 0.4075 - accuracy: 0.9697 - dice_coef: 0.8229 - precision_m: 0.7928 - recall_m: 0.8614 - f1_m: 0.8229 - iou_m: 0.7014 34/53 [==================>...........] - ETA: 0s - loss: 0.4065 - accuracy: 0.9696 - dice_coef: 0.8245 - precision_m: 0.7957 - recall_m: 0.8614 - f1_m: 0.8245 - iou_m: 0.7037 36/53 [===================>..........] - ETA: 0s - loss: 0.4041 - accuracy: 0.9703 - dice_coef: 0.8266 - precision_m: 0.7976 - recall_m: 0.8634 - f1_m: 0.8266 - iou_m: 0.7067 38/53 [====================>.........] - ETA: 0s - loss: 0.4054 - accuracy: 0.9707 - dice_coef: 0.8241 - precision_m: 0.7926 - recall_m: 0.8644 - f1_m: 0.8241 - iou_m: 0.7033 40/53 [=====================>........] - ETA: 0s - loss: 0.4023 - accuracy: 0.9712 - dice_coef: 0.8263 - precision_m: 0.7947 - recall_m: 0.8663 - f1_m: 0.8263 - iou_m: 0.7065 42/53 [======================>.......] - ETA: 0s - loss: 0.3998 - accuracy: 0.9716 - dice_coef: 0.8269 - precision_m: 0.7968 - recall_m: 0.8651 - f1_m: 0.8269 - iou_m: 0.7072 44/53 [=======================>......] - ETA: 0s - loss: 0.4005 - accuracy: 0.9717 - dice_coef: 0.8277 - precision_m: 0.7979 - recall_m: 0.8654 - f1_m: 0.8277 - iou_m: 0.7084 46/53 [=========================>....] - ETA: 0s - loss: 0.4014 - accuracy: 0.9715 - dice_coef: 0.8267 - precision_m: 0.7984 - recall_m: 0.8624 - f1_m: 0.8267 - iou_m: 0.7070 47/53 [=========================>....] - ETA: 0s - loss: 0.4006 - accuracy: 0.9715 - dice_coef: 0.8272 - precision_m: 0.7997 - recall_m: 0.8620 - f1_m: 0.8272 - iou_m: 0.7077 48/53 [==========================>...] - ETA: 0s - loss: 0.3999 - accuracy: 0.9716 - dice_coef: 0.8272 - precision_m: 0.7991 - recall_m: 0.8626 - f1_m: 0.8272 - iou_m: 0.7076 49/53 [==========================>...] - ETA: 0s - loss: 0.4002 - accuracy: 0.9714 - dice_coef: 0.8269 - precision_m: 0.7987 - recall_m: 0.8622 - f1_m: 0.8269 - iou_m: 0.7071 51/53 [===========================>..] - ETA: 0s - loss: 0.4016 - accuracy: 0.9709 - dice_coef: 0.8254 - precision_m: 0.7963 - recall_m: 0.8617 - f1_m: 0.8254 - iou_m: 0.7050 52/53 [============================>.] - ETA: 0s - loss: 0.3992 - accuracy: 0.9712 - dice_coef: 0.8265 - precision_m: 0.7970 - recall_m: 0.8632 - f1_m: 0.8265 - iou_m: 0.7066 Epoch 49: val_dice_coef did not improve from 0.77831  53/53 [==============================] - 3s 57ms/step - loss: 0.3976 - accuracy: 0.9715 - dice_coef: 0.8272 - precision_m: 0.7974 - recall_m: 0.8642 - f1_m: 0.8272 - iou_m: 0.7076 - val_loss: 0.5229 - val_accuracy: 0.9577 - val_dice_coef: 0.7664 - val_precision_m: 0.6939 - val_recall_m: 0.8598 - val_f1_m: 0.7664 - val_iou_m: 0.6237 - lr: 1.0000e-04 Epoch 50/100 1/53 [..............................] - ETA: 6s - loss: 0.3192 - accuracy: 0.9844 - dice_coef: 0.8705 - precision_m: 0.8359 - recall_m: 0.9081 - f1_m: 0.8705 - iou_m: 0.7706 3/53 [>.............................] - ETA: 2s - loss: 0.3656 - accuracy: 0.9861 - dice_coef: 0.8497 - precision_m: 0.7987 - recall_m: 0.9105 - f1_m: 0.8497 - iou_m: 0.7395 4/53 [=>............................] - ETA: 2s - loss: 0.3763 - accuracy: 0.9811 - dice_coef: 0.8358 - precision_m: 0.8047 - recall_m: 0.8747 - f1_m: 0.8358 - iou_m: 0.7192 6/53 [==>...........................] - ETA: 2s - loss: 0.3659 - accuracy: 0.9796 - dice_coef: 0.8386 - precision_m: 0.8073 - recall_m: 0.8761 - f1_m: 0.8386 - iou_m: 0.7230 8/53 [===>..........................] - ETA: 2s - loss: 0.3963 - accuracy: 0.9707 - dice_coef: 0.8295 - precision_m: 0.7916 - recall_m: 0.8749 - f1_m: 0.8295 - iou_m: 0.7107 9/53 [====>.........................] - ETA: 2s - loss: 0.3990 - accuracy: 0.9710 - dice_coef: 0.8269 - precision_m: 0.7874 - recall_m: 0.8738 - f1_m: 0.8269 - iou_m: 0.7067 11/53 [=====>........................] - ETA: 2s - loss: 0.3909 - accuracy: 0.9735 - dice_coef: 0.8310 - precision_m: 0.7861 - recall_m: 0.8853 - f1_m: 0.8310 - iou_m: 0.7125 12/53 [=====>........................] - ETA: 2s - loss: 0.4084 - accuracy: 0.9696 - dice_coef: 0.8227 - precision_m: 0.7784 - recall_m: 0.8760 - f1_m: 0.8227 - iou_m: 0.7012 14/53 [======>.......................] - ETA: 1s - loss: 0.4007 - accuracy: 0.9704 - dice_coef: 0.8286 - precision_m: 0.7919 - recall_m: 0.8740 - f1_m: 0.8286 - iou_m: 0.7098 15/53 [=======>......................] - ETA: 1s - loss: 0.3976 - accuracy: 0.9705 - dice_coef: 0.8304 - precision_m: 0.7989 - recall_m: 0.8701 - f1_m: 0.8304 - iou_m: 0.7122 16/53 [========>.....................] - ETA: 1s - loss: 0.4060 - accuracy: 0.9687 - dice_coef: 0.8276 - precision_m: 0.7969 - recall_m: 0.8660 - f1_m: 0.8276 - iou_m: 0.7082 17/53 [========>.....................] - ETA: 1s - loss: 0.4100 - accuracy: 0.9677 - dice_coef: 0.8256 - precision_m: 0.8037 - recall_m: 0.8564 - f1_m: 0.8256 - iou_m: 0.7052 19/53 [=========>....................] - ETA: 1s - loss: 0.4080 - accuracy: 0.9692 - dice_coef: 0.8232 - precision_m: 0.7960 - recall_m: 0.8602 - f1_m: 0.8232 - iou_m: 0.7017 20/53 [==========>...................] - ETA: 1s - loss: 0.4077 - accuracy: 0.9689 - dice_coef: 0.8255 - precision_m: 0.7984 - recall_m: 0.8620 - f1_m: 0.8255 - iou_m: 0.7051 22/53 [===========>..................] - ETA: 1s - loss: 0.4098 - accuracy: 0.9683 - dice_coef: 0.8260 - precision_m: 0.7977 - recall_m: 0.8639 - f1_m: 0.8260 - iou_m: 0.7058 24/53 [============>.................] - ETA: 1s - loss: 0.4093 - accuracy: 0.9683 - dice_coef: 0.8245 - precision_m: 0.7935 - recall_m: 0.8660 - f1_m: 0.8245 - iou_m: 0.7037 25/53 [=============>................] - ETA: 1s - loss: 0.4091 - accuracy: 0.9682 - dice_coef: 0.8233 - precision_m: 0.7911 - recall_m: 0.8661 - f1_m: 0.8233 - iou_m: 0.7020 26/53 [=============>................] - ETA: 1s - loss: 0.4058 - accuracy: 0.9686 - dice_coef: 0.8249 - precision_m: 0.7927 - recall_m: 0.8674 - f1_m: 0.8249 - iou_m: 0.7043 28/53 [==============>...............] - ETA: 1s - loss: 0.4081 - accuracy: 0.9681 - dice_coef: 0.8239 - precision_m: 0.7909 - recall_m: 0.8666 - f1_m: 0.8239 - iou_m: 0.7027 29/53 [===============>..............] - ETA: 1s - loss: 0.4071 - accuracy: 0.9684 - dice_coef: 0.8243 - precision_m: 0.7902 - recall_m: 0.8682 - f1_m: 0.8243 - iou_m: 0.7032 30/53 [===============>..............] - ETA: 1s - loss: 0.4076 - accuracy: 0.9685 - dice_coef: 0.8241 - precision_m: 0.7932 - recall_m: 0.8649 - f1_m: 0.8241 - iou_m: 0.7029 31/53 [================>.............] - ETA: 1s - loss: 0.4059 - accuracy: 0.9690 - dice_coef: 0.8251 - precision_m: 0.7935 - recall_m: 0.8665 - f1_m: 0.8251 - iou_m: 0.7043 33/53 [=================>............] - ETA: 1s - loss: 0.4073 - accuracy: 0.9682 - dice_coef: 0.8232 - precision_m: 0.7888 - recall_m: 0.8681 - f1_m: 0.8232 - iou_m: 0.7017 35/53 [==================>...........] - ETA: 0s - loss: 0.4033 - accuracy: 0.9689 - dice_coef: 0.8260 - precision_m: 0.7921 - recall_m: 0.8699 - f1_m: 0.8260 - iou_m: 0.7058 37/53 [===================>..........] - ETA: 0s - loss: 0.4042 - accuracy: 0.9688 - dice_coef: 0.8259 - precision_m: 0.7926 - recall_m: 0.8685 - f1_m: 0.8259 - iou_m: 0.7056 39/53 [=====================>........] - ETA: 0s - loss: 0.4030 - accuracy: 0.9695 - dice_coef: 0.8261 - precision_m: 0.7939 - recall_m: 0.8680 - f1_m: 0.8261 - iou_m: 0.7059 41/53 [======================>.......] - ETA: 0s - loss: 0.4046 - accuracy: 0.9697 - dice_coef: 0.8244 - precision_m: 0.7907 - recall_m: 0.8681 - f1_m: 0.8244 - iou_m: 0.7034 43/53 [=======================>......] - ETA: 0s - loss: 0.4036 - accuracy: 0.9696 - dice_coef: 0.8248 - precision_m: 0.7912 - recall_m: 0.8682 - f1_m: 0.8248 - iou_m: 0.7038 45/53 [========================>.....] - ETA: 0s - loss: 0.4033 - accuracy: 0.9700 - dice_coef: 0.8246 - precision_m: 0.7899 - recall_m: 0.8691 - f1_m: 0.8246 - iou_m: 0.7035 47/53 [=========================>....] - ETA: 0s - loss: 0.4024 - accuracy: 0.9705 - dice_coef: 0.8253 - precision_m: 0.7894 - recall_m: 0.8712 - f1_m: 0.8253 - iou_m: 0.7045 49/53 [==========================>...] - ETA: 0s - loss: 0.4054 - accuracy: 0.9701 - dice_coef: 0.8227 - precision_m: 0.7869 - recall_m: 0.8685 - f1_m: 0.8227 - iou_m: 0.7009 51/53 [===========================>..] - ETA: 0s - loss: 0.4059 - accuracy: 0.9704 - dice_coef: 0.8220 - precision_m: 0.7856 - recall_m: 0.8688 - f1_m: 0.8220 - iou_m: 0.6999 53/53 [==============================] - ETA: 0s - loss: 0.4038 - accuracy: 0.9704 - dice_coef: 0.8225 - precision_m: 0.7879 - recall_m: 0.8673 - f1_m: 0.8225 - iou_m: 0.7007 Epoch 50: val_dice_coef did not improve from 0.77831  53/53 [==============================] - 3s 58ms/step - loss: 0.4038 - accuracy: 0.9704 - dice_coef: 0.8225 - precision_m: 0.7879 - recall_m: 0.8673 - f1_m: 0.8225 - iou_m: 0.7007 - val_loss: 0.5056 - val_accuracy: 0.9569 - val_dice_coef: 0.7519 - val_precision_m: 0.7179 - val_recall_m: 0.7957 - val_f1_m: 0.7519 - val_iou_m: 0.6070 - lr: 1.0000e-04 Epoch 51/100 1/53 [..............................] - ETA: 5s - loss: 0.3927 - accuracy: 0.9734 - dice_coef: 0.8308 - precision_m: 0.8375 - recall_m: 0.8243 - f1_m: 0.8308 - iou_m: 0.7106 3/53 [>.............................] - ETA: 2s - loss: 0.3484 - accuracy: 0.9813 - dice_coef: 0.8380 - precision_m: 0.8188 - recall_m: 0.8595 - f1_m: 0.8380 - iou_m: 0.7214 5/53 [=>............................] - ETA: 1s - loss: 0.3594 - accuracy: 0.9776 - dice_coef: 0.8329 - precision_m: 0.8282 - recall_m: 0.8406 - f1_m: 0.8329 - iou_m: 0.7147 7/53 [==>...........................] - ETA: 2s - loss: 0.3568 - accuracy: 0.9794 - dice_coef: 0.8416 - precision_m: 0.8289 - recall_m: 0.8574 - f1_m: 0.8416 - iou_m: 0.7278 9/53 [====>.........................] - ETA: 1s - loss: 0.3750 - accuracy: 0.9757 - dice_coef: 0.8392 - precision_m: 0.8286 - recall_m: 0.8546 - f1_m: 0.8392 - iou_m: 0.7239 11/53 [=====>........................] - ETA: 1s - loss: 0.3883 - accuracy: 0.9739 - dice_coef: 0.8315 - precision_m: 0.8160 - recall_m: 0.8520 - f1_m: 0.8315 - iou_m: 0.7128 13/53 [======>.......................] - ETA: 1s - loss: 0.3887 - accuracy: 0.9738 - dice_coef: 0.8333 - precision_m: 0.8145 - recall_m: 0.8571 - f1_m: 0.8333 - iou_m: 0.7156 15/53 [=======>......................] - ETA: 1s - loss: 0.3860 - accuracy: 0.9735 - dice_coef: 0.8347 - precision_m: 0.8145 - recall_m: 0.8594 - f1_m: 0.8347 - iou_m: 0.7174 17/53 [========>.....................] - ETA: 1s - loss: 0.3874 - accuracy: 0.9720 - dice_coef: 0.8350 - precision_m: 0.8164 - recall_m: 0.8582 - f1_m: 0.8350 - iou_m: 0.7179 18/53 [=========>....................] - ETA: 1s - loss: 0.3831 - accuracy: 0.9728 - dice_coef: 0.8369 - precision_m: 0.8168 - recall_m: 0.8617 - f1_m: 0.8369 - iou_m: 0.7207 20/53 [==========>...................] - ETA: 1s - loss: 0.3944 - accuracy: 0.9709 - dice_coef: 0.8322 - precision_m: 0.8125 - recall_m: 0.8560 - f1_m: 0.8322 - iou_m: 0.7139 21/53 [==========>...................] - ETA: 1s - loss: 0.3895 - accuracy: 0.9717 - dice_coef: 0.8339 - precision_m: 0.8137 - recall_m: 0.8582 - f1_m: 0.8339 - iou_m: 0.7164 22/53 [===========>..................] - ETA: 1s - loss: 0.3900 - accuracy: 0.9714 - dice_coef: 0.8328 - precision_m: 0.8103 - recall_m: 0.8598 - f1_m: 0.8328 - iou_m: 0.7147 24/53 [============>.................] - ETA: 1s - loss: 0.3947 - accuracy: 0.9703 - dice_coef: 0.8315 - precision_m: 0.8089 - recall_m: 0.8585 - f1_m: 0.8315 - iou_m: 0.7135 26/53 [=============>................] - ETA: 1s - loss: 0.3991 - accuracy: 0.9700 - dice_coef: 0.8289 - precision_m: 0.8068 - recall_m: 0.8556 - f1_m: 0.8289 - iou_m: 0.7096 28/53 [==============>...............] - ETA: 1s - loss: 0.3945 - accuracy: 0.9709 - dice_coef: 0.8315 - precision_m: 0.8094 - recall_m: 0.8581 - f1_m: 0.8315 - iou_m: 0.7134 30/53 [===============>..............] - ETA: 1s - loss: 0.3884 - accuracy: 0.9716 - dice_coef: 0.8346 - precision_m: 0.8135 - recall_m: 0.8600 - f1_m: 0.8346 - iou_m: 0.7181 32/53 [=================>............] - ETA: 0s - loss: 0.3878 - accuracy: 0.9717 - dice_coef: 0.8339 - precision_m: 0.8123 - recall_m: 0.8596 - f1_m: 0.8339 - iou_m: 0.7168 34/53 [==================>...........] - ETA: 0s - loss: 0.3894 - accuracy: 0.9721 - dice_coef: 0.8322 - precision_m: 0.8075 - recall_m: 0.8618 - f1_m: 0.8322 - iou_m: 0.7143 36/53 [===================>..........] - ETA: 0s - loss: 0.3907 - accuracy: 0.9717 - dice_coef: 0.8317 - precision_m: 0.8076 - recall_m: 0.8607 - f1_m: 0.8317 - iou_m: 0.7135 38/53 [====================>.........] - ETA: 0s - loss: 0.3929 - accuracy: 0.9715 - dice_coef: 0.8292 - precision_m: 0.8018 - recall_m: 0.8625 - f1_m: 0.8292 - iou_m: 0.7099 39/53 [=====================>........] - ETA: 0s - loss: 0.3961 - accuracy: 0.9710 - dice_coef: 0.8261 - precision_m: 0.7997 - recall_m: 0.8583 - f1_m: 0.8261 - iou_m: 0.7058 41/53 [======================>.......] - ETA: 0s - loss: 0.3939 - accuracy: 0.9711 - dice_coef: 0.8269 - precision_m: 0.7985 - recall_m: 0.8613 - f1_m: 0.8269 - iou_m: 0.7068 43/53 [=======================>......] - ETA: 0s - loss: 0.3925 - accuracy: 0.9716 - dice_coef: 0.8274 - precision_m: 0.7999 - recall_m: 0.8610 - f1_m: 0.8274 - iou_m: 0.7076 44/53 [=======================>......] - ETA: 0s - loss: 0.3924 - accuracy: 0.9714 - dice_coef: 0.8271 - precision_m: 0.8008 - recall_m: 0.8594 - f1_m: 0.8271 - iou_m: 0.7071 45/53 [========================>.....] - ETA: 0s - loss: 0.3936 - accuracy: 0.9714 - dice_coef: 0.8270 - precision_m: 0.8012 - recall_m: 0.8587 - f1_m: 0.8270 - iou_m: 0.7069 47/53 [=========================>....] - ETA: 0s - loss: 0.3911 - accuracy: 0.9719 - dice_coef: 0.8283 - precision_m: 0.8025 - recall_m: 0.8599 - f1_m: 0.8283 - iou_m: 0.7088 49/53 [==========================>...] - ETA: 0s - loss: 0.3884 - accuracy: 0.9724 - dice_coef: 0.8292 - precision_m: 0.8035 - recall_m: 0.8605 - f1_m: 0.8292 - iou_m: 0.7101 51/53 [===========================>..] - ETA: 0s - loss: 0.3915 - accuracy: 0.9718 - dice_coef: 0.8280 - precision_m: 0.8024 - recall_m: 0.8590 - f1_m: 0.8280 - iou_m: 0.7082 53/53 [==============================] - ETA: 0s - loss: 0.3913 - accuracy: 0.9717 - dice_coef: 0.8280 - precision_m: 0.8045 - recall_m: 0.8568 - f1_m: 0.8280 - iou_m: 0.7082 Epoch 51: val_dice_coef did not improve from 0.77831  53/53 [==============================] - 3s 56ms/step - loss: 0.3913 - accuracy: 0.9717 - dice_coef: 0.8280 - precision_m: 0.8045 - recall_m: 0.8568 - f1_m: 0.8280 - iou_m: 0.7082 - val_loss: 0.5176 - val_accuracy: 0.9563 - val_dice_coef: 0.7596 - val_precision_m: 0.6893 - val_recall_m: 0.8543 - val_f1_m: 0.7596 - val_iou_m: 0.6157 - lr: 1.0000e-04 Epoch 52/100 1/53 [..............................] - ETA: 5s - loss: 0.3767 - accuracy: 0.9780 - dice_coef: 0.8492 - precision_m: 0.8173 - recall_m: 0.8837 - f1_m: 0.8492 - iou_m: 0.7379 3/53 [>.............................] - ETA: 2s - loss: 0.4014 - accuracy: 0.9707 - dice_coef: 0.8255 - precision_m: 0.7723 - recall_m: 0.8937 - f1_m: 0.8255 - iou_m: 0.7038 5/53 [=>............................] - ETA: 2s - loss: 0.3993 - accuracy: 0.9697 - dice_coef: 0.8295 - precision_m: 0.7806 - recall_m: 0.8905 - f1_m: 0.8295 - iou_m: 0.7094 7/53 [==>...........................] - ETA: 1s - loss: 0.3889 - accuracy: 0.9708 - dice_coef: 0.8338 - precision_m: 0.7892 - recall_m: 0.8880 - f1_m: 0.8338 - iou_m: 0.7158 9/53 [====>.........................] - ETA: 1s - loss: 0.3808 - accuracy: 0.9731 - dice_coef: 0.8335 - precision_m: 0.7858 - recall_m: 0.8908 - f1_m: 0.8335 - iou_m: 0.7153 11/53 [=====>........................] - ETA: 1s - loss: 0.3896 - accuracy: 0.9739 - dice_coef: 0.8279 - precision_m: 0.7863 - recall_m: 0.8773 - f1_m: 0.8279 - iou_m: 0.7070 13/53 [======>.......................] - ETA: 1s - loss: 0.3796 - accuracy: 0.9748 - dice_coef: 0.8323 - precision_m: 0.7956 - recall_m: 0.8763 - f1_m: 0.8323 - iou_m: 0.7136 15/53 [=======>......................] - ETA: 1s - loss: 0.3841 - accuracy: 0.9751 - dice_coef: 0.8296 - precision_m: 0.7999 - recall_m: 0.8658 - f1_m: 0.8296 - iou_m: 0.7099 17/53 [========>.....................] - ETA: 1s - loss: 0.3788 - accuracy: 0.9765 - dice_coef: 0.8335 - precision_m: 0.8025 - recall_m: 0.8709 - f1_m: 0.8335 - iou_m: 0.7157 19/53 [=========>....................] - ETA: 1s - loss: 0.3725 - accuracy: 0.9771 - dice_coef: 0.8386 - precision_m: 0.8102 - recall_m: 0.8728 - f1_m: 0.8386 - iou_m: 0.7234 21/53 [==========>...................] - ETA: 1s - loss: 0.3733 - accuracy: 0.9772 - dice_coef: 0.8375 - precision_m: 0.8088 - recall_m: 0.8716 - f1_m: 0.8375 - iou_m: 0.7217 23/53 [============>.................] - ETA: 1s - loss: 0.3870 - accuracy: 0.9738 - dice_coef: 0.8337 - precision_m: 0.8154 - recall_m: 0.8590 - f1_m: 0.8337 - iou_m: 0.7168 25/53 [=============>................] - ETA: 1s - loss: 0.3850 - accuracy: 0.9735 - dice_coef: 0.8337 - precision_m: 0.8154 - recall_m: 0.8592 - f1_m: 0.8337 - iou_m: 0.7167 27/53 [==============>...............] - ETA: 1s - loss: 0.3866 - accuracy: 0.9728 - dice_coef: 0.8306 - precision_m: 0.8110 - recall_m: 0.8587 - f1_m: 0.8306 - iou_m: 0.7122 28/53 [==============>...............] - ETA: 1s - loss: 0.3892 - accuracy: 0.9723 - dice_coef: 0.8285 - precision_m: 0.8063 - recall_m: 0.8599 - f1_m: 0.8285 - iou_m: 0.7093 30/53 [===============>..............] - ETA: 0s - loss: 0.3922 - accuracy: 0.9714 - dice_coef: 0.8294 - precision_m: 0.8076 - recall_m: 0.8599 - f1_m: 0.8294 - iou_m: 0.7104 31/53 [================>.............] - ETA: 0s - loss: 0.3914 - accuracy: 0.9716 - dice_coef: 0.8300 - precision_m: 0.8072 - recall_m: 0.8616 - f1_m: 0.8300 - iou_m: 0.7113 33/53 [=================>............] - ETA: 0s - loss: 0.3980 - accuracy: 0.9698 - dice_coef: 0.8278 - precision_m: 0.8031 - recall_m: 0.8614 - f1_m: 0.8278 - iou_m: 0.7080 35/53 [==================>...........] - ETA: 0s - loss: 0.4002 - accuracy: 0.9695 - dice_coef: 0.8251 - precision_m: 0.7969 - recall_m: 0.8633 - f1_m: 0.8251 - iou_m: 0.7041 37/53 [===================>..........] - ETA: 0s - loss: 0.3996 - accuracy: 0.9697 - dice_coef: 0.8256 - precision_m: 0.7961 - recall_m: 0.8650 - f1_m: 0.8256 - iou_m: 0.7048 39/53 [=====================>........] - ETA: 0s - loss: 0.3965 - accuracy: 0.9701 - dice_coef: 0.8266 - precision_m: 0.7984 - recall_m: 0.8641 - f1_m: 0.8266 - iou_m: 0.7062 40/53 [=====================>........] - ETA: 0s - loss: 0.3957 - accuracy: 0.9702 - dice_coef: 0.8272 - precision_m: 0.7989 - recall_m: 0.8647 - f1_m: 0.8272 - iou_m: 0.7071 41/53 [======================>.......] - ETA: 0s - loss: 0.3962 - accuracy: 0.9701 - dice_coef: 0.8254 - precision_m: 0.7964 - recall_m: 0.8637 - f1_m: 0.8254 - iou_m: 0.7046 42/53 [======================>.......] - ETA: 0s - loss: 0.3974 - accuracy: 0.9698 - dice_coef: 0.8245 - precision_m: 0.7979 - recall_m: 0.8603 - f1_m: 0.8245 - iou_m: 0.7032 43/53 [=======================>......] - ETA: 0s - loss: 0.3978 - accuracy: 0.9697 - dice_coef: 0.8230 - precision_m: 0.7969 - recall_m: 0.8583 - f1_m: 0.8230 - iou_m: 0.7012 44/53 [=======================>......] - ETA: 0s - loss: 0.3961 - accuracy: 0.9699 - dice_coef: 0.8238 - precision_m: 0.7977 - recall_m: 0.8588 - f1_m: 0.8238 - iou_m: 0.7023 46/53 [=========================>....] - ETA: 0s - loss: 0.3942 - accuracy: 0.9706 - dice_coef: 0.8240 - precision_m: 0.7966 - recall_m: 0.8604 - f1_m: 0.8240 - iou_m: 0.7025 48/53 [==========================>...] - ETA: 0s - loss: 0.3917 - accuracy: 0.9710 - dice_coef: 0.8252 - precision_m: 0.7974 - recall_m: 0.8617 - f1_m: 0.8252 - iou_m: 0.7042 50/53 [===========================>..] - ETA: 0s - loss: 0.3920 - accuracy: 0.9710 - dice_coef: 0.8253 - precision_m: 0.7971 - recall_m: 0.8620 - f1_m: 0.8253 - iou_m: 0.7043 52/53 [============================>.] - ETA: 0s - loss: 0.3893 - accuracy: 0.9714 - dice_coef: 0.8267 - precision_m: 0.7981 - recall_m: 0.8638 - f1_m: 0.8267 - iou_m: 0.7064 Epoch 52: val_dice_coef did not improve from 0.77831  53/53 [==============================] - 3s 51ms/step - loss: 0.3887 - accuracy: 0.9714 - dice_coef: 0.8267 - precision_m: 0.7978 - recall_m: 0.8640 - f1_m: 0.8267 - iou_m: 0.7063 - val_loss: 0.4998 - val_accuracy: 0.9591 - val_dice_coef: 0.7644 - val_precision_m: 0.7298 - val_recall_m: 0.8075 - val_f1_m: 0.7644 - val_iou_m: 0.6224 - lr: 1.0000e-04 Epoch 53/100 1/53 [..............................] - ETA: 5s - loss: 0.4257 - accuracy: 0.9801 - dice_coef: 0.7969 - precision_m: 0.7137 - recall_m: 0.9021 - f1_m: 0.7969 - iou_m: 0.6624 3/53 [>.............................] - ETA: 2s - loss: 0.4232 - accuracy: 0.9687 - dice_coef: 0.7995 - precision_m: 0.7576 - recall_m: 0.8497 - f1_m: 0.7995 - iou_m: 0.6664 5/53 [=>............................] - ETA: 2s - loss: 0.3940 - accuracy: 0.9717 - dice_coef: 0.8269 - precision_m: 0.8019 - recall_m: 0.8568 - f1_m: 0.8269 - iou_m: 0.7067 7/53 [==>...........................] - ETA: 1s - loss: 0.3788 - accuracy: 0.9723 - dice_coef: 0.8369 - precision_m: 0.8154 - recall_m: 0.8621 - f1_m: 0.8369 - iou_m: 0.7213 9/53 [====>.........................] - ETA: 1s - loss: 0.3747 - accuracy: 0.9747 - dice_coef: 0.8375 - precision_m: 0.8149 - recall_m: 0.8638 - f1_m: 0.8375 - iou_m: 0.7218 11/53 [=====>........................] - ETA: 1s - loss: 0.3774 - accuracy: 0.9741 - dice_coef: 0.8366 - precision_m: 0.8176 - recall_m: 0.8594 - f1_m: 0.8366 - iou_m: 0.7203 13/53 [======>.......................] - ETA: 1s - loss: 0.3743 - accuracy: 0.9751 - dice_coef: 0.8383 - precision_m: 0.8255 - recall_m: 0.8545 - f1_m: 0.8383 - iou_m: 0.7227 15/53 [=======>......................] - ETA: 1s - loss: 0.3677 - accuracy: 0.9767 - dice_coef: 0.8394 - precision_m: 0.8243 - recall_m: 0.8578 - f1_m: 0.8394 - iou_m: 0.7242 17/53 [========>.....................] - ETA: 1s - loss: 0.3700 - accuracy: 0.9759 - dice_coef: 0.8381 - precision_m: 0.8237 - recall_m: 0.8555 - f1_m: 0.8381 - iou_m: 0.7222 18/53 [=========>....................] - ETA: 1s - loss: 0.3702 - accuracy: 0.9754 - dice_coef: 0.8378 - precision_m: 0.8221 - recall_m: 0.8566 - f1_m: 0.8378 - iou_m: 0.7217 20/53 [==========>...................] - ETA: 1s - loss: 0.3724 - accuracy: 0.9755 - dice_coef: 0.8335 - precision_m: 0.8190 - recall_m: 0.8515 - f1_m: 0.8335 - iou_m: 0.7159 22/53 [===========>..................] - ETA: 1s - loss: 0.3647 - accuracy: 0.9767 - dice_coef: 0.8385 - precision_m: 0.8233 - recall_m: 0.8571 - f1_m: 0.8385 - iou_m: 0.7236 24/53 [============>.................] - ETA: 1s - loss: 0.3665 - accuracy: 0.9772 - dice_coef: 0.8373 - precision_m: 0.8164 - recall_m: 0.8631 - f1_m: 0.8373 - iou_m: 0.7217 25/53 [=============>................] - ETA: 1s - loss: 0.3652 - accuracy: 0.9773 - dice_coef: 0.8373 - precision_m: 0.8151 - recall_m: 0.8646 - f1_m: 0.8373 - iou_m: 0.7216 27/53 [==============>...............] - ETA: 1s - loss: 0.3667 - accuracy: 0.9771 - dice_coef: 0.8344 - precision_m: 0.8123 - recall_m: 0.8614 - f1_m: 0.8344 - iou_m: 0.7178 28/53 [==============>...............] - ETA: 1s - loss: 0.3660 - accuracy: 0.9774 - dice_coef: 0.8346 - precision_m: 0.8116 - recall_m: 0.8626 - f1_m: 0.8346 - iou_m: 0.7180 30/53 [===============>..............] - ETA: 1s - loss: 0.3607 - accuracy: 0.9782 - dice_coef: 0.8365 - precision_m: 0.8129 - recall_m: 0.8650 - f1_m: 0.8365 - iou_m: 0.7208 31/53 [================>.............] - ETA: 0s - loss: 0.3638 - accuracy: 0.9775 - dice_coef: 0.8338 - precision_m: 0.8079 - recall_m: 0.8653 - f1_m: 0.8338 - iou_m: 0.7170 33/53 [=================>............] - ETA: 0s - loss: 0.3624 - accuracy: 0.9780 - dice_coef: 0.8345 - precision_m: 0.8080 - recall_m: 0.8669 - f1_m: 0.8345 - iou_m: 0.7179 35/53 [==================>...........] - ETA: 0s - loss: 0.3643 - accuracy: 0.9775 - dice_coef: 0.8347 - precision_m: 0.8095 - recall_m: 0.8655 - f1_m: 0.8347 - iou_m: 0.7183 36/53 [===================>..........] - ETA: 0s - loss: 0.3714 - accuracy: 0.9758 - dice_coef: 0.8328 - precision_m: 0.8097 - recall_m: 0.8615 - f1_m: 0.8328 - iou_m: 0.7155 37/53 [===================>..........] - ETA: 0s - loss: 0.3684 - accuracy: 0.9762 - dice_coef: 0.8348 - precision_m: 0.8123 - recall_m: 0.8628 - f1_m: 0.8348 - iou_m: 0.7187 38/53 [====================>.........] - ETA: 0s - loss: 0.3715 - accuracy: 0.9756 - dice_coef: 0.8339 - precision_m: 0.8111 - recall_m: 0.8621 - f1_m: 0.8339 - iou_m: 0.7173 39/53 [=====================>........] - ETA: 0s - loss: 0.3743 - accuracy: 0.9750 - dice_coef: 0.8324 - precision_m: 0.8082 - recall_m: 0.8623 - f1_m: 0.8324 - iou_m: 0.7151 40/53 [=====================>........] - ETA: 0s - loss: 0.3765 - accuracy: 0.9745 - dice_coef: 0.8319 - precision_m: 0.8063 - recall_m: 0.8636 - f1_m: 0.8319 - iou_m: 0.7143 42/53 [======================>.......] - ETA: 0s - loss: 0.3803 - accuracy: 0.9739 - dice_coef: 0.8306 - precision_m: 0.8039 - recall_m: 0.8642 - f1_m: 0.8306 - iou_m: 0.7125 43/53 [=======================>......] - ETA: 0s - loss: 0.3812 - accuracy: 0.9738 - dice_coef: 0.8301 - precision_m: 0.8025 - recall_m: 0.8646 - f1_m: 0.8301 - iou_m: 0.7116 45/53 [========================>.....] - ETA: 0s - loss: 0.3789 - accuracy: 0.9744 - dice_coef: 0.8313 - precision_m: 0.8029 - recall_m: 0.8666 - f1_m: 0.8313 - iou_m: 0.7134 47/53 [=========================>....] - ETA: 0s - loss: 0.3845 - accuracy: 0.9729 - dice_coef: 0.8313 - precision_m: 0.8064 - recall_m: 0.8632 - f1_m: 0.8313 - iou_m: 0.7134 49/53 [==========================>...] - ETA: 0s - loss: 0.3859 - accuracy: 0.9722 - dice_coef: 0.8306 - precision_m: 0.8087 - recall_m: 0.8594 - f1_m: 0.8306 - iou_m: 0.7123 51/53 [===========================>..] - ETA: 0s - loss: 0.3857 - accuracy: 0.9719 - dice_coef: 0.8316 - precision_m: 0.8107 - recall_m: 0.8592 - f1_m: 0.8316 - iou_m: 0.7138 52/53 [============================>.] - ETA: 0s - loss: 0.3841 - accuracy: 0.9721 - dice_coef: 0.8319 - precision_m: 0.8112 - recall_m: 0.8594 - f1_m: 0.8319 - iou_m: 0.7143 53/53 [==============================] - ETA: 0s - loss: 0.3857 - accuracy: 0.9722 - dice_coef: 0.8302 - precision_m: 0.8078 - recall_m: 0.8598 - f1_m: 0.8302 - iou_m: 0.7118 Epoch 53: val_dice_coef did not improve from 0.77831 Epoch 53: ReduceLROnPlateau reducing learning rate to 4.999999873689376e-05.  53/53 [==============================] - 3s 60ms/step - loss: 0.3857 - accuracy: 0.9722 - dice_coef: 0.8302 - precision_m: 0.8078 - recall_m: 0.8598 - f1_m: 0.8302 - iou_m: 0.7118 - val_loss: 0.5031 - val_accuracy: 0.9597 - val_dice_coef: 0.7518 - val_precision_m: 0.7537 - val_recall_m: 0.7519 - val_f1_m: 0.7518 - val_iou_m: 0.6061 - lr: 1.0000e-04 Epoch 54/100 1/53 [..............................] - ETA: 5s - loss: 0.4217 - accuracy: 0.9702 - dice_coef: 0.7931 - precision_m: 0.8045 - recall_m: 0.7819 - f1_m: 0.7931 - iou_m: 0.6571 3/53 [>.............................] - ETA: 2s - loss: 0.3850 - accuracy: 0.9791 - dice_coef: 0.8049 - precision_m: 0.7785 - recall_m: 0.8353 - f1_m: 0.8049 - iou_m: 0.6736 5/53 [=>............................] - ETA: 2s - loss: 0.3668 - accuracy: 0.9791 - dice_coef: 0.8281 - precision_m: 0.8042 - recall_m: 0.8548 - f1_m: 0.8281 - iou_m: 0.7077 7/53 [==>...........................] - ETA: 2s - loss: 0.3690 - accuracy: 0.9764 - dice_coef: 0.8297 - precision_m: 0.8076 - recall_m: 0.8542 - f1_m: 0.8297 - iou_m: 0.7099 8/53 [===>..........................] - ETA: 2s - loss: 0.3789 - accuracy: 0.9730 - dice_coef: 0.8253 - precision_m: 0.8022 - recall_m: 0.8508 - f1_m: 0.8253 - iou_m: 0.7035 10/53 [====>.........................] - ETA: 2s - loss: 0.3735 - accuracy: 0.9739 - dice_coef: 0.8340 - precision_m: 0.8096 - recall_m: 0.8613 - f1_m: 0.8340 - iou_m: 0.7166 11/53 [=====>........................] - ETA: 2s - loss: 0.3712 - accuracy: 0.9740 - dice_coef: 0.8332 - precision_m: 0.8035 - recall_m: 0.8675 - f1_m: 0.8332 - iou_m: 0.7153 13/53 [======>.......................] - ETA: 1s - loss: 0.3779 - accuracy: 0.9721 - dice_coef: 0.8332 - precision_m: 0.7974 - recall_m: 0.8749 - f1_m: 0.8332 - iou_m: 0.7151 14/53 [======>.......................] - ETA: 1s - loss: 0.3900 - accuracy: 0.9698 - dice_coef: 0.8247 - precision_m: 0.7847 - recall_m: 0.8725 - f1_m: 0.8247 - iou_m: 0.7037 15/53 [=======>......................] - ETA: 1s - loss: 0.3918 - accuracy: 0.9701 - dice_coef: 0.8255 - precision_m: 0.7866 - recall_m: 0.8718 - f1_m: 0.8255 - iou_m: 0.7047 17/53 [========>.....................] - ETA: 1s - loss: 0.3868 - accuracy: 0.9711 - dice_coef: 0.8307 - precision_m: 0.7924 - recall_m: 0.8761 - f1_m: 0.8307 - iou_m: 0.7125 19/53 [=========>....................] - ETA: 1s - loss: 0.3839 - accuracy: 0.9713 - dice_coef: 0.8335 - precision_m: 0.7979 - recall_m: 0.8759 - f1_m: 0.8335 - iou_m: 0.7164 20/53 [==========>...................] - ETA: 1s - loss: 0.3879 - accuracy: 0.9704 - dice_coef: 0.8330 - precision_m: 0.8008 - recall_m: 0.8717 - f1_m: 0.8330 - iou_m: 0.7156 21/53 [==========>...................] - ETA: 1s - loss: 0.3933 - accuracy: 0.9701 - dice_coef: 0.8331 - precision_m: 0.8049 - recall_m: 0.8677 - f1_m: 0.8331 - iou_m: 0.7156 23/53 [============>.................] - ETA: 1s - loss: 0.3943 - accuracy: 0.9703 - dice_coef: 0.8316 - precision_m: 0.8048 - recall_m: 0.8654 - f1_m: 0.8316 - iou_m: 0.7132 25/53 [=============>................] - ETA: 1s - loss: 0.3919 - accuracy: 0.9707 - dice_coef: 0.8315 - precision_m: 0.8066 - recall_m: 0.8630 - f1_m: 0.8315 - iou_m: 0.7133 27/53 [==============>...............] - ETA: 1s - loss: 0.3863 - accuracy: 0.9717 - dice_coef: 0.8341 - precision_m: 0.8115 - recall_m: 0.8628 - f1_m: 0.8341 - iou_m: 0.7172 28/53 [==============>...............] - ETA: 1s - loss: 0.3888 - accuracy: 0.9714 - dice_coef: 0.8336 - precision_m: 0.8112 - recall_m: 0.8617 - f1_m: 0.8336 - iou_m: 0.7163 29/53 [===============>..............] - ETA: 1s - loss: 0.3866 - accuracy: 0.9719 - dice_coef: 0.8340 - precision_m: 0.8110 - recall_m: 0.8627 - f1_m: 0.8340 - iou_m: 0.7169 30/53 [===============>..............] - ETA: 1s - loss: 0.3832 - accuracy: 0.9723 - dice_coef: 0.8350 - precision_m: 0.8111 - recall_m: 0.8647 - f1_m: 0.8350 - iou_m: 0.7184 31/53 [================>.............] - ETA: 1s - loss: 0.3823 - accuracy: 0.9722 - dice_coef: 0.8351 - precision_m: 0.8100 - recall_m: 0.8661 - f1_m: 0.8351 - iou_m: 0.7184 33/53 [=================>............] - ETA: 0s - loss: 0.3794 - accuracy: 0.9723 - dice_coef: 0.8355 - precision_m: 0.8096 - recall_m: 0.8673 - f1_m: 0.8355 - iou_m: 0.7190 35/53 [==================>...........] - ETA: 0s - loss: 0.3823 - accuracy: 0.9718 - dice_coef: 0.8353 - precision_m: 0.8091 - recall_m: 0.8671 - f1_m: 0.8353 - iou_m: 0.7186 37/53 [===================>..........] - ETA: 0s - loss: 0.3767 - accuracy: 0.9727 - dice_coef: 0.8370 - precision_m: 0.8112 - recall_m: 0.8684 - f1_m: 0.8370 - iou_m: 0.7213 39/53 [=====================>........] - ETA: 0s - loss: 0.3745 - accuracy: 0.9730 - dice_coef: 0.8371 - precision_m: 0.8095 - recall_m: 0.8703 - f1_m: 0.8371 - iou_m: 0.7212 41/53 [======================>.......] - ETA: 0s - loss: 0.3725 - accuracy: 0.9735 - dice_coef: 0.8374 - precision_m: 0.8099 - recall_m: 0.8706 - f1_m: 0.8374 - iou_m: 0.7218 43/53 [=======================>......] - ETA: 0s - loss: 0.3704 - accuracy: 0.9741 - dice_coef: 0.8383 - precision_m: 0.8110 - recall_m: 0.8710 - f1_m: 0.8383 - iou_m: 0.7230 45/53 [========================>.....] - ETA: 0s - loss: 0.3709 - accuracy: 0.9741 - dice_coef: 0.8384 - precision_m: 0.8119 - recall_m: 0.8703 - f1_m: 0.8384 - iou_m: 0.7232 46/53 [=========================>....] - ETA: 0s - loss: 0.3694 - accuracy: 0.9744 - dice_coef: 0.8393 - precision_m: 0.8127 - recall_m: 0.8711 - f1_m: 0.8393 - iou_m: 0.7245 48/53 [==========================>...] - ETA: 0s - loss: 0.3671 - accuracy: 0.9747 - dice_coef: 0.8400 - precision_m: 0.8139 - recall_m: 0.8711 - f1_m: 0.8400 - iou_m: 0.7255 50/53 [===========================>..] - ETA: 0s - loss: 0.3701 - accuracy: 0.9739 - dice_coef: 0.8392 - precision_m: 0.8125 - recall_m: 0.8709 - f1_m: 0.8392 - iou_m: 0.7242 52/53 [============================>.] - ETA: 0s - loss: 0.3708 - accuracy: 0.9733 - dice_coef: 0.8399 - precision_m: 0.8146 - recall_m: 0.8702 - f1_m: 0.8399 - iou_m: 0.7254 Epoch 54: val_dice_coef did not improve from 0.77831  53/53 [==============================] - 3s 56ms/step - loss: 0.3708 - accuracy: 0.9733 - dice_coef: 0.8398 - precision_m: 0.8154 - recall_m: 0.8691 - f1_m: 0.8398 - iou_m: 0.7252 - val_loss: 0.4810 - val_accuracy: 0.9598 - val_dice_coef: 0.7688 - val_precision_m: 0.7269 - val_recall_m: 0.8197 - val_f1_m: 0.7688 - val_iou_m: 0.6278 - lr: 5.0000e-05 Epoch 55/100 1/53 [..............................] - ETA: 5s - loss: 0.3323 - accuracy: 0.9902 - dice_coef: 0.8659 - precision_m: 0.8115 - recall_m: 0.9281 - f1_m: 0.8659 - iou_m: 0.7635 2/53 [>.............................] - ETA: 3s - loss: 0.3894 - accuracy: 0.9741 - dice_coef: 0.8302 - precision_m: 0.7607 - recall_m: 0.9150 - f1_m: 0.8302 - iou_m: 0.7113 4/53 [=>............................] - ETA: 2s - loss: 0.3670 - accuracy: 0.9791 - dice_coef: 0.8378 - precision_m: 0.7748 - recall_m: 0.9140 - f1_m: 0.8378 - iou_m: 0.7218 6/53 [==>...........................] - ETA: 2s - loss: 0.3631 - accuracy: 0.9768 - dice_coef: 0.8455 - precision_m: 0.7982 - recall_m: 0.9021 - f1_m: 0.8455 - iou_m: 0.7331 8/53 [===>..........................] - ETA: 2s - loss: 0.3703 - accuracy: 0.9765 - dice_coef: 0.8418 - precision_m: 0.7994 - recall_m: 0.8918 - f1_m: 0.8418 - iou_m: 0.7277 10/53 [====>.........................] - ETA: 1s - loss: 0.3597 - accuracy: 0.9787 - dice_coef: 0.8432 - precision_m: 0.7990 - recall_m: 0.8950 - f1_m: 0.8432 - iou_m: 0.7296 12/53 [=====>........................] - ETA: 1s - loss: 0.3621 - accuracy: 0.9777 - dice_coef: 0.8439 - precision_m: 0.8094 - recall_m: 0.8848 - f1_m: 0.8439 - iou_m: 0.7305 14/53 [======>.......................] - ETA: 1s - loss: 0.3575 - accuracy: 0.9778 - dice_coef: 0.8436 - precision_m: 0.8147 - recall_m: 0.8781 - f1_m: 0.8436 - iou_m: 0.7300 15/53 [=======>......................] - ETA: 1s - loss: 0.3565 - accuracy: 0.9776 - dice_coef: 0.8424 - precision_m: 0.8140 - recall_m: 0.8759 - f1_m: 0.8424 - iou_m: 0.7282 17/53 [========>.....................] - ETA: 1s - loss: 0.3505 - accuracy: 0.9783 - dice_coef: 0.8472 - precision_m: 0.8227 - recall_m: 0.8764 - f1_m: 0.8472 - iou_m: 0.7357 18/53 [=========>....................] - ETA: 1s - loss: 0.3559 - accuracy: 0.9773 - dice_coef: 0.8431 - precision_m: 0.8291 - recall_m: 0.8642 - f1_m: 0.8431 - iou_m: 0.7297 20/53 [==========>...................] - ETA: 1s - loss: 0.3506 - accuracy: 0.9776 - dice_coef: 0.8441 - precision_m: 0.8278 - recall_m: 0.8675 - f1_m: 0.8441 - iou_m: 0.7313 22/53 [===========>..................] - ETA: 1s - loss: 0.3534 - accuracy: 0.9770 - dice_coef: 0.8447 - precision_m: 0.8312 - recall_m: 0.8652 - f1_m: 0.8447 - iou_m: 0.7322 23/53 [============>.................] - ETA: 1s - loss: 0.3496 - accuracy: 0.9774 - dice_coef: 0.8466 - precision_m: 0.8326 - recall_m: 0.8673 - f1_m: 0.8466 - iou_m: 0.7350 25/53 [=============>................] - ETA: 1s - loss: 0.3486 - accuracy: 0.9772 - dice_coef: 0.8461 - precision_m: 0.8297 - recall_m: 0.8690 - f1_m: 0.8461 - iou_m: 0.7342 26/53 [=============>................] - ETA: 1s - loss: 0.3484 - accuracy: 0.9769 - dice_coef: 0.8473 - precision_m: 0.8306 - recall_m: 0.8704 - f1_m: 0.8473 - iou_m: 0.7361 28/53 [==============>...............] - ETA: 1s - loss: 0.3485 - accuracy: 0.9766 - dice_coef: 0.8484 - precision_m: 0.8312 - recall_m: 0.8716 - f1_m: 0.8484 - iou_m: 0.7377 30/53 [===============>..............] - ETA: 1s - loss: 0.3590 - accuracy: 0.9743 - dice_coef: 0.8466 - precision_m: 0.8336 - recall_m: 0.8658 - f1_m: 0.8466 - iou_m: 0.7350 32/53 [=================>............] - ETA: 0s - loss: 0.3604 - accuracy: 0.9741 - dice_coef: 0.8440 - precision_m: 0.8268 - recall_m: 0.8686 - f1_m: 0.8440 - iou_m: 0.7313 34/53 [==================>...........] - ETA: 0s - loss: 0.3599 - accuracy: 0.9747 - dice_coef: 0.8440 - precision_m: 0.8237 - recall_m: 0.8720 - f1_m: 0.8440 - iou_m: 0.7312 36/53 [===================>..........] - ETA: 0s - loss: 0.3613 - accuracy: 0.9740 - dice_coef: 0.8431 - precision_m: 0.8201 - recall_m: 0.8741 - f1_m: 0.8431 - iou_m: 0.7297 38/53 [====================>.........] - ETA: 0s - loss: 0.3599 - accuracy: 0.9741 - dice_coef: 0.8439 - precision_m: 0.8199 - recall_m: 0.8756 - f1_m: 0.8439 - iou_m: 0.7309 40/53 [=====================>........] - ETA: 0s - loss: 0.3597 - accuracy: 0.9741 - dice_coef: 0.8441 - precision_m: 0.8209 - recall_m: 0.8749 - f1_m: 0.8441 - iou_m: 0.7312 42/53 [======================>.......] - ETA: 0s - loss: 0.3602 - accuracy: 0.9740 - dice_coef: 0.8439 - precision_m: 0.8196 - recall_m: 0.8757 - f1_m: 0.8439 - iou_m: 0.7308 44/53 [=======================>......] - ETA: 0s - loss: 0.3586 - accuracy: 0.9742 - dice_coef: 0.8436 - precision_m: 0.8198 - recall_m: 0.8748 - f1_m: 0.8436 - iou_m: 0.7305 45/53 [========================>.....] - ETA: 0s - loss: 0.3596 - accuracy: 0.9741 - dice_coef: 0.8429 - precision_m: 0.8189 - recall_m: 0.8741 - f1_m: 0.8429 - iou_m: 0.7295 47/53 [=========================>....] - ETA: 0s - loss: 0.3573 - accuracy: 0.9745 - dice_coef: 0.8435 - precision_m: 0.8196 - recall_m: 0.8744 - f1_m: 0.8435 - iou_m: 0.7304 49/53 [==========================>...] - ETA: 0s - loss: 0.3586 - accuracy: 0.9741 - dice_coef: 0.8431 - precision_m: 0.8195 - recall_m: 0.8735 - f1_m: 0.8431 - iou_m: 0.7298 50/53 [===========================>..] - ETA: 0s - loss: 0.3597 - accuracy: 0.9740 - dice_coef: 0.8424 - precision_m: 0.8185 - recall_m: 0.8728 - f1_m: 0.8424 - iou_m: 0.7286 52/53 [============================>.] - ETA: 0s - loss: 0.3576 - accuracy: 0.9743 - dice_coef: 0.8435 - precision_m: 0.8197 - recall_m: 0.8739 - f1_m: 0.8435 - iou_m: 0.7304 Epoch 55: val_dice_coef did not improve from 0.77831  53/53 [==============================] - 3s 56ms/step - loss: 0.3582 - accuracy: 0.9744 - dice_coef: 0.8436 - precision_m: 0.8196 - recall_m: 0.8739 - f1_m: 0.8436 - iou_m: 0.7304 - val_loss: 0.4999 - val_accuracy: 0.9588 - val_dice_coef: 0.7594 - val_precision_m: 0.7330 - val_recall_m: 0.7917 - val_f1_m: 0.7594 - val_iou_m: 0.6169 - lr: 5.0000e-05 Epoch 56/100 1/53 [..............................] - ETA: 6s - loss: 0.2643 - accuracy: 0.9828 - dice_coef: 0.8986 - precision_m: 0.8948 - recall_m: 0.9024 - f1_m: 0.8986 - iou_m: 0.8158 2/53 [>.............................] - ETA: 3s - loss: 0.3042 - accuracy: 0.9868 - dice_coef: 0.8717 - precision_m: 0.8475 - recall_m: 0.8986 - f1_m: 0.8717 - iou_m: 0.7737 4/53 [=>............................] - ETA: 2s - loss: 0.3070 - accuracy: 0.9835 - dice_coef: 0.8695 - precision_m: 0.8674 - recall_m: 0.8734 - f1_m: 0.8695 - iou_m: 0.7697 6/53 [==>...........................] - ETA: 2s - loss: 0.3065 - accuracy: 0.9830 - dice_coef: 0.8660 - precision_m: 0.8552 - recall_m: 0.8788 - f1_m: 0.8660 - iou_m: 0.7641 8/53 [===>..........................] - ETA: 2s - loss: 0.3395 - accuracy: 0.9757 - dice_coef: 0.8447 - precision_m: 0.8416 - recall_m: 0.8496 - f1_m: 0.8447 - iou_m: 0.7351 9/53 [====>.........................] - ETA: 2s - loss: 0.3416 - accuracy: 0.9767 - dice_coef: 0.8428 - precision_m: 0.8416 - recall_m: 0.8457 - f1_m: 0.8428 - iou_m: 0.7319 11/53 [=====>........................] - ETA: 1s - loss: 0.3582 - accuracy: 0.9745 - dice_coef: 0.8312 - precision_m: 0.8168 - recall_m: 0.8513 - f1_m: 0.8312 - iou_m: 0.7148 13/53 [======>.......................] - ETA: 1s - loss: 0.3504 - accuracy: 0.9754 - dice_coef: 0.8360 - precision_m: 0.8180 - recall_m: 0.8594 - f1_m: 0.8360 - iou_m: 0.7214 15/53 [=======>......................] - ETA: 1s - loss: 0.3511 - accuracy: 0.9753 - dice_coef: 0.8364 - precision_m: 0.8152 - recall_m: 0.8630 - f1_m: 0.8364 - iou_m: 0.7216 16/53 [========>.....................] - ETA: 1s - loss: 0.3512 - accuracy: 0.9751 - dice_coef: 0.8381 - precision_m: 0.8160 - recall_m: 0.8656 - f1_m: 0.8381 - iou_m: 0.7240 17/53 [========>.....................] - ETA: 1s - loss: 0.3521 - accuracy: 0.9750 - dice_coef: 0.8382 - precision_m: 0.8167 - recall_m: 0.8648 - f1_m: 0.8382 - iou_m: 0.7240 18/53 [=========>....................] - ETA: 1s - loss: 0.3553 - accuracy: 0.9744 - dice_coef: 0.8387 - precision_m: 0.8186 - recall_m: 0.8636 - f1_m: 0.8387 - iou_m: 0.7246 20/53 [==========>...................] - ETA: 1s - loss: 0.3604 - accuracy: 0.9732 - dice_coef: 0.8364 - precision_m: 0.8131 - recall_m: 0.8652 - f1_m: 0.8364 - iou_m: 0.7212 22/53 [===========>..................] - ETA: 1s - loss: 0.3566 - accuracy: 0.9741 - dice_coef: 0.8370 - precision_m: 0.8155 - recall_m: 0.8633 - f1_m: 0.8370 - iou_m: 0.7221 23/53 [============>.................] - ETA: 1s - loss: 0.3556 - accuracy: 0.9746 - dice_coef: 0.8382 - precision_m: 0.8154 - recall_m: 0.8661 - f1_m: 0.8382 - iou_m: 0.7239 25/53 [=============>................] - ETA: 1s - loss: 0.3513 - accuracy: 0.9756 - dice_coef: 0.8407 - precision_m: 0.8174 - recall_m: 0.8689 - f1_m: 0.8407 - iou_m: 0.7275 27/53 [==============>...............] - ETA: 1s - loss: 0.3517 - accuracy: 0.9763 - dice_coef: 0.8412 - precision_m: 0.8187 - recall_m: 0.8692 - f1_m: 0.8412 - iou_m: 0.7281 29/53 [===============>..............] - ETA: 1s - loss: 0.3569 - accuracy: 0.9750 - dice_coef: 0.8389 - precision_m: 0.8167 - recall_m: 0.8663 - f1_m: 0.8389 - iou_m: 0.7247 31/53 [================>.............] - ETA: 0s - loss: 0.3587 - accuracy: 0.9744 - dice_coef: 0.8374 - precision_m: 0.8207 - recall_m: 0.8603 - f1_m: 0.8374 - iou_m: 0.7226 33/53 [=================>............] - ETA: 0s - loss: 0.3579 - accuracy: 0.9746 - dice_coef: 0.8381 - precision_m: 0.8207 - recall_m: 0.8614 - f1_m: 0.8381 - iou_m: 0.7235 35/53 [==================>...........] - ETA: 0s - loss: 0.3611 - accuracy: 0.9740 - dice_coef: 0.8373 - precision_m: 0.8207 - recall_m: 0.8595 - f1_m: 0.8373 - iou_m: 0.7222 36/53 [===================>..........] - ETA: 0s - loss: 0.3613 - accuracy: 0.9738 - dice_coef: 0.8368 - precision_m: 0.8199 - recall_m: 0.8592 - f1_m: 0.8368 - iou_m: 0.7215 37/53 [===================>..........] - ETA: 0s - loss: 0.3605 - accuracy: 0.9742 - dice_coef: 0.8374 - precision_m: 0.8192 - recall_m: 0.8612 - f1_m: 0.8374 - iou_m: 0.7223 39/53 [=====================>........] - ETA: 0s - loss: 0.3582 - accuracy: 0.9745 - dice_coef: 0.8395 - precision_m: 0.8225 - recall_m: 0.8619 - f1_m: 0.8395 - iou_m: 0.7254 41/53 [======================>.......] - ETA: 0s - loss: 0.3578 - accuracy: 0.9747 - dice_coef: 0.8394 - precision_m: 0.8204 - recall_m: 0.8640 - f1_m: 0.8394 - iou_m: 0.7252 42/53 [======================>.......] - ETA: 0s - loss: 0.3575 - accuracy: 0.9748 - dice_coef: 0.8394 - precision_m: 0.8191 - recall_m: 0.8656 - f1_m: 0.8394 - iou_m: 0.7252 44/53 [=======================>......] - ETA: 0s - loss: 0.3583 - accuracy: 0.9744 - dice_coef: 0.8390 - precision_m: 0.8173 - recall_m: 0.8667 - f1_m: 0.8390 - iou_m: 0.7245 46/53 [=========================>....] - ETA: 0s - loss: 0.3593 - accuracy: 0.9743 - dice_coef: 0.8396 - precision_m: 0.8162 - recall_m: 0.8690 - f1_m: 0.8396 - iou_m: 0.7254 48/53 [==========================>...] - ETA: 0s - loss: 0.3590 - accuracy: 0.9743 - dice_coef: 0.8395 - precision_m: 0.8149 - recall_m: 0.8704 - f1_m: 0.8395 - iou_m: 0.7253 49/53 [==========================>...] - ETA: 0s - loss: 0.3579 - accuracy: 0.9744 - dice_coef: 0.8397 - precision_m: 0.8147 - recall_m: 0.8708 - f1_m: 0.8397 - iou_m: 0.7255 51/53 [===========================>..] - ETA: 0s - loss: 0.3566 - accuracy: 0.9747 - dice_coef: 0.8402 - precision_m: 0.8149 - recall_m: 0.8716 - f1_m: 0.8402 - iou_m: 0.7261 53/53 [==============================] - ETA: 0s - loss: 0.3602 - accuracy: 0.9738 - dice_coef: 0.8396 - precision_m: 0.8164 - recall_m: 0.8688 - f1_m: 0.8396 - iou_m: 0.7253 Epoch 56: val_dice_coef did not improve from 0.77831  53/53 [==============================] - 3s 55ms/step - loss: 0.3602 - accuracy: 0.9738 - dice_coef: 0.8396 - precision_m: 0.8164 - recall_m: 0.8688 - f1_m: 0.8396 - iou_m: 0.7253 - val_loss: 0.4887 - val_accuracy: 0.9593 - val_dice_coef: 0.7633 - val_precision_m: 0.7376 - val_recall_m: 0.7946 - val_f1_m: 0.7633 - val_iou_m: 0.6210 - lr: 5.0000e-05 Epoch 57/100 1/53 [..............................] - ETA: 5s - loss: 0.4572 - accuracy: 0.9625 - dice_coef: 0.7778 - precision_m: 0.8662 - recall_m: 0.7058 - f1_m: 0.7778 - iou_m: 0.6364 3/53 [>.............................] - ETA: 1s - loss: 0.3996 - accuracy: 0.9686 - dice_coef: 0.8318 - precision_m: 0.8540 - recall_m: 0.8176 - f1_m: 0.8318 - iou_m: 0.7139 4/53 [=>............................] - ETA: 2s - loss: 0.4179 - accuracy: 0.9628 - dice_coef: 0.8261 - precision_m: 0.8453 - recall_m: 0.8131 - f1_m: 0.8261 - iou_m: 0.7053 6/53 [==>...........................] - ETA: 2s - loss: 0.4107 - accuracy: 0.9672 - dice_coef: 0.8065 - precision_m: 0.7876 - recall_m: 0.8440 - f1_m: 0.8065 - iou_m: 0.6786 8/53 [===>..........................] - ETA: 2s - loss: 0.3955 - accuracy: 0.9685 - dice_coef: 0.8130 - precision_m: 0.7828 - recall_m: 0.8601 - f1_m: 0.8130 - iou_m: 0.6873 10/53 [====>.........................] - ETA: 1s - loss: 0.3929 - accuracy: 0.9696 - dice_coef: 0.8177 - precision_m: 0.7833 - recall_m: 0.8670 - f1_m: 0.8177 - iou_m: 0.6937 12/53 [=====>........................] - ETA: 1s - loss: 0.3766 - accuracy: 0.9721 - dice_coef: 0.8270 - precision_m: 0.7931 - recall_m: 0.8737 - f1_m: 0.8270 - iou_m: 0.7074 13/53 [======>.......................] - ETA: 1s - loss: 0.3710 - accuracy: 0.9725 - dice_coef: 0.8310 - precision_m: 0.8009 - recall_m: 0.8732 - f1_m: 0.8310 - iou_m: 0.7134 15/53 [=======>......................] - ETA: 1s - loss: 0.3651 - accuracy: 0.9731 - dice_coef: 0.8372 - precision_m: 0.8139 - recall_m: 0.8714 - f1_m: 0.8372 - iou_m: 0.7225 17/53 [========>.....................] - ETA: 1s - loss: 0.3571 - accuracy: 0.9747 - dice_coef: 0.8398 - precision_m: 0.8169 - recall_m: 0.8729 - f1_m: 0.8398 - iou_m: 0.7262 19/53 [=========>....................] - ETA: 1s - loss: 0.3577 - accuracy: 0.9745 - dice_coef: 0.8417 - precision_m: 0.8221 - recall_m: 0.8706 - f1_m: 0.8417 - iou_m: 0.7290 21/53 [==========>...................] - ETA: 1s - loss: 0.3513 - accuracy: 0.9753 - dice_coef: 0.8462 - precision_m: 0.8306 - recall_m: 0.8704 - f1_m: 0.8462 - iou_m: 0.7358 23/53 [============>.................] - ETA: 1s - loss: 0.3452 - accuracy: 0.9761 - dice_coef: 0.8484 - precision_m: 0.8340 - recall_m: 0.8706 - f1_m: 0.8484 - iou_m: 0.7390 25/53 [=============>................] - ETA: 1s - loss: 0.3473 - accuracy: 0.9755 - dice_coef: 0.8470 - precision_m: 0.8338 - recall_m: 0.8678 - f1_m: 0.8470 - iou_m: 0.7369 26/53 [=============>................] - ETA: 1s - loss: 0.3447 - accuracy: 0.9760 - dice_coef: 0.8483 - precision_m: 0.8337 - recall_m: 0.8705 - f1_m: 0.8483 - iou_m: 0.7389 28/53 [==============>...............] - ETA: 1s - loss: 0.3540 - accuracy: 0.9739 - dice_coef: 0.8450 - precision_m: 0.8306 - recall_m: 0.8664 - f1_m: 0.8450 - iou_m: 0.7339 29/53 [===============>..............] - ETA: 1s - loss: 0.3517 - accuracy: 0.9741 - dice_coef: 0.8459 - precision_m: 0.8298 - recall_m: 0.8692 - f1_m: 0.8459 - iou_m: 0.7353 30/53 [===============>..............] - ETA: 0s - loss: 0.3507 - accuracy: 0.9746 - dice_coef: 0.8462 - precision_m: 0.8281 - recall_m: 0.8719 - f1_m: 0.8462 - iou_m: 0.7357 32/53 [=================>............] - ETA: 0s - loss: 0.3508 - accuracy: 0.9750 - dice_coef: 0.8462 - precision_m: 0.8266 - recall_m: 0.8733 - f1_m: 0.8462 - iou_m: 0.7355 34/53 [==================>...........] - ETA: 0s - loss: 0.3486 - accuracy: 0.9757 - dice_coef: 0.8474 - precision_m: 0.8275 - recall_m: 0.8745 - f1_m: 0.8474 - iou_m: 0.7373 36/53 [===================>..........] - ETA: 0s - loss: 0.3516 - accuracy: 0.9752 - dice_coef: 0.8474 - precision_m: 0.8304 - recall_m: 0.8713 - f1_m: 0.8474 - iou_m: 0.7372 38/53 [====================>.........] - ETA: 0s - loss: 0.3547 - accuracy: 0.9750 - dice_coef: 0.8463 - precision_m: 0.8283 - recall_m: 0.8711 - f1_m: 0.8463 - iou_m: 0.7354 40/53 [=====================>........] - ETA: 0s - loss: 0.3544 - accuracy: 0.9751 - dice_coef: 0.8459 - precision_m: 0.8264 - recall_m: 0.8721 - f1_m: 0.8459 - iou_m: 0.7348 42/53 [======================>.......] - ETA: 0s - loss: 0.3577 - accuracy: 0.9745 - dice_coef: 0.8446 - precision_m: 0.8248 - recall_m: 0.8710 - f1_m: 0.8446 - iou_m: 0.7330 44/53 [=======================>......] - ETA: 0s - loss: 0.3533 - accuracy: 0.9749 - dice_coef: 0.8459 - precision_m: 0.8256 - recall_m: 0.8726 - f1_m: 0.8459 - iou_m: 0.7349 46/53 [=========================>....] - ETA: 0s - loss: 0.3555 - accuracy: 0.9746 - dice_coef: 0.8460 - precision_m: 0.8245 - recall_m: 0.8739 - f1_m: 0.8460 - iou_m: 0.7349 48/53 [==========================>...] - ETA: 0s - loss: 0.3562 - accuracy: 0.9747 - dice_coef: 0.8461 - precision_m: 0.8241 - recall_m: 0.8744 - f1_m: 0.8461 - iou_m: 0.7350 50/53 [===========================>..] - ETA: 0s - loss: 0.3566 - accuracy: 0.9748 - dice_coef: 0.8459 - precision_m: 0.8237 - recall_m: 0.8742 - f1_m: 0.8459 - iou_m: 0.7346 52/53 [============================>.] - ETA: 0s - loss: 0.3552 - accuracy: 0.9749 - dice_coef: 0.8469 - precision_m: 0.8255 - recall_m: 0.8742 - f1_m: 0.8469 - iou_m: 0.7362 Epoch 57: val_dice_coef did not improve from 0.77831  53/53 [==============================] - 3s 53ms/step - loss: 0.3567 - accuracy: 0.9747 - dice_coef: 0.8461 - precision_m: 0.8247 - recall_m: 0.8732 - f1_m: 0.8461 - iou_m: 0.7350 - val_loss: 0.4943 - val_accuracy: 0.9587 - val_dice_coef: 0.7568 - val_precision_m: 0.7299 - val_recall_m: 0.7887 - val_f1_m: 0.7568 - val_iou_m: 0.6133 - lr: 5.0000e-05 Epoch 58/100 1/53 [..............................] - ETA: 6s - loss: 0.3053 - accuracy: 0.9838 - dice_coef: 0.8439 - precision_m: 0.8095 - recall_m: 0.8815 - f1_m: 0.8439 - iou_m: 0.7300 3/53 [>.............................] - ETA: 1s - loss: 0.3543 - accuracy: 0.9721 - dice_coef: 0.8453 - precision_m: 0.8413 - recall_m: 0.8515 - f1_m: 0.8453 - iou_m: 0.7323 4/53 [=>............................] - ETA: 2s - loss: 0.3502 - accuracy: 0.9736 - dice_coef: 0.8530 - precision_m: 0.8690 - recall_m: 0.8415 - f1_m: 0.8530 - iou_m: 0.7441 6/53 [==>...........................] - ETA: 2s - loss: 0.3711 - accuracy: 0.9697 - dice_coef: 0.8362 - precision_m: 0.8347 - recall_m: 0.8422 - f1_m: 0.8362 - iou_m: 0.7195 8/53 [===>..........................] - ETA: 2s - loss: 0.3681 - accuracy: 0.9707 - dice_coef: 0.8397 - precision_m: 0.8397 - recall_m: 0.8439 - f1_m: 0.8397 - iou_m: 0.7246 10/53 [====>.........................] - ETA: 1s - loss: 0.3674 - accuracy: 0.9718 - dice_coef: 0.8378 - precision_m: 0.8306 - recall_m: 0.8490 - f1_m: 0.8378 - iou_m: 0.7218 12/53 [=====>........................] - ETA: 1s - loss: 0.3527 - accuracy: 0.9749 - dice_coef: 0.8444 - precision_m: 0.8326 - recall_m: 0.8605 - f1_m: 0.8444 - iou_m: 0.7318 14/53 [======>.......................] - ETA: 1s - loss: 0.3560 - accuracy: 0.9736 - dice_coef: 0.8373 - precision_m: 0.8180 - recall_m: 0.8623 - f1_m: 0.8373 - iou_m: 0.7217 16/53 [========>.....................] - ETA: 1s - loss: 0.3504 - accuracy: 0.9747 - dice_coef: 0.8416 - precision_m: 0.8221 - recall_m: 0.8663 - f1_m: 0.8416 - iou_m: 0.7280 18/53 [=========>....................] - ETA: 1s - loss: 0.3411 - accuracy: 0.9755 - dice_coef: 0.8473 - precision_m: 0.8284 - recall_m: 0.8709 - f1_m: 0.8473 - iou_m: 0.7368 20/53 [==========>...................] - ETA: 1s - loss: 0.3426 - accuracy: 0.9760 - dice_coef: 0.8471 - precision_m: 0.8252 - recall_m: 0.8739 - f1_m: 0.8471 - iou_m: 0.7363 22/53 [===========>..................] - ETA: 1s - loss: 0.3363 - accuracy: 0.9768 - dice_coef: 0.8502 - precision_m: 0.8279 - recall_m: 0.8770 - f1_m: 0.8502 - iou_m: 0.7410 24/53 [============>.................] - ETA: 1s - loss: 0.3390 - accuracy: 0.9759 - dice_coef: 0.8506 - precision_m: 0.8281 - recall_m: 0.8775 - f1_m: 0.8506 - iou_m: 0.7415 26/53 [=============>................] - ETA: 1s - loss: 0.3360 - accuracy: 0.9759 - dice_coef: 0.8531 - precision_m: 0.8307 - recall_m: 0.8796 - f1_m: 0.8531 - iou_m: 0.7453 28/53 [==============>...............] - ETA: 1s - loss: 0.3361 - accuracy: 0.9756 - dice_coef: 0.8521 - precision_m: 0.8291 - recall_m: 0.8790 - f1_m: 0.8521 - iou_m: 0.7437 30/53 [===============>..............] - ETA: 0s - loss: 0.3380 - accuracy: 0.9752 - dice_coef: 0.8525 - precision_m: 0.8302 - recall_m: 0.8786 - f1_m: 0.8525 - iou_m: 0.7443 31/53 [================>.............] - ETA: 0s - loss: 0.3393 - accuracy: 0.9749 - dice_coef: 0.8520 - precision_m: 0.8302 - recall_m: 0.8775 - f1_m: 0.8520 - iou_m: 0.7435 33/53 [=================>............] - ETA: 0s - loss: 0.3428 - accuracy: 0.9745 - dice_coef: 0.8515 - precision_m: 0.8296 - recall_m: 0.8770 - f1_m: 0.8515 - iou_m: 0.7427 35/53 [==================>...........] - ETA: 0s - loss: 0.3404 - accuracy: 0.9746 - dice_coef: 0.8516 - precision_m: 0.8293 - recall_m: 0.8773 - f1_m: 0.8516 - iou_m: 0.7428 37/53 [===================>..........] - ETA: 0s - loss: 0.3452 - accuracy: 0.9740 - dice_coef: 0.8490 - precision_m: 0.8304 - recall_m: 0.8717 - f1_m: 0.8490 - iou_m: 0.7390 39/53 [=====================>........] - ETA: 0s - loss: 0.3474 - accuracy: 0.9738 - dice_coef: 0.8484 - precision_m: 0.8290 - recall_m: 0.8719 - f1_m: 0.8484 - iou_m: 0.7380 41/53 [======================>.......] - ETA: 0s - loss: 0.3484 - accuracy: 0.9737 - dice_coef: 0.8478 - precision_m: 0.8285 - recall_m: 0.8711 - f1_m: 0.8478 - iou_m: 0.7371 43/53 [=======================>......] - ETA: 0s - loss: 0.3494 - accuracy: 0.9741 - dice_coef: 0.8473 - precision_m: 0.8271 - recall_m: 0.8716 - f1_m: 0.8473 - iou_m: 0.7364 44/53 [=======================>......] - ETA: 0s - loss: 0.3498 - accuracy: 0.9739 - dice_coef: 0.8478 - precision_m: 0.8293 - recall_m: 0.8705 - f1_m: 0.8478 - iou_m: 0.7372 46/53 [=========================>....] - ETA: 0s - loss: 0.3491 - accuracy: 0.9740 - dice_coef: 0.8468 - precision_m: 0.8271 - recall_m: 0.8706 - f1_m: 0.8468 - iou_m: 0.7356 47/53 [=========================>....] - ETA: 0s - loss: 0.3505 - accuracy: 0.9738 - dice_coef: 0.8455 - precision_m: 0.8258 - recall_m: 0.8694 - f1_m: 0.8455 - iou_m: 0.7337 49/53 [==========================>...] - ETA: 0s - loss: 0.3485 - accuracy: 0.9745 - dice_coef: 0.8466 - precision_m: 0.8263 - recall_m: 0.8709 - f1_m: 0.8466 - iou_m: 0.7353 51/53 [===========================>..] - ETA: 0s - loss: 0.3502 - accuracy: 0.9744 - dice_coef: 0.8462 - precision_m: 0.8248 - recall_m: 0.8719 - f1_m: 0.8462 - iou_m: 0.7346 53/53 [==============================] - ETA: 0s - loss: 0.3481 - accuracy: 0.9749 - dice_coef: 0.8471 - precision_m: 0.8248 - recall_m: 0.8739 - f1_m: 0.8471 - iou_m: 0.7361 Epoch 58: val_dice_coef did not improve from 0.77831  53/53 [==============================] - 3s 52ms/step - loss: 0.3481 - accuracy: 0.9749 - dice_coef: 0.8471 - precision_m: 0.8248 - recall_m: 0.8739 - f1_m: 0.8471 - iou_m: 0.7361 - val_loss: 0.4846 - val_accuracy: 0.9596 - val_dice_coef: 0.7666 - val_precision_m: 0.7333 - val_recall_m: 0.8067 - val_f1_m: 0.7666 - val_iou_m: 0.6247 - lr: 5.0000e-05 Epoch 59/100 1/53 [..............................] - ETA: 5s - loss: 0.4212 - accuracy: 0.9632 - dice_coef: 0.7590 - precision_m: 0.6921 - recall_m: 0.8402 - f1_m: 0.7590 - iou_m: 0.6116 3/53 [>.............................] - ETA: 2s - loss: 0.4004 - accuracy: 0.9668 - dice_coef: 0.8145 - precision_m: 0.7964 - recall_m: 0.8374 - f1_m: 0.8145 - iou_m: 0.6899 4/53 [=>............................] - ETA: 2s - loss: 0.4314 - accuracy: 0.9662 - dice_coef: 0.7996 - precision_m: 0.7607 - recall_m: 0.8515 - f1_m: 0.7996 - iou_m: 0.6690 5/53 [=>............................] - ETA: 2s - loss: 0.4210 - accuracy: 0.9650 - dice_coef: 0.8139 - precision_m: 0.7850 - recall_m: 0.8532 - f1_m: 0.8139 - iou_m: 0.6895 6/53 [==>...........................] - ETA: 2s - loss: 0.4015 - accuracy: 0.9674 - dice_coef: 0.8281 - precision_m: 0.8090 - recall_m: 0.8562 - f1_m: 0.8281 - iou_m: 0.7107 7/53 [==>...........................] - ETA: 2s - loss: 0.3931 - accuracy: 0.9693 - dice_coef: 0.8304 - precision_m: 0.8115 - recall_m: 0.8571 - f1_m: 0.8304 - iou_m: 0.7135 8/53 [===>..........................] - ETA: 2s - loss: 0.3812 - accuracy: 0.9704 - dice_coef: 0.8353 - precision_m: 0.8225 - recall_m: 0.8552 - f1_m: 0.8353 - iou_m: 0.7206 9/53 [====>.........................] - ETA: 2s - loss: 0.3867 - accuracy: 0.9694 - dice_coef: 0.8355 - precision_m: 0.8223 - recall_m: 0.8551 - f1_m: 0.8355 - iou_m: 0.7204 10/53 [====>.........................] - ETA: 2s - loss: 0.3794 - accuracy: 0.9704 - dice_coef: 0.8369 - precision_m: 0.8278 - recall_m: 0.8520 - f1_m: 0.8369 - iou_m: 0.7223 11/53 [=====>........................] - ETA: 2s - loss: 0.3786 - accuracy: 0.9703 - dice_coef: 0.8353 - precision_m: 0.8241 - recall_m: 0.8521 - f1_m: 0.8353 - iou_m: 0.7197 12/53 [=====>........................] - ETA: 2s - loss: 0.3718 - accuracy: 0.9710 - dice_coef: 0.8373 - precision_m: 0.8251 - recall_m: 0.8547 - f1_m: 0.8373 - iou_m: 0.7225 13/53 [======>.......................] - ETA: 2s - loss: 0.3791 - accuracy: 0.9689 - dice_coef: 0.8320 - precision_m: 0.8145 - recall_m: 0.8561 - f1_m: 0.8320 - iou_m: 0.7149 14/53 [======>.......................] - ETA: 2s - loss: 0.3809 - accuracy: 0.9679 - dice_coef: 0.8326 - precision_m: 0.8145 - recall_m: 0.8570 - f1_m: 0.8326 - iou_m: 0.7156 15/53 [=======>......................] - ETA: 2s - loss: 0.3867 - accuracy: 0.9663 - dice_coef: 0.8323 - precision_m: 0.8176 - recall_m: 0.8530 - f1_m: 0.8323 - iou_m: 0.7150 16/53 [========>.....................] - ETA: 2s - loss: 0.3832 - accuracy: 0.9675 - dice_coef: 0.8328 - precision_m: 0.8181 - recall_m: 0.8531 - f1_m: 0.8328 - iou_m: 0.7156 17/53 [========>.....................] - ETA: 2s - loss: 0.3783 - accuracy: 0.9682 - dice_coef: 0.8359 - precision_m: 0.8196 - recall_m: 0.8577 - f1_m: 0.8359 - iou_m: 0.7202 18/53 [=========>....................] - ETA: 2s - loss: 0.3739 - accuracy: 0.9694 - dice_coef: 0.8384 - precision_m: 0.8209 - recall_m: 0.8614 - f1_m: 0.8384 - iou_m: 0.7240 20/53 [==========>...................] - ETA: 1s - loss: 0.3719 - accuracy: 0.9707 - dice_coef: 0.8383 - precision_m: 0.8176 - recall_m: 0.8647 - f1_m: 0.8383 - iou_m: 0.7236 22/53 [===========>..................] - ETA: 1s - loss: 0.3661 - accuracy: 0.9724 - dice_coef: 0.8413 - precision_m: 0.8185 - recall_m: 0.8699 - f1_m: 0.8413 - iou_m: 0.7281 23/53 [============>.................] - ETA: 1s - loss: 0.3625 - accuracy: 0.9729 - dice_coef: 0.8433 - precision_m: 0.8204 - recall_m: 0.8717 - f1_m: 0.8433 - iou_m: 0.7311 25/53 [=============>................] - ETA: 1s - loss: 0.3599 - accuracy: 0.9735 - dice_coef: 0.8425 - precision_m: 0.8195 - recall_m: 0.8708 - f1_m: 0.8425 - iou_m: 0.7298 26/53 [=============>................] - ETA: 1s - loss: 0.3635 - accuracy: 0.9731 - dice_coef: 0.8381 - precision_m: 0.8135 - recall_m: 0.8682 - f1_m: 0.8381 - iou_m: 0.7237 27/53 [==============>...............] - ETA: 1s - loss: 0.3680 - accuracy: 0.9720 - dice_coef: 0.8361 - precision_m: 0.8133 - recall_m: 0.8643 - f1_m: 0.8361 - iou_m: 0.7208 28/53 [==============>...............] - ETA: 1s - loss: 0.3665 - accuracy: 0.9720 - dice_coef: 0.8370 - precision_m: 0.8136 - recall_m: 0.8657 - f1_m: 0.8370 - iou_m: 0.7221 29/53 [===============>..............] - ETA: 1s - loss: 0.3653 - accuracy: 0.9724 - dice_coef: 0.8366 - precision_m: 0.8129 - recall_m: 0.8656 - f1_m: 0.8366 - iou_m: 0.7213 30/53 [===============>..............] - ETA: 1s - loss: 0.3656 - accuracy: 0.9723 - dice_coef: 0.8353 - precision_m: 0.8109 - recall_m: 0.8649 - f1_m: 0.8353 - iou_m: 0.7194 31/53 [================>.............] - ETA: 1s - loss: 0.3658 - accuracy: 0.9719 - dice_coef: 0.8351 - precision_m: 0.8111 - recall_m: 0.8641 - f1_m: 0.8351 - iou_m: 0.7190 32/53 [=================>............] - ETA: 1s - loss: 0.3660 - accuracy: 0.9718 - dice_coef: 0.8354 - precision_m: 0.8118 - recall_m: 0.8640 - f1_m: 0.8354 - iou_m: 0.7195 33/53 [=================>............] - ETA: 1s - loss: 0.3635 - accuracy: 0.9723 - dice_coef: 0.8361 - precision_m: 0.8129 - recall_m: 0.8640 - f1_m: 0.8361 - iou_m: 0.7204 34/53 [==================>...........] - ETA: 1s - loss: 0.3632 - accuracy: 0.9723 - dice_coef: 0.8363 - precision_m: 0.8131 - recall_m: 0.8642 - f1_m: 0.8363 - iou_m: 0.7207 35/53 [==================>...........] - ETA: 1s - loss: 0.3623 - accuracy: 0.9724 - dice_coef: 0.8369 - precision_m: 0.8140 - recall_m: 0.8643 - f1_m: 0.8369 - iou_m: 0.7215 36/53 [===================>..........] - ETA: 1s - loss: 0.3624 - accuracy: 0.9723 - dice_coef: 0.8367 - precision_m: 0.8142 - recall_m: 0.8637 - f1_m: 0.8367 - iou_m: 0.7212 37/53 [===================>..........] - ETA: 0s - loss: 0.3599 - accuracy: 0.9727 - dice_coef: 0.8378 - precision_m: 0.8154 - recall_m: 0.8646 - f1_m: 0.8378 - iou_m: 0.7228 39/53 [=====================>........] - ETA: 0s - loss: 0.3556 - accuracy: 0.9735 - dice_coef: 0.8399 - precision_m: 0.8180 - recall_m: 0.8661 - f1_m: 0.8399 - iou_m: 0.7260 40/53 [=====================>........] - ETA: 0s - loss: 0.3539 - accuracy: 0.9739 - dice_coef: 0.8414 - precision_m: 0.8202 - recall_m: 0.8667 - f1_m: 0.8414 - iou_m: 0.7282 41/53 [======================>.......] - ETA: 0s - loss: 0.3521 - accuracy: 0.9743 - dice_coef: 0.8430 - precision_m: 0.8224 - recall_m: 0.8675 - f1_m: 0.8430 - iou_m: 0.7307 42/53 [======================>.......] - ETA: 0s - loss: 0.3506 - accuracy: 0.9745 - dice_coef: 0.8436 - precision_m: 0.8228 - recall_m: 0.8683 - f1_m: 0.8436 - iou_m: 0.7315 43/53 [=======================>......] - ETA: 0s - loss: 0.3500 - accuracy: 0.9746 - dice_coef: 0.8436 - precision_m: 0.8229 - recall_m: 0.8682 - f1_m: 0.8436 - iou_m: 0.7316 44/53 [=======================>......] - ETA: 0s - loss: 0.3504 - accuracy: 0.9743 - dice_coef: 0.8436 - precision_m: 0.8242 - recall_m: 0.8669 - f1_m: 0.8436 - iou_m: 0.7315 45/53 [========================>.....] - ETA: 0s - loss: 0.3500 - accuracy: 0.9743 - dice_coef: 0.8441 - precision_m: 0.8246 - recall_m: 0.8674 - f1_m: 0.8441 - iou_m: 0.7323 46/53 [=========================>....] - ETA: 0s - loss: 0.3496 - accuracy: 0.9746 - dice_coef: 0.8438 - precision_m: 0.8234 - recall_m: 0.8682 - f1_m: 0.8438 - iou_m: 0.7318 47/53 [=========================>....] - ETA: 0s - loss: 0.3490 - accuracy: 0.9747 - dice_coef: 0.8449 - precision_m: 0.8241 - recall_m: 0.8696 - f1_m: 0.8449 - iou_m: 0.7334 48/53 [==========================>...] - ETA: 0s - loss: 0.3481 - accuracy: 0.9749 - dice_coef: 0.8453 - precision_m: 0.8239 - recall_m: 0.8707 - f1_m: 0.8453 - iou_m: 0.7339 50/53 [===========================>..] - ETA: 0s - loss: 0.3463 - accuracy: 0.9753 - dice_coef: 0.8458 - precision_m: 0.8233 - recall_m: 0.8727 - f1_m: 0.8458 - iou_m: 0.7348 52/53 [============================>.] - ETA: 0s - loss: 0.3436 - accuracy: 0.9757 - dice_coef: 0.8468 - precision_m: 0.8235 - recall_m: 0.8745 - f1_m: 0.8468 - iou_m: 0.7362 53/53 [==============================] - ETA: 0s - loss: 0.3465 - accuracy: 0.9750 - dice_coef: 0.8461 - precision_m: 0.8246 - recall_m: 0.8721 - f1_m: 0.8461 - iou_m: 0.7352 Epoch 59: val_dice_coef did not improve from 0.77831 Epoch 59: ReduceLROnPlateau reducing learning rate to 2.499999936844688e-05.  53/53 [==============================] - 4s 72ms/step - loss: 0.3465 - accuracy: 0.9750 - dice_coef: 0.8461 - precision_m: 0.8246 - recall_m: 0.8721 - f1_m: 0.8461 - iou_m: 0.7352 - val_loss: 0.4898 - val_accuracy: 0.9583 - val_dice_coef: 0.7605 - val_precision_m: 0.7363 - val_recall_m: 0.7908 - val_f1_m: 0.7605 - val_iou_m: 0.6168 - lr: 5.0000e-05 Epoch 60/100 1/53 [..............................] - ETA: 6s - loss: 0.2819 - accuracy: 0.9854 - dice_coef: 0.8629 - precision_m: 0.8751 - recall_m: 0.8510 - f1_m: 0.8629 - iou_m: 0.7588 3/53 [>.............................] - ETA: 2s - loss: 0.3288 - accuracy: 0.9749 - dice_coef: 0.8527 - precision_m: 0.8540 - recall_m: 0.8516 - f1_m: 0.8527 - iou_m: 0.7443 4/53 [=>............................] - ETA: 2s - loss: 0.3151 - accuracy: 0.9782 - dice_coef: 0.8572 - precision_m: 0.8537 - recall_m: 0.8610 - f1_m: 0.8572 - iou_m: 0.7509 6/53 [==>...........................] - ETA: 2s - loss: 0.3108 - accuracy: 0.9789 - dice_coef: 0.8626 - precision_m: 0.8549 - recall_m: 0.8708 - f1_m: 0.8626 - iou_m: 0.7592 8/53 [===>..........................] - ETA: 2s - loss: 0.3070 - accuracy: 0.9803 - dice_coef: 0.8669 - precision_m: 0.8548 - recall_m: 0.8797 - f1_m: 0.8669 - iou_m: 0.7657 9/53 [====>.........................] - ETA: 2s - loss: 0.3098 - accuracy: 0.9800 - dice_coef: 0.8649 - precision_m: 0.8477 - recall_m: 0.8838 - f1_m: 0.8649 - iou_m: 0.7625 10/53 [====>.........................] - ETA: 2s - loss: 0.3098 - accuracy: 0.9803 - dice_coef: 0.8671 - precision_m: 0.8513 - recall_m: 0.8843 - f1_m: 0.8671 - iou_m: 0.7659 12/53 [=====>........................] - ETA: 2s - loss: 0.3039 - accuracy: 0.9815 - dice_coef: 0.8699 - precision_m: 0.8514 - recall_m: 0.8901 - f1_m: 0.8699 - iou_m: 0.7704 13/53 [======>.......................] - ETA: 2s - loss: 0.3064 - accuracy: 0.9814 - dice_coef: 0.8667 - precision_m: 0.8457 - recall_m: 0.8897 - f1_m: 0.8667 - iou_m: 0.7654 14/53 [======>.......................] - ETA: 2s - loss: 0.3169 - accuracy: 0.9794 - dice_coef: 0.8618 - precision_m: 0.8390 - recall_m: 0.8871 - f1_m: 0.8618 - iou_m: 0.7582 15/53 [=======>......................] - ETA: 2s - loss: 0.3227 - accuracy: 0.9783 - dice_coef: 0.8557 - precision_m: 0.8313 - recall_m: 0.8829 - f1_m: 0.8557 - iou_m: 0.7495 17/53 [========>.....................] - ETA: 2s - loss: 0.3293 - accuracy: 0.9762 - dice_coef: 0.8555 - precision_m: 0.8331 - recall_m: 0.8804 - f1_m: 0.8555 - iou_m: 0.7489 19/53 [=========>....................] - ETA: 1s - loss: 0.3388 - accuracy: 0.9744 - dice_coef: 0.8535 - precision_m: 0.8283 - recall_m: 0.8817 - f1_m: 0.8535 - iou_m: 0.7458 20/53 [==========>...................] - ETA: 1s - loss: 0.3419 - accuracy: 0.9744 - dice_coef: 0.8536 - precision_m: 0.8287 - recall_m: 0.8814 - f1_m: 0.8536 - iou_m: 0.7459 21/53 [==========>...................] - ETA: 1s - loss: 0.3387 - accuracy: 0.9747 - dice_coef: 0.8551 - precision_m: 0.8298 - recall_m: 0.8833 - f1_m: 0.8551 - iou_m: 0.7482 22/53 [===========>..................] - ETA: 1s - loss: 0.3423 - accuracy: 0.9753 - dice_coef: 0.8532 - precision_m: 0.8264 - recall_m: 0.8831 - f1_m: 0.8532 - iou_m: 0.7453 23/53 [============>.................] - ETA: 1s - loss: 0.3413 - accuracy: 0.9753 - dice_coef: 0.8547 - precision_m: 0.8298 - recall_m: 0.8826 - f1_m: 0.8547 - iou_m: 0.7475 24/53 [============>.................] - ETA: 1s - loss: 0.3503 - accuracy: 0.9731 - dice_coef: 0.8523 - precision_m: 0.8300 - recall_m: 0.8777 - f1_m: 0.8523 - iou_m: 0.7441 25/53 [=============>................] - ETA: 1s - loss: 0.3492 - accuracy: 0.9732 - dice_coef: 0.8521 - precision_m: 0.8296 - recall_m: 0.8775 - f1_m: 0.8521 - iou_m: 0.7436 26/53 [=============>................] - ETA: 1s - loss: 0.3464 - accuracy: 0.9736 - dice_coef: 0.8536 - precision_m: 0.8321 - recall_m: 0.8779 - f1_m: 0.8536 - iou_m: 0.7459 27/53 [==============>...............] - ETA: 1s - loss: 0.3457 - accuracy: 0.9740 - dice_coef: 0.8535 - precision_m: 0.8323 - recall_m: 0.8775 - f1_m: 0.8535 - iou_m: 0.7459 28/53 [==============>...............] - ETA: 1s - loss: 0.3464 - accuracy: 0.9738 - dice_coef: 0.8547 - precision_m: 0.8341 - recall_m: 0.8779 - f1_m: 0.8547 - iou_m: 0.7476 30/53 [===============>..............] - ETA: 1s - loss: 0.3413 - accuracy: 0.9748 - dice_coef: 0.8577 - precision_m: 0.8385 - recall_m: 0.8795 - f1_m: 0.8577 - iou_m: 0.7523 31/53 [================>.............] - ETA: 1s - loss: 0.3412 - accuracy: 0.9748 - dice_coef: 0.8577 - precision_m: 0.8376 - recall_m: 0.8806 - f1_m: 0.8577 - iou_m: 0.7522 33/53 [=================>............] - ETA: 1s - loss: 0.3356 - accuracy: 0.9756 - dice_coef: 0.8595 - precision_m: 0.8396 - recall_m: 0.8820 - f1_m: 0.8595 - iou_m: 0.7550 34/53 [==================>...........] - ETA: 1s - loss: 0.3344 - accuracy: 0.9758 - dice_coef: 0.8597 - precision_m: 0.8400 - recall_m: 0.8819 - f1_m: 0.8597 - iou_m: 0.7553 36/53 [===================>..........] - ETA: 0s - loss: 0.3369 - accuracy: 0.9755 - dice_coef: 0.8578 - precision_m: 0.8372 - recall_m: 0.8813 - f1_m: 0.8578 - iou_m: 0.7524 38/53 [====================>.........] - ETA: 0s - loss: 0.3354 - accuracy: 0.9759 - dice_coef: 0.8570 - precision_m: 0.8357 - recall_m: 0.8811 - f1_m: 0.8570 - iou_m: 0.7511 40/53 [=====================>........] - ETA: 0s - loss: 0.3363 - accuracy: 0.9756 - dice_coef: 0.8564 - precision_m: 0.8347 - recall_m: 0.8810 - f1_m: 0.8564 - iou_m: 0.7501 41/53 [======================>.......] - ETA: 0s - loss: 0.3373 - accuracy: 0.9756 - dice_coef: 0.8550 - precision_m: 0.8330 - recall_m: 0.8798 - f1_m: 0.8550 - iou_m: 0.7480 42/53 [======================>.......] - ETA: 0s - loss: 0.3361 - accuracy: 0.9757 - dice_coef: 0.8556 - precision_m: 0.8337 - recall_m: 0.8804 - f1_m: 0.8556 - iou_m: 0.7490 43/53 [=======================>......] - ETA: 0s - loss: 0.3355 - accuracy: 0.9759 - dice_coef: 0.8554 - precision_m: 0.8324 - recall_m: 0.8815 - f1_m: 0.8554 - iou_m: 0.7486 44/53 [=======================>......] - ETA: 0s - loss: 0.3354 - accuracy: 0.9759 - dice_coef: 0.8556 - precision_m: 0.8327 - recall_m: 0.8815 - f1_m: 0.8556 - iou_m: 0.7489 45/53 [========================>.....] - ETA: 0s - loss: 0.3349 - accuracy: 0.9760 - dice_coef: 0.8558 - precision_m: 0.8331 - recall_m: 0.8816 - f1_m: 0.8558 - iou_m: 0.7493 46/53 [=========================>....] - ETA: 0s - loss: 0.3348 - accuracy: 0.9764 - dice_coef: 0.8565 - precision_m: 0.8333 - recall_m: 0.8828 - f1_m: 0.8565 - iou_m: 0.7503 47/53 [=========================>....] - ETA: 0s - loss: 0.3365 - accuracy: 0.9763 - dice_coef: 0.8563 - precision_m: 0.8328 - recall_m: 0.8829 - f1_m: 0.8563 - iou_m: 0.7500 48/53 [==========================>...] - ETA: 0s - loss: 0.3375 - accuracy: 0.9760 - dice_coef: 0.8553 - precision_m: 0.8311 - recall_m: 0.8826 - f1_m: 0.8553 - iou_m: 0.7484 49/53 [==========================>...] - ETA: 0s - loss: 0.3380 - accuracy: 0.9760 - dice_coef: 0.8544 - precision_m: 0.8291 - recall_m: 0.8831 - f1_m: 0.8544 - iou_m: 0.7470 50/53 [===========================>..] - ETA: 0s - loss: 0.3368 - accuracy: 0.9763 - dice_coef: 0.8545 - precision_m: 0.8292 - recall_m: 0.8832 - f1_m: 0.8545 - iou_m: 0.7472 51/53 [===========================>..] - ETA: 0s - loss: 0.3359 - accuracy: 0.9764 - dice_coef: 0.8545 - precision_m: 0.8290 - recall_m: 0.8835 - f1_m: 0.8545 - iou_m: 0.7472 52/53 [============================>.] - ETA: 0s - loss: 0.3390 - accuracy: 0.9758 - dice_coef: 0.8530 - precision_m: 0.8283 - recall_m: 0.8811 - f1_m: 0.8530 - iou_m: 0.7450 53/53 [==============================] - ETA: 0s - loss: 0.3386 - accuracy: 0.9759 - dice_coef: 0.8534 - precision_m: 0.8294 - recall_m: 0.8807 - f1_m: 0.8534 - iou_m: 0.7457 Epoch 60: val_dice_coef did not improve from 0.77831  53/53 [==============================] - 4s 71ms/step - loss: 0.3386 - accuracy: 0.9759 - dice_coef: 0.8534 - precision_m: 0.8294 - recall_m: 0.8807 - f1_m: 0.8534 - iou_m: 0.7457 - val_loss: 0.5054 - val_accuracy: 0.9578 - val_dice_coef: 0.7535 - val_precision_m: 0.7359 - val_recall_m: 0.7759 - val_f1_m: 0.7535 - val_iou_m: 0.6080 - lr: 2.5000e-05 Epoch 61/100 1/53 [..............................] - ETA: 6s - loss: 0.4098 - accuracy: 0.9679 - dice_coef: 0.8181 - precision_m: 0.8624 - recall_m: 0.7781 - f1_m: 0.8181 - iou_m: 0.6921 2/53 [>.............................] - ETA: 4s - loss: 0.3985 - accuracy: 0.9664 - dice_coef: 0.8249 - precision_m: 0.8488 - recall_m: 0.8033 - f1_m: 0.8249 - iou_m: 0.7021 4/53 [=>............................] - ETA: 2s - loss: 0.3887 - accuracy: 0.9747 - dice_coef: 0.8296 - precision_m: 0.8290 - recall_m: 0.8322 - f1_m: 0.8296 - iou_m: 0.7092 6/53 [==>...........................] - ETA: 2s - loss: 0.3850 - accuracy: 0.9708 - dice_coef: 0.8365 - precision_m: 0.8371 - recall_m: 0.8377 - f1_m: 0.8365 - iou_m: 0.7195 8/53 [===>..........................] - ETA: 2s - loss: 0.3669 - accuracy: 0.9723 - dice_coef: 0.8421 - precision_m: 0.8381 - recall_m: 0.8479 - f1_m: 0.8421 - iou_m: 0.7279 9/53 [====>.........................] - ETA: 2s - loss: 0.3608 - accuracy: 0.9733 - dice_coef: 0.8417 - precision_m: 0.8422 - recall_m: 0.8432 - f1_m: 0.8417 - iou_m: 0.7273 11/53 [=====>........................] - ETA: 2s - loss: 0.3512 - accuracy: 0.9752 - dice_coef: 0.8484 - precision_m: 0.8418 - recall_m: 0.8573 - f1_m: 0.8484 - iou_m: 0.7375 12/53 [=====>........................] - ETA: 2s - loss: 0.3514 - accuracy: 0.9758 - dice_coef: 0.8499 - precision_m: 0.8388 - recall_m: 0.8638 - f1_m: 0.8499 - iou_m: 0.7396 13/53 [======>.......................] - ETA: 2s - loss: 0.3470 - accuracy: 0.9762 - dice_coef: 0.8525 - precision_m: 0.8399 - recall_m: 0.8679 - f1_m: 0.8525 - iou_m: 0.7437 14/53 [======>.......................] - ETA: 2s - loss: 0.3464 - accuracy: 0.9766 - dice_coef: 0.8502 - precision_m: 0.8334 - recall_m: 0.8708 - f1_m: 0.8502 - iou_m: 0.7403 15/53 [=======>......................] - ETA: 2s - loss: 0.3442 - accuracy: 0.9769 - dice_coef: 0.8513 - precision_m: 0.8343 - recall_m: 0.8716 - f1_m: 0.8513 - iou_m: 0.7418 16/53 [========>.....................] - ETA: 2s - loss: 0.3391 - accuracy: 0.9775 - dice_coef: 0.8539 - precision_m: 0.8376 - recall_m: 0.8734 - f1_m: 0.8539 - iou_m: 0.7459 17/53 [========>.....................] - ETA: 2s - loss: 0.3342 - accuracy: 0.9780 - dice_coef: 0.8567 - precision_m: 0.8416 - recall_m: 0.8749 - f1_m: 0.8567 - iou_m: 0.7503 18/53 [=========>....................] - ETA: 1s - loss: 0.3356 - accuracy: 0.9772 - dice_coef: 0.8549 - precision_m: 0.8406 - recall_m: 0.8721 - f1_m: 0.8549 - iou_m: 0.7475 19/53 [=========>....................] - ETA: 1s - loss: 0.3396 - accuracy: 0.9765 - dice_coef: 0.8539 - precision_m: 0.8375 - recall_m: 0.8734 - f1_m: 0.8539 - iou_m: 0.7460 20/53 [==========>...................] - ETA: 1s - loss: 0.3379 - accuracy: 0.9771 - dice_coef: 0.8541 - precision_m: 0.8393 - recall_m: 0.8720 - f1_m: 0.8541 - iou_m: 0.7463 21/53 [==========>...................] - ETA: 1s - loss: 0.3352 - accuracy: 0.9777 - dice_coef: 0.8546 - precision_m: 0.8401 - recall_m: 0.8720 - f1_m: 0.8546 - iou_m: 0.7469 22/53 [===========>..................] - ETA: 1s - loss: 0.3339 - accuracy: 0.9779 - dice_coef: 0.8537 - precision_m: 0.8389 - recall_m: 0.8713 - f1_m: 0.8537 - iou_m: 0.7456 23/53 [============>.................] - ETA: 1s - loss: 0.3394 - accuracy: 0.9771 - dice_coef: 0.8513 - precision_m: 0.8352 - recall_m: 0.8704 - f1_m: 0.8513 - iou_m: 0.7421 24/53 [============>.................] - ETA: 1s - loss: 0.3388 - accuracy: 0.9773 - dice_coef: 0.8521 - precision_m: 0.8357 - recall_m: 0.8713 - f1_m: 0.8521 - iou_m: 0.7432 25/53 [=============>................] - ETA: 1s - loss: 0.3399 - accuracy: 0.9767 - dice_coef: 0.8531 - precision_m: 0.8367 - recall_m: 0.8722 - f1_m: 0.8531 - iou_m: 0.7447 26/53 [=============>................] - ETA: 1s - loss: 0.3381 - accuracy: 0.9772 - dice_coef: 0.8535 - precision_m: 0.8366 - recall_m: 0.8731 - f1_m: 0.8535 - iou_m: 0.7453 27/53 [==============>...............] - ETA: 1s - loss: 0.3405 - accuracy: 0.9766 - dice_coef: 0.8515 - precision_m: 0.8352 - recall_m: 0.8705 - f1_m: 0.8515 - iou_m: 0.7424 29/53 [===============>..............] - ETA: 1s - loss: 0.3426 - accuracy: 0.9759 - dice_coef: 0.8501 - precision_m: 0.8336 - recall_m: 0.8692 - f1_m: 0.8501 - iou_m: 0.7403 30/53 [===============>..............] - ETA: 1s - loss: 0.3411 - accuracy: 0.9759 - dice_coef: 0.8504 - precision_m: 0.8340 - recall_m: 0.8694 - f1_m: 0.8504 - iou_m: 0.7408 31/53 [================>.............] - ETA: 1s - loss: 0.3382 - accuracy: 0.9764 - dice_coef: 0.8520 - precision_m: 0.8363 - recall_m: 0.8701 - f1_m: 0.8520 - iou_m: 0.7431 32/53 [=================>............] - ETA: 1s - loss: 0.3408 - accuracy: 0.9757 - dice_coef: 0.8523 - precision_m: 0.8394 - recall_m: 0.8680 - f1_m: 0.8523 - iou_m: 0.7437 33/53 [=================>............] - ETA: 1s - loss: 0.3417 - accuracy: 0.9758 - dice_coef: 0.8515 - precision_m: 0.8374 - recall_m: 0.8683 - f1_m: 0.8515 - iou_m: 0.7424 34/53 [==================>...........] - ETA: 1s - loss: 0.3427 - accuracy: 0.9758 - dice_coef: 0.8508 - precision_m: 0.8365 - recall_m: 0.8679 - f1_m: 0.8508 - iou_m: 0.7414 35/53 [==================>...........] - ETA: 1s - loss: 0.3405 - accuracy: 0.9761 - dice_coef: 0.8516 - precision_m: 0.8366 - recall_m: 0.8694 - f1_m: 0.8516 - iou_m: 0.7426 37/53 [===================>..........] - ETA: 0s - loss: 0.3393 - accuracy: 0.9761 - dice_coef: 0.8519 - precision_m: 0.8360 - recall_m: 0.8705 - f1_m: 0.8519 - iou_m: 0.7429 38/53 [====================>.........] - ETA: 0s - loss: 0.3393 - accuracy: 0.9760 - dice_coef: 0.8520 - precision_m: 0.8367 - recall_m: 0.8700 - f1_m: 0.8520 - iou_m: 0.7431 39/53 [=====================>........] - ETA: 0s - loss: 0.3378 - accuracy: 0.9762 - dice_coef: 0.8525 - precision_m: 0.8371 - recall_m: 0.8707 - f1_m: 0.8525 - iou_m: 0.7439 40/53 [=====================>........] - ETA: 0s - loss: 0.3374 - accuracy: 0.9761 - dice_coef: 0.8533 - precision_m: 0.8389 - recall_m: 0.8702 - f1_m: 0.8533 - iou_m: 0.7450 41/53 [======================>.......] - ETA: 0s - loss: 0.3353 - accuracy: 0.9763 - dice_coef: 0.8543 - precision_m: 0.8402 - recall_m: 0.8710 - f1_m: 0.8543 - iou_m: 0.7467 42/53 [======================>.......] - ETA: 0s - loss: 0.3387 - accuracy: 0.9755 - dice_coef: 0.8534 - precision_m: 0.8407 - recall_m: 0.8688 - f1_m: 0.8534 - iou_m: 0.7453 43/53 [=======================>......] - ETA: 0s - loss: 0.3374 - accuracy: 0.9758 - dice_coef: 0.8546 - precision_m: 0.8419 - recall_m: 0.8699 - f1_m: 0.8546 - iou_m: 0.7472 44/53 [=======================>......] - ETA: 0s - loss: 0.3401 - accuracy: 0.9754 - dice_coef: 0.8512 - precision_m: 0.8391 - recall_m: 0.8658 - f1_m: 0.8512 - iou_m: 0.7425 46/53 [=========================>....] - ETA: 0s - loss: 0.3402 - accuracy: 0.9757 - dice_coef: 0.8515 - precision_m: 0.8388 - recall_m: 0.8666 - f1_m: 0.8515 - iou_m: 0.7429 47/53 [=========================>....] - ETA: 0s - loss: 0.3395 - accuracy: 0.9759 - dice_coef: 0.8514 - precision_m: 0.8379 - recall_m: 0.8676 - f1_m: 0.8514 - iou_m: 0.7428 48/53 [==========================>...] - ETA: 0s - loss: 0.3387 - accuracy: 0.9761 - dice_coef: 0.8514 - precision_m: 0.8369 - recall_m: 0.8686 - f1_m: 0.8514 - iou_m: 0.7428 49/53 [==========================>...] - ETA: 0s - loss: 0.3375 - accuracy: 0.9761 - dice_coef: 0.8524 - precision_m: 0.8376 - recall_m: 0.8698 - f1_m: 0.8524 - iou_m: 0.7443 51/53 [===========================>..] - ETA: 0s - loss: 0.3359 - accuracy: 0.9764 - dice_coef: 0.8536 - precision_m: 0.8395 - recall_m: 0.8705 - f1_m: 0.8536 - iou_m: 0.7462 53/53 [==============================] - ETA: 0s - loss: 0.3335 - accuracy: 0.9767 - dice_coef: 0.8546 - precision_m: 0.8396 - recall_m: 0.8724 - f1_m: 0.8546 - iou_m: 0.7477 Epoch 61: val_dice_coef did not improve from 0.77831  53/53 [==============================] - 4s 84ms/step - loss: 0.3335 - accuracy: 0.9767 - dice_coef: 0.8546 - precision_m: 0.8396 - recall_m: 0.8724 - f1_m: 0.8546 - iou_m: 0.7477 - val_loss: 0.4815 - val_accuracy: 0.9593 - val_dice_coef: 0.7662 - val_precision_m: 0.7209 - val_recall_m: 0.8208 - val_f1_m: 0.7662 - val_iou_m: 0.6242 - lr: 2.5000e-05 Epoch 62/100 1/53 [..............................] - ETA: 7s - loss: 0.3530 - accuracy: 0.9626 - dice_coef: 0.8715 - precision_m: 0.9004 - recall_m: 0.8445 - f1_m: 0.8715 - iou_m: 0.7723 2/53 [>.............................] - ETA: 2s - loss: 0.3450 - accuracy: 0.9691 - dice_coef: 0.8449 - precision_m: 0.8471 - recall_m: 0.8443 - f1_m: 0.8449 - iou_m: 0.7323 4/53 [=>............................] - ETA: 2s - loss: 0.3466 - accuracy: 0.9722 - dice_coef: 0.8371 - precision_m: 0.8115 - recall_m: 0.8683 - f1_m: 0.8371 - iou_m: 0.7204 6/53 [==>...........................] - ETA: 2s - loss: 0.3361 - accuracy: 0.9727 - dice_coef: 0.8448 - precision_m: 0.8194 - recall_m: 0.8744 - f1_m: 0.8448 - iou_m: 0.7318 7/53 [==>...........................] - ETA: 2s - loss: 0.3386 - accuracy: 0.9718 - dice_coef: 0.8451 - precision_m: 0.8192 - recall_m: 0.8751 - f1_m: 0.8451 - iou_m: 0.7323 8/53 [===>..........................] - ETA: 2s - loss: 0.3357 - accuracy: 0.9742 - dice_coef: 0.8483 - precision_m: 0.8192 - recall_m: 0.8817 - f1_m: 0.8483 - iou_m: 0.7371 9/53 [====>.........................] - ETA: 2s - loss: 0.3363 - accuracy: 0.9739 - dice_coef: 0.8478 - precision_m: 0.8161 - recall_m: 0.8842 - f1_m: 0.8478 - iou_m: 0.7363 10/53 [====>.........................] - ETA: 2s - loss: 0.3356 - accuracy: 0.9738 - dice_coef: 0.8469 - precision_m: 0.8120 - recall_m: 0.8872 - f1_m: 0.8469 - iou_m: 0.7350 11/53 [=====>........................] - ETA: 2s - loss: 0.3422 - accuracy: 0.9722 - dice_coef: 0.8434 - precision_m: 0.8066 - recall_m: 0.8859 - f1_m: 0.8434 - iou_m: 0.7298 12/53 [=====>........................] - ETA: 2s - loss: 0.3402 - accuracy: 0.9724 - dice_coef: 0.8474 - precision_m: 0.8157 - recall_m: 0.8843 - f1_m: 0.8474 - iou_m: 0.7359 13/53 [======>.......................] - ETA: 2s - loss: 0.3453 - accuracy: 0.9712 - dice_coef: 0.8455 - precision_m: 0.8160 - recall_m: 0.8799 - f1_m: 0.8455 - iou_m: 0.7331 14/53 [======>.......................] - ETA: 2s - loss: 0.3463 - accuracy: 0.9719 - dice_coef: 0.8485 - precision_m: 0.8186 - recall_m: 0.8832 - f1_m: 0.8485 - iou_m: 0.7377 15/53 [=======>......................] - ETA: 1s - loss: 0.3433 - accuracy: 0.9721 - dice_coef: 0.8498 - precision_m: 0.8209 - recall_m: 0.8832 - f1_m: 0.8498 - iou_m: 0.7397 17/53 [========>.....................] - ETA: 1s - loss: 0.3346 - accuracy: 0.9736 - dice_coef: 0.8531 - precision_m: 0.8248 - recall_m: 0.8856 - f1_m: 0.8531 - iou_m: 0.7447 19/53 [=========>....................] - ETA: 1s - loss: 0.3394 - accuracy: 0.9733 - dice_coef: 0.8487 - precision_m: 0.8224 - recall_m: 0.8789 - f1_m: 0.8487 - iou_m: 0.7384 21/53 [==========>...................] - ETA: 1s - loss: 0.3375 - accuracy: 0.9737 - dice_coef: 0.8492 - precision_m: 0.8215 - recall_m: 0.8808 - f1_m: 0.8492 - iou_m: 0.7390 23/53 [============>.................] - ETA: 1s - loss: 0.3370 - accuracy: 0.9744 - dice_coef: 0.8493 - precision_m: 0.8201 - recall_m: 0.8828 - f1_m: 0.8493 - iou_m: 0.7391 25/53 [=============>................] - ETA: 1s - loss: 0.3329 - accuracy: 0.9753 - dice_coef: 0.8514 - precision_m: 0.8247 - recall_m: 0.8821 - f1_m: 0.8514 - iou_m: 0.7423 26/53 [=============>................] - ETA: 1s - loss: 0.3343 - accuracy: 0.9749 - dice_coef: 0.8518 - precision_m: 0.8271 - recall_m: 0.8806 - f1_m: 0.8518 - iou_m: 0.7430 27/53 [==============>...............] - ETA: 1s - loss: 0.3334 - accuracy: 0.9750 - dice_coef: 0.8519 - precision_m: 0.8292 - recall_m: 0.8784 - f1_m: 0.8519 - iou_m: 0.7430 28/53 [==============>...............] - ETA: 1s - loss: 0.3345 - accuracy: 0.9756 - dice_coef: 0.8509 - precision_m: 0.8266 - recall_m: 0.8797 - f1_m: 0.8509 - iou_m: 0.7416 29/53 [===============>..............] - ETA: 1s - loss: 0.3381 - accuracy: 0.9748 - dice_coef: 0.8505 - precision_m: 0.8264 - recall_m: 0.8787 - f1_m: 0.8505 - iou_m: 0.7408 30/53 [===============>..............] - ETA: 1s - loss: 0.3367 - accuracy: 0.9751 - dice_coef: 0.8513 - precision_m: 0.8273 - recall_m: 0.8794 - f1_m: 0.8513 - iou_m: 0.7420 31/53 [================>.............] - ETA: 1s - loss: 0.3355 - accuracy: 0.9754 - dice_coef: 0.8516 - precision_m: 0.8279 - recall_m: 0.8793 - f1_m: 0.8516 - iou_m: 0.7425 33/53 [=================>............] - ETA: 1s - loss: 0.3317 - accuracy: 0.9762 - dice_coef: 0.8529 - precision_m: 0.8284 - recall_m: 0.8814 - f1_m: 0.8529 - iou_m: 0.7445 34/53 [==================>...........] - ETA: 1s - loss: 0.3311 - accuracy: 0.9761 - dice_coef: 0.8532 - precision_m: 0.8296 - recall_m: 0.8806 - f1_m: 0.8532 - iou_m: 0.7449 35/53 [==================>...........] - ETA: 0s - loss: 0.3321 - accuracy: 0.9758 - dice_coef: 0.8539 - precision_m: 0.8300 - recall_m: 0.8818 - f1_m: 0.8539 - iou_m: 0.7460 36/53 [===================>..........] - ETA: 0s - loss: 0.3305 - accuracy: 0.9759 - dice_coef: 0.8547 - precision_m: 0.8316 - recall_m: 0.8815 - f1_m: 0.8547 - iou_m: 0.7472 37/53 [===================>..........] - ETA: 0s - loss: 0.3336 - accuracy: 0.9754 - dice_coef: 0.8537 - precision_m: 0.8310 - recall_m: 0.8801 - f1_m: 0.8537 - iou_m: 0.7457 39/53 [=====================>........] - ETA: 0s - loss: 0.3323 - accuracy: 0.9759 - dice_coef: 0.8540 - precision_m: 0.8302 - recall_m: 0.8816 - f1_m: 0.8540 - iou_m: 0.7461 41/53 [======================>.......] - ETA: 0s - loss: 0.3323 - accuracy: 0.9759 - dice_coef: 0.8554 - precision_m: 0.8333 - recall_m: 0.8812 - f1_m: 0.8554 - iou_m: 0.7483 42/53 [======================>.......] - ETA: 0s - loss: 0.3320 - accuracy: 0.9758 - dice_coef: 0.8558 - precision_m: 0.8334 - recall_m: 0.8819 - f1_m: 0.8558 - iou_m: 0.7489 43/53 [=======================>......] - ETA: 0s - loss: 0.3336 - accuracy: 0.9756 - dice_coef: 0.8548 - precision_m: 0.8322 - recall_m: 0.8810 - f1_m: 0.8548 - iou_m: 0.7474 45/53 [========================>.....] - ETA: 0s - loss: 0.3323 - accuracy: 0.9761 - dice_coef: 0.8548 - precision_m: 0.8323 - recall_m: 0.8809 - f1_m: 0.8548 - iou_m: 0.7473 46/53 [=========================>....] - ETA: 0s - loss: 0.3319 - accuracy: 0.9761 - dice_coef: 0.8553 - precision_m: 0.8327 - recall_m: 0.8814 - f1_m: 0.8553 - iou_m: 0.7481 47/53 [=========================>....] - ETA: 0s - loss: 0.3312 - accuracy: 0.9763 - dice_coef: 0.8555 - precision_m: 0.8328 - recall_m: 0.8815 - f1_m: 0.8555 - iou_m: 0.7483 48/53 [==========================>...] - ETA: 0s - loss: 0.3319 - accuracy: 0.9764 - dice_coef: 0.8548 - precision_m: 0.8312 - recall_m: 0.8821 - f1_m: 0.8548 - iou_m: 0.7473 50/53 [===========================>..] - ETA: 0s - loss: 0.3313 - accuracy: 0.9768 - dice_coef: 0.8554 - precision_m: 0.8314 - recall_m: 0.8830 - f1_m: 0.8554 - iou_m: 0.7481 52/53 [============================>.] - ETA: 0s - loss: 0.3325 - accuracy: 0.9767 - dice_coef: 0.8547 - precision_m: 0.8301 - recall_m: 0.8831 - f1_m: 0.8547 - iou_m: 0.7472 Epoch 62: val_dice_coef did not improve from 0.77831  53/53 [==============================] - 4s 66ms/step - loss: 0.3318 - accuracy: 0.9766 - dice_coef: 0.8549 - precision_m: 0.8300 - recall_m: 0.8836 - f1_m: 0.8549 - iou_m: 0.7475 - val_loss: 0.4936 - val_accuracy: 0.9585 - val_dice_coef: 0.7610 - val_precision_m: 0.7328 - val_recall_m: 0.7949 - val_f1_m: 0.7610 - val_iou_m: 0.6180 - lr: 2.5000e-05 Epoch 63/100 1/53 [..............................] - ETA: 5s - loss: 0.2612 - accuracy: 0.9857 - dice_coef: 0.8847 - precision_m: 0.8495 - recall_m: 0.9229 - f1_m: 0.8847 - iou_m: 0.7932 3/53 [>.............................] - ETA: 2s - loss: 0.2652 - accuracy: 0.9826 - dice_coef: 0.8835 - precision_m: 0.8669 - recall_m: 0.9020 - f1_m: 0.8835 - iou_m: 0.7913 5/53 [=>............................] - ETA: 1s - loss: 0.3026 - accuracy: 0.9792 - dice_coef: 0.8561 - precision_m: 0.8402 - recall_m: 0.8736 - f1_m: 0.8561 - iou_m: 0.7504 7/53 [==>...........................] - ETA: 1s - loss: 0.3228 - accuracy: 0.9761 - dice_coef: 0.8445 - precision_m: 0.8383 - recall_m: 0.8525 - f1_m: 0.8445 - iou_m: 0.7342 9/53 [====>.........................] - ETA: 1s - loss: 0.3142 - accuracy: 0.9778 - dice_coef: 0.8520 - precision_m: 0.8475 - recall_m: 0.8579 - f1_m: 0.8520 - iou_m: 0.7450 11/53 [=====>........................] - ETA: 1s - loss: 0.3122 - accuracy: 0.9787 - dice_coef: 0.8526 - precision_m: 0.8437 - recall_m: 0.8629 - f1_m: 0.8526 - iou_m: 0.7453 13/53 [======>.......................] - ETA: 1s - loss: 0.3097 - accuracy: 0.9782 - dice_coef: 0.8551 - precision_m: 0.8477 - recall_m: 0.8639 - f1_m: 0.8551 - iou_m: 0.7489 14/53 [======>.......................] - ETA: 1s - loss: 0.3187 - accuracy: 0.9765 - dice_coef: 0.8531 - precision_m: 0.8464 - recall_m: 0.8612 - f1_m: 0.8531 - iou_m: 0.7458 16/53 [========>.....................] - ETA: 1s - loss: 0.3116 - accuracy: 0.9780 - dice_coef: 0.8583 - precision_m: 0.8500 - recall_m: 0.8679 - f1_m: 0.8583 - iou_m: 0.7537 18/53 [=========>....................] - ETA: 1s - loss: 0.3104 - accuracy: 0.9782 - dice_coef: 0.8576 - precision_m: 0.8448 - recall_m: 0.8724 - f1_m: 0.8576 - iou_m: 0.7525 20/53 [==========>...................] - ETA: 1s - loss: 0.3118 - accuracy: 0.9789 - dice_coef: 0.8589 - precision_m: 0.8449 - recall_m: 0.8749 - f1_m: 0.8589 - iou_m: 0.7543 22/53 [===========>..................] - ETA: 1s - loss: 0.3132 - accuracy: 0.9785 - dice_coef: 0.8596 - precision_m: 0.8455 - recall_m: 0.8757 - f1_m: 0.8596 - iou_m: 0.7554 23/53 [============>.................] - ETA: 1s - loss: 0.3153 - accuracy: 0.9776 - dice_coef: 0.8588 - precision_m: 0.8448 - recall_m: 0.8748 - f1_m: 0.8588 - iou_m: 0.7541 24/53 [============>.................] - ETA: 1s - loss: 0.3177 - accuracy: 0.9772 - dice_coef: 0.8567 - precision_m: 0.8468 - recall_m: 0.8691 - f1_m: 0.8567 - iou_m: 0.7510 26/53 [=============>................] - ETA: 1s - loss: 0.3176 - accuracy: 0.9774 - dice_coef: 0.8568 - precision_m: 0.8460 - recall_m: 0.8700 - f1_m: 0.8568 - iou_m: 0.7511 28/53 [==============>...............] - ETA: 1s - loss: 0.3166 - accuracy: 0.9777 - dice_coef: 0.8561 - precision_m: 0.8423 - recall_m: 0.8728 - f1_m: 0.8561 - iou_m: 0.7501 30/53 [===============>..............] - ETA: 0s - loss: 0.3160 - accuracy: 0.9779 - dice_coef: 0.8568 - precision_m: 0.8449 - recall_m: 0.8715 - f1_m: 0.8568 - iou_m: 0.7511 32/53 [=================>............] - ETA: 0s - loss: 0.3188 - accuracy: 0.9773 - dice_coef: 0.8571 - precision_m: 0.8467 - recall_m: 0.8701 - f1_m: 0.8571 - iou_m: 0.7514 33/53 [=================>............] - ETA: 0s - loss: 0.3188 - accuracy: 0.9774 - dice_coef: 0.8571 - precision_m: 0.8457 - recall_m: 0.8712 - f1_m: 0.8571 - iou_m: 0.7514 35/53 [==================>...........] - ETA: 0s - loss: 0.3250 - accuracy: 0.9758 - dice_coef: 0.8540 - precision_m: 0.8421 - recall_m: 0.8688 - f1_m: 0.8540 - iou_m: 0.7468 37/53 [===================>..........] - ETA: 0s - loss: 0.3254 - accuracy: 0.9764 - dice_coef: 0.8545 - precision_m: 0.8412 - recall_m: 0.8706 - f1_m: 0.8545 - iou_m: 0.7474 39/53 [=====================>........] - ETA: 0s - loss: 0.3306 - accuracy: 0.9754 - dice_coef: 0.8524 - precision_m: 0.8368 - recall_m: 0.8712 - f1_m: 0.8524 - iou_m: 0.7443 41/53 [======================>.......] - ETA: 0s - loss: 0.3329 - accuracy: 0.9752 - dice_coef: 0.8506 - precision_m: 0.8339 - recall_m: 0.8707 - f1_m: 0.8506 - iou_m: 0.7417 43/53 [=======================>......] - ETA: 0s - loss: 0.3356 - accuracy: 0.9749 - dice_coef: 0.8491 - precision_m: 0.8309 - recall_m: 0.8709 - f1_m: 0.8491 - iou_m: 0.7394 45/53 [========================>.....] - ETA: 0s - loss: 0.3350 - accuracy: 0.9748 - dice_coef: 0.8501 - precision_m: 0.8331 - recall_m: 0.8705 - f1_m: 0.8501 - iou_m: 0.7409 47/53 [=========================>....] - ETA: 0s - loss: 0.3329 - accuracy: 0.9751 - dice_coef: 0.8509 - precision_m: 0.8327 - recall_m: 0.8726 - f1_m: 0.8509 - iou_m: 0.7420 49/53 [==========================>...] - ETA: 0s - loss: 0.3314 - accuracy: 0.9757 - dice_coef: 0.8514 - precision_m: 0.8324 - recall_m: 0.8741 - f1_m: 0.8514 - iou_m: 0.7428 51/53 [===========================>..] - ETA: 0s - loss: 0.3312 - accuracy: 0.9755 - dice_coef: 0.8520 - precision_m: 0.8335 - recall_m: 0.8738 - f1_m: 0.8520 - iou_m: 0.7436 53/53 [==============================] - ETA: 0s - loss: 0.3309 - accuracy: 0.9759 - dice_coef: 0.8519 - precision_m: 0.8326 - recall_m: 0.8747 - f1_m: 0.8519 - iou_m: 0.7435 Epoch 63: val_dice_coef did not improve from 0.77831  53/53 [==============================] - 3s 53ms/step - loss: 0.3309 - accuracy: 0.9759 - dice_coef: 0.8519 - precision_m: 0.8326 - recall_m: 0.8747 - f1_m: 0.8519 - iou_m: 0.7435 - val_loss: 0.4898 - val_accuracy: 0.9586 - val_dice_coef: 0.7581 - val_precision_m: 0.7333 - val_recall_m: 0.7885 - val_f1_m: 0.7581 - val_iou_m: 0.6144 - lr: 2.5000e-05 Epoch 64/100 1/53 [..............................] - ETA: 5s - loss: 0.3120 - accuracy: 0.9769 - dice_coef: 0.8371 - precision_m: 0.7981 - recall_m: 0.8802 - f1_m: 0.8371 - iou_m: 0.7199 2/53 [>.............................] - ETA: 3s - loss: 0.3094 - accuracy: 0.9804 - dice_coef: 0.8570 - precision_m: 0.8167 - recall_m: 0.9016 - f1_m: 0.8570 - iou_m: 0.7504 4/53 [=>............................] - ETA: 2s - loss: 0.3328 - accuracy: 0.9774 - dice_coef: 0.8641 - precision_m: 0.8353 - recall_m: 0.8953 - f1_m: 0.8641 - iou_m: 0.7611 6/53 [==>...........................] - ETA: 2s - loss: 0.3309 - accuracy: 0.9761 - dice_coef: 0.8690 - precision_m: 0.8479 - recall_m: 0.8918 - f1_m: 0.8690 - iou_m: 0.7688 8/53 [===>..........................] - ETA: 2s - loss: 0.3378 - accuracy: 0.9740 - dice_coef: 0.8684 - precision_m: 0.8539 - recall_m: 0.8846 - f1_m: 0.8684 - iou_m: 0.7677 9/53 [====>.........................] - ETA: 2s - loss: 0.3570 - accuracy: 0.9694 - dice_coef: 0.8599 - precision_m: 0.8499 - recall_m: 0.8716 - f1_m: 0.8599 - iou_m: 0.7553 11/53 [=====>........................] - ETA: 1s - loss: 0.3527 - accuracy: 0.9708 - dice_coef: 0.8552 - precision_m: 0.8468 - recall_m: 0.8653 - f1_m: 0.8552 - iou_m: 0.7482 12/53 [=====>........................] - ETA: 1s - loss: 0.3581 - accuracy: 0.9695 - dice_coef: 0.8556 - precision_m: 0.8490 - recall_m: 0.8638 - f1_m: 0.8556 - iou_m: 0.7488 14/53 [======>.......................] - ETA: 1s - loss: 0.3494 - accuracy: 0.9721 - dice_coef: 0.8564 - precision_m: 0.8433 - recall_m: 0.8725 - f1_m: 0.8564 - iou_m: 0.7499 16/53 [========>.....................] - ETA: 1s - loss: 0.3583 - accuracy: 0.9708 - dice_coef: 0.8542 - precision_m: 0.8397 - recall_m: 0.8715 - f1_m: 0.8542 - iou_m: 0.7467 18/53 [=========>....................] - ETA: 1s - loss: 0.3606 - accuracy: 0.9711 - dice_coef: 0.8536 - precision_m: 0.8364 - recall_m: 0.8737 - f1_m: 0.8536 - iou_m: 0.7457 20/53 [==========>...................] - ETA: 1s - loss: 0.3519 - accuracy: 0.9721 - dice_coef: 0.8570 - precision_m: 0.8382 - recall_m: 0.8789 - f1_m: 0.8570 - iou_m: 0.7510 21/53 [==========>...................] - ETA: 1s - loss: 0.3471 - accuracy: 0.9727 - dice_coef: 0.8587 - precision_m: 0.8393 - recall_m: 0.8810 - f1_m: 0.8587 - iou_m: 0.7535 23/53 [============>.................] - ETA: 1s - loss: 0.3458 - accuracy: 0.9737 - dice_coef: 0.8581 - precision_m: 0.8366 - recall_m: 0.8829 - f1_m: 0.8581 - iou_m: 0.7527 25/53 [=============>................] - ETA: 1s - loss: 0.3430 - accuracy: 0.9747 - dice_coef: 0.8580 - precision_m: 0.8353 - recall_m: 0.8841 - f1_m: 0.8580 - iou_m: 0.7525 27/53 [==============>...............] - ETA: 1s - loss: 0.3444 - accuracy: 0.9744 - dice_coef: 0.8566 - precision_m: 0.8344 - recall_m: 0.8827 - f1_m: 0.8566 - iou_m: 0.7502 28/53 [==============>...............] - ETA: 1s - loss: 0.3414 - accuracy: 0.9749 - dice_coef: 0.8573 - precision_m: 0.8361 - recall_m: 0.8823 - f1_m: 0.8573 - iou_m: 0.7513 30/53 [===============>..............] - ETA: 1s - loss: 0.3415 - accuracy: 0.9747 - dice_coef: 0.8569 - precision_m: 0.8372 - recall_m: 0.8805 - f1_m: 0.8569 - iou_m: 0.7507 32/53 [=================>............] - ETA: 1s - loss: 0.3377 - accuracy: 0.9750 - dice_coef: 0.8589 - precision_m: 0.8407 - recall_m: 0.8807 - f1_m: 0.8589 - iou_m: 0.7538 34/53 [==================>...........] - ETA: 0s - loss: 0.3375 - accuracy: 0.9750 - dice_coef: 0.8580 - precision_m: 0.8395 - recall_m: 0.8800 - f1_m: 0.8580 - iou_m: 0.7524 36/53 [===================>..........] - ETA: 0s - loss: 0.3347 - accuracy: 0.9755 - dice_coef: 0.8586 - precision_m: 0.8400 - recall_m: 0.8805 - f1_m: 0.8586 - iou_m: 0.7532 38/53 [====================>.........] - ETA: 0s - loss: 0.3345 - accuracy: 0.9758 - dice_coef: 0.8580 - precision_m: 0.8375 - recall_m: 0.8821 - f1_m: 0.8580 - iou_m: 0.7523 40/53 [=====================>........] - ETA: 0s - loss: 0.3294 - accuracy: 0.9765 - dice_coef: 0.8602 - precision_m: 0.8407 - recall_m: 0.8831 - f1_m: 0.8602 - iou_m: 0.7557 41/53 [======================>.......] - ETA: 0s - loss: 0.3294 - accuracy: 0.9763 - dice_coef: 0.8594 - precision_m: 0.8399 - recall_m: 0.8824 - f1_m: 0.8594 - iou_m: 0.7546 43/53 [=======================>......] - ETA: 0s - loss: 0.3294 - accuracy: 0.9762 - dice_coef: 0.8591 - precision_m: 0.8383 - recall_m: 0.8835 - f1_m: 0.8591 - iou_m: 0.7540 45/53 [========================>.....] - ETA: 0s - loss: 0.3277 - accuracy: 0.9768 - dice_coef: 0.8601 - precision_m: 0.8388 - recall_m: 0.8850 - f1_m: 0.8601 - iou_m: 0.7556 46/53 [=========================>....] - ETA: 0s - loss: 0.3263 - accuracy: 0.9771 - dice_coef: 0.8607 - precision_m: 0.8395 - recall_m: 0.8853 - f1_m: 0.8607 - iou_m: 0.7564 48/53 [==========================>...] - ETA: 0s - loss: 0.3256 - accuracy: 0.9772 - dice_coef: 0.8609 - precision_m: 0.8386 - recall_m: 0.8867 - f1_m: 0.8609 - iou_m: 0.7567 50/53 [===========================>..] - ETA: 0s - loss: 0.3265 - accuracy: 0.9771 - dice_coef: 0.8604 - precision_m: 0.8369 - recall_m: 0.8876 - f1_m: 0.8604 - iou_m: 0.7560 52/53 [============================>.] - ETA: 0s - loss: 0.3264 - accuracy: 0.9769 - dice_coef: 0.8606 - precision_m: 0.8385 - recall_m: 0.8865 - f1_m: 0.8606 - iou_m: 0.7563 Epoch 64: val_dice_coef did not improve from 0.77831 Epoch 64: ReduceLROnPlateau reducing learning rate to 1.249999968422344e-05.  53/53 [==============================] - 3s 57ms/step - loss: 0.3255 - accuracy: 0.9772 - dice_coef: 0.8612 - precision_m: 0.8389 - recall_m: 0.8871 - f1_m: 0.8612 - iou_m: 0.7571 - val_loss: 0.5020 - val_accuracy: 0.9580 - val_dice_coef: 0.7614 - val_precision_m: 0.7275 - val_recall_m: 0.8042 - val_f1_m: 0.7614 - val_iou_m: 0.6186 - lr: 2.5000e-05 Epoch 65/100 1/53 [..............................] - ETA: 5s - loss: 0.2608 - accuracy: 0.9854 - dice_coef: 0.8724 - precision_m: 0.8396 - recall_m: 0.9079 - f1_m: 0.8724 - iou_m: 0.7737 3/53 [>.............................] - ETA: 2s - loss: 0.3148 - accuracy: 0.9714 - dice_coef: 0.8622 - precision_m: 0.8383 - recall_m: 0.8879 - f1_m: 0.8622 - iou_m: 0.7593 5/53 [=>............................] - ETA: 2s - loss: 0.3186 - accuracy: 0.9746 - dice_coef: 0.8566 - precision_m: 0.8493 - recall_m: 0.8653 - f1_m: 0.8566 - iou_m: 0.7506 7/53 [==>...........................] - ETA: 2s - loss: 0.3063 - accuracy: 0.9775 - dice_coef: 0.8641 - precision_m: 0.8606 - recall_m: 0.8688 - f1_m: 0.8641 - iou_m: 0.7620 9/53 [====>.........................] - ETA: 1s - loss: 0.3045 - accuracy: 0.9789 - dice_coef: 0.8645 - precision_m: 0.8539 - recall_m: 0.8770 - f1_m: 0.8645 - iou_m: 0.7625 10/53 [====>.........................] - ETA: 1s - loss: 0.3118 - accuracy: 0.9770 - dice_coef: 0.8637 - precision_m: 0.8634 - recall_m: 0.8673 - f1_m: 0.8637 - iou_m: 0.7611 12/53 [=====>........................] - ETA: 1s - loss: 0.3099 - accuracy: 0.9781 - dice_coef: 0.8626 - precision_m: 0.8569 - recall_m: 0.8716 - f1_m: 0.8626 - iou_m: 0.7593 14/53 [======>.......................] - ETA: 1s - loss: 0.3108 - accuracy: 0.9779 - dice_coef: 0.8578 - precision_m: 0.8529 - recall_m: 0.8660 - f1_m: 0.8578 - iou_m: 0.7521 16/53 [========>.....................] - ETA: 1s - loss: 0.3074 - accuracy: 0.9785 - dice_coef: 0.8595 - precision_m: 0.8524 - recall_m: 0.8697 - f1_m: 0.8595 - iou_m: 0.7546 17/53 [========>.....................] - ETA: 1s - loss: 0.3117 - accuracy: 0.9781 - dice_coef: 0.8573 - precision_m: 0.8461 - recall_m: 0.8724 - f1_m: 0.8573 - iou_m: 0.7512 19/53 [=========>....................] - ETA: 1s - loss: 0.3066 - accuracy: 0.9788 - dice_coef: 0.8619 - precision_m: 0.8513 - recall_m: 0.8760 - f1_m: 0.8619 - iou_m: 0.7585 20/53 [==========>...................] - ETA: 1s - loss: 0.3050 - accuracy: 0.9793 - dice_coef: 0.8637 - precision_m: 0.8526 - recall_m: 0.8782 - f1_m: 0.8637 - iou_m: 0.7613 21/53 [==========>...................] - ETA: 1s - loss: 0.3065 - accuracy: 0.9792 - dice_coef: 0.8635 - precision_m: 0.8524 - recall_m: 0.8777 - f1_m: 0.8635 - iou_m: 0.7608 22/53 [===========>..................] - ETA: 1s - loss: 0.3071 - accuracy: 0.9790 - dice_coef: 0.8645 - precision_m: 0.8555 - recall_m: 0.8766 - f1_m: 0.8645 - iou_m: 0.7624 24/53 [============>.................] - ETA: 1s - loss: 0.3072 - accuracy: 0.9796 - dice_coef: 0.8648 - precision_m: 0.8542 - recall_m: 0.8786 - f1_m: 0.8648 - iou_m: 0.7628 26/53 [=============>................] - ETA: 1s - loss: 0.3032 - accuracy: 0.9802 - dice_coef: 0.8663 - precision_m: 0.8543 - recall_m: 0.8813 - f1_m: 0.8663 - iou_m: 0.7651 28/53 [==============>...............] - ETA: 1s - loss: 0.3071 - accuracy: 0.9798 - dice_coef: 0.8649 - precision_m: 0.8542 - recall_m: 0.8786 - f1_m: 0.8649 - iou_m: 0.7630 30/53 [===============>..............] - ETA: 1s - loss: 0.3057 - accuracy: 0.9799 - dice_coef: 0.8652 - precision_m: 0.8520 - recall_m: 0.8814 - f1_m: 0.8652 - iou_m: 0.7633 32/53 [=================>............] - ETA: 0s - loss: 0.3086 - accuracy: 0.9794 - dice_coef: 0.8638 - precision_m: 0.8485 - recall_m: 0.8825 - f1_m: 0.8638 - iou_m: 0.7612 34/53 [==================>...........] - ETA: 0s - loss: 0.3077 - accuracy: 0.9792 - dice_coef: 0.8642 - precision_m: 0.8499 - recall_m: 0.8818 - f1_m: 0.8642 - iou_m: 0.7618 36/53 [===================>..........] - ETA: 0s - loss: 0.3068 - accuracy: 0.9796 - dice_coef: 0.8644 - precision_m: 0.8504 - recall_m: 0.8815 - f1_m: 0.8644 - iou_m: 0.7621 37/53 [===================>..........] - ETA: 0s - loss: 0.3072 - accuracy: 0.9798 - dice_coef: 0.8644 - precision_m: 0.8494 - recall_m: 0.8825 - f1_m: 0.8644 - iou_m: 0.7621 38/53 [====================>.........] - ETA: 0s - loss: 0.3100 - accuracy: 0.9790 - dice_coef: 0.8630 - precision_m: 0.8484 - recall_m: 0.8807 - f1_m: 0.8630 - iou_m: 0.7600 40/53 [=====================>........] - ETA: 0s - loss: 0.3105 - accuracy: 0.9787 - dice_coef: 0.8629 - precision_m: 0.8483 - recall_m: 0.8805 - f1_m: 0.8629 - iou_m: 0.7598 41/53 [======================>.......] - ETA: 0s - loss: 0.3137 - accuracy: 0.9780 - dice_coef: 0.8607 - precision_m: 0.8444 - recall_m: 0.8804 - f1_m: 0.8607 - iou_m: 0.7566 43/53 [=======================>......] - ETA: 0s - loss: 0.3164 - accuracy: 0.9781 - dice_coef: 0.8577 - precision_m: 0.8395 - recall_m: 0.8796 - f1_m: 0.8577 - iou_m: 0.7523 44/53 [=======================>......] - ETA: 0s - loss: 0.3159 - accuracy: 0.9781 - dice_coef: 0.8575 - precision_m: 0.8390 - recall_m: 0.8797 - f1_m: 0.8575 - iou_m: 0.7519 46/53 [=========================>....] - ETA: 0s - loss: 0.3148 - accuracy: 0.9784 - dice_coef: 0.8583 - precision_m: 0.8398 - recall_m: 0.8804 - f1_m: 0.8583 - iou_m: 0.7531 48/53 [==========================>...] - ETA: 0s - loss: 0.3178 - accuracy: 0.9780 - dice_coef: 0.8574 - precision_m: 0.8376 - recall_m: 0.8810 - f1_m: 0.8574 - iou_m: 0.7518 50/53 [===========================>..] - ETA: 0s - loss: 0.3183 - accuracy: 0.9779 - dice_coef: 0.8562 - precision_m: 0.8365 - recall_m: 0.8797 - f1_m: 0.8562 - iou_m: 0.7499 51/53 [===========================>..] - ETA: 0s - loss: 0.3205 - accuracy: 0.9775 - dice_coef: 0.8558 - precision_m: 0.8374 - recall_m: 0.8781 - f1_m: 0.8558 - iou_m: 0.7494 52/53 [============================>.] - ETA: 0s - loss: 0.3218 - accuracy: 0.9771 - dice_coef: 0.8558 - precision_m: 0.8381 - recall_m: 0.8772 - f1_m: 0.8558 - iou_m: 0.7492 Epoch 65: val_dice_coef did not improve from 0.77831  53/53 [==============================] - 3s 56ms/step - loss: 0.3211 - accuracy: 0.9771 - dice_coef: 0.8562 - precision_m: 0.8389 - recall_m: 0.8772 - f1_m: 0.8562 - iou_m: 0.7499 - val_loss: 0.5038 - val_accuracy: 0.9576 - val_dice_coef: 0.7582 - val_precision_m: 0.7271 - val_recall_m: 0.7967 - val_f1_m: 0.7582 - val_iou_m: 0.6147 - lr: 1.2500e-05 Epoch 66/100 1/53 [..............................] - ETA: 5s - loss: 0.2631 - accuracy: 0.9875 - dice_coef: 0.8952 - precision_m: 0.8920 - recall_m: 0.8984 - f1_m: 0.8952 - iou_m: 0.8102 3/53 [>.............................] - ETA: 1s - loss: 0.2852 - accuracy: 0.9867 - dice_coef: 0.8771 - precision_m: 0.8570 - recall_m: 0.8985 - f1_m: 0.8771 - iou_m: 0.7816 5/53 [=>............................] - ETA: 1s - loss: 0.3095 - accuracy: 0.9809 - dice_coef: 0.8717 - precision_m: 0.8667 - recall_m: 0.8793 - f1_m: 0.8717 - iou_m: 0.7733 6/53 [==>...........................] - ETA: 1s - loss: 0.3007 - accuracy: 0.9824 - dice_coef: 0.8750 - precision_m: 0.8643 - recall_m: 0.8884 - f1_m: 0.8750 - iou_m: 0.7783 8/53 [===>..........................] - ETA: 1s - loss: 0.3130 - accuracy: 0.9797 - dice_coef: 0.8644 - precision_m: 0.8486 - recall_m: 0.8830 - f1_m: 0.8644 - iou_m: 0.7624 10/53 [====>.........................] - ETA: 1s - loss: 0.3257 - accuracy: 0.9786 - dice_coef: 0.8561 - precision_m: 0.8336 - recall_m: 0.8823 - f1_m: 0.8561 - iou_m: 0.7499 12/53 [=====>........................] - ETA: 1s - loss: 0.3154 - accuracy: 0.9791 - dice_coef: 0.8606 - precision_m: 0.8422 - recall_m: 0.8821 - f1_m: 0.8606 - iou_m: 0.7567 14/53 [======>.......................] - ETA: 1s - loss: 0.3138 - accuracy: 0.9791 - dice_coef: 0.8597 - precision_m: 0.8403 - recall_m: 0.8823 - f1_m: 0.8597 - iou_m: 0.7553 16/53 [========>.....................] - ETA: 1s - loss: 0.3103 - accuracy: 0.9796 - dice_coef: 0.8641 - precision_m: 0.8469 - recall_m: 0.8840 - f1_m: 0.8641 - iou_m: 0.7620 18/53 [=========>....................] - ETA: 1s - loss: 0.3215 - accuracy: 0.9773 - dice_coef: 0.8603 - precision_m: 0.8396 - recall_m: 0.8842 - f1_m: 0.8603 - iou_m: 0.7562 20/53 [==========>...................] - ETA: 1s - loss: 0.3232 - accuracy: 0.9774 - dice_coef: 0.8576 - precision_m: 0.8354 - recall_m: 0.8830 - f1_m: 0.8576 - iou_m: 0.7520 21/53 [==========>...................] - ETA: 1s - loss: 0.3263 - accuracy: 0.9766 - dice_coef: 0.8575 - precision_m: 0.8361 - recall_m: 0.8820 - f1_m: 0.8575 - iou_m: 0.7518 23/53 [============>.................] - ETA: 1s - loss: 0.3216 - accuracy: 0.9771 - dice_coef: 0.8602 - precision_m: 0.8400 - recall_m: 0.8834 - f1_m: 0.8602 - iou_m: 0.7560 25/53 [=============>................] - ETA: 1s - loss: 0.3234 - accuracy: 0.9770 - dice_coef: 0.8568 - precision_m: 0.8360 - recall_m: 0.8805 - f1_m: 0.8568 - iou_m: 0.7509 27/53 [==============>...............] - ETA: 1s - loss: 0.3199 - accuracy: 0.9778 - dice_coef: 0.8590 - precision_m: 0.8374 - recall_m: 0.8835 - f1_m: 0.8590 - iou_m: 0.7542 29/53 [===============>..............] - ETA: 0s - loss: 0.3201 - accuracy: 0.9777 - dice_coef: 0.8602 - precision_m: 0.8400 - recall_m: 0.8829 - f1_m: 0.8602 - iou_m: 0.7559 31/53 [================>.............] - ETA: 0s - loss: 0.3176 - accuracy: 0.9781 - dice_coef: 0.8608 - precision_m: 0.8403 - recall_m: 0.8841 - f1_m: 0.8608 - iou_m: 0.7569 33/53 [=================>............] - ETA: 0s - loss: 0.3209 - accuracy: 0.9781 - dice_coef: 0.8587 - precision_m: 0.8356 - recall_m: 0.8852 - f1_m: 0.8587 - iou_m: 0.7537 35/53 [==================>...........] - ETA: 0s - loss: 0.3193 - accuracy: 0.9785 - dice_coef: 0.8590 - precision_m: 0.8344 - recall_m: 0.8871 - f1_m: 0.8590 - iou_m: 0.7541 37/53 [===================>..........] - ETA: 0s - loss: 0.3164 - accuracy: 0.9789 - dice_coef: 0.8612 - precision_m: 0.8373 - recall_m: 0.8885 - f1_m: 0.8612 - iou_m: 0.7575 39/53 [=====================>........] - ETA: 0s - loss: 0.3176 - accuracy: 0.9785 - dice_coef: 0.8606 - precision_m: 0.8388 - recall_m: 0.8857 - f1_m: 0.8606 - iou_m: 0.7566 41/53 [======================>.......] - ETA: 0s - loss: 0.3178 - accuracy: 0.9787 - dice_coef: 0.8606 - precision_m: 0.8385 - recall_m: 0.8858 - f1_m: 0.8606 - iou_m: 0.7565 43/53 [=======================>......] - ETA: 0s - loss: 0.3183 - accuracy: 0.9787 - dice_coef: 0.8598 - precision_m: 0.8375 - recall_m: 0.8854 - f1_m: 0.8598 - iou_m: 0.7554 45/53 [========================>.....] - ETA: 0s - loss: 0.3218 - accuracy: 0.9779 - dice_coef: 0.8596 - precision_m: 0.8387 - recall_m: 0.8837 - f1_m: 0.8596 - iou_m: 0.7550 47/53 [=========================>....] - ETA: 0s - loss: 0.3205 - accuracy: 0.9780 - dice_coef: 0.8602 - precision_m: 0.8411 - recall_m: 0.8825 - f1_m: 0.8602 - iou_m: 0.7559 49/53 [==========================>...] - ETA: 0s - loss: 0.3211 - accuracy: 0.9778 - dice_coef: 0.8600 - precision_m: 0.8403 - recall_m: 0.8830 - f1_m: 0.8600 - iou_m: 0.7555 51/53 [===========================>..] - ETA: 0s - loss: 0.3203 - accuracy: 0.9779 - dice_coef: 0.8608 - precision_m: 0.8409 - recall_m: 0.8839 - f1_m: 0.8608 - iou_m: 0.7567 53/53 [==============================] - ETA: 0s - loss: 0.3197 - accuracy: 0.9777 - dice_coef: 0.8606 - precision_m: 0.8413 - recall_m: 0.8831 - f1_m: 0.8606 - iou_m: 0.7564 Epoch 66: val_dice_coef did not improve from 0.77831  53/53 [==============================] - 3s 50ms/step - loss: 0.3197 - accuracy: 0.9777 - dice_coef: 0.8606 - precision_m: 0.8413 - recall_m: 0.8831 - f1_m: 0.8606 - iou_m: 0.7564 - val_loss: 0.4933 - val_accuracy: 0.9587 - val_dice_coef: 0.7597 - val_precision_m: 0.7372 - val_recall_m: 0.7872 - val_f1_m: 0.7597 - val_iou_m: 0.6165 - lr: 1.2500e-05 Epoch 67/100 1/53 [..............................] - ETA: 5s - loss: 0.2034 - accuracy: 0.9895 - dice_coef: 0.9103 - precision_m: 0.8970 - recall_m: 0.9240 - f1_m: 0.9103 - iou_m: 0.8353 2/53 [>.............................] - ETA: 3s - loss: 0.2673 - accuracy: 0.9888 - dice_coef: 0.8731 - precision_m: 0.8415 - recall_m: 0.9083 - f1_m: 0.8731 - iou_m: 0.7767 4/53 [=>............................] - ETA: 2s - loss: 0.2844 - accuracy: 0.9828 - dice_coef: 0.8630 - precision_m: 0.8414 - recall_m: 0.8869 - f1_m: 0.8630 - iou_m: 0.7603 6/53 [==>...........................] - ETA: 2s - loss: 0.3238 - accuracy: 0.9768 - dice_coef: 0.8545 - precision_m: 0.8289 - recall_m: 0.8828 - f1_m: 0.8545 - iou_m: 0.7478 8/53 [===>..........................] - ETA: 2s - loss: 0.3317 - accuracy: 0.9786 - dice_coef: 0.8498 - precision_m: 0.8218 - recall_m: 0.8806 - f1_m: 0.8498 - iou_m: 0.7404 10/53 [====>.........................] - ETA: 2s - loss: 0.3175 - accuracy: 0.9795 - dice_coef: 0.8587 - precision_m: 0.8359 - recall_m: 0.8838 - f1_m: 0.8587 - iou_m: 0.7542 12/53 [=====>........................] - ETA: 1s - loss: 0.3285 - accuracy: 0.9773 - dice_coef: 0.8540 - precision_m: 0.8294 - recall_m: 0.8812 - f1_m: 0.8540 - iou_m: 0.7469 14/53 [======>.......................] - ETA: 1s - loss: 0.3190 - accuracy: 0.9782 - dice_coef: 0.8604 - precision_m: 0.8361 - recall_m: 0.8870 - f1_m: 0.8604 - iou_m: 0.7568 16/53 [========>.....................] - ETA: 1s - loss: 0.3241 - accuracy: 0.9765 - dice_coef: 0.8562 - precision_m: 0.8339 - recall_m: 0.8807 - f1_m: 0.8562 - iou_m: 0.7505 18/53 [=========>....................] - ETA: 1s - loss: 0.3226 - accuracy: 0.9767 - dice_coef: 0.8564 - precision_m: 0.8338 - recall_m: 0.8812 - f1_m: 0.8564 - iou_m: 0.7506 20/53 [==========>...................] - ETA: 1s - loss: 0.3280 - accuracy: 0.9769 - dice_coef: 0.8538 - precision_m: 0.8322 - recall_m: 0.8776 - f1_m: 0.8538 - iou_m: 0.7466 22/53 [===========>..................] - ETA: 1s - loss: 0.3295 - accuracy: 0.9766 - dice_coef: 0.8538 - precision_m: 0.8281 - recall_m: 0.8828 - f1_m: 0.8538 - iou_m: 0.7464 24/53 [============>.................] - ETA: 1s - loss: 0.3280 - accuracy: 0.9767 - dice_coef: 0.8559 - precision_m: 0.8316 - recall_m: 0.8834 - f1_m: 0.8559 - iou_m: 0.7497 25/53 [=============>................] - ETA: 1s - loss: 0.3274 - accuracy: 0.9769 - dice_coef: 0.8552 - precision_m: 0.8304 - recall_m: 0.8832 - f1_m: 0.8552 - iou_m: 0.7486 27/53 [==============>...............] - ETA: 1s - loss: 0.3306 - accuracy: 0.9763 - dice_coef: 0.8501 - precision_m: 0.8221 - recall_m: 0.8831 - f1_m: 0.8501 - iou_m: 0.7413 29/53 [===============>..............] - ETA: 1s - loss: 0.3294 - accuracy: 0.9767 - dice_coef: 0.8516 - precision_m: 0.8242 - recall_m: 0.8837 - f1_m: 0.8516 - iou_m: 0.7435 31/53 [================>.............] - ETA: 0s - loss: 0.3304 - accuracy: 0.9763 - dice_coef: 0.8509 - precision_m: 0.8226 - recall_m: 0.8839 - f1_m: 0.8509 - iou_m: 0.7424 33/53 [=================>............] - ETA: 0s - loss: 0.3287 - accuracy: 0.9769 - dice_coef: 0.8505 - precision_m: 0.8218 - recall_m: 0.8838 - f1_m: 0.8505 - iou_m: 0.7417 35/53 [==================>...........] - ETA: 0s - loss: 0.3290 - accuracy: 0.9766 - dice_coef: 0.8499 - precision_m: 0.8204 - recall_m: 0.8840 - f1_m: 0.8499 - iou_m: 0.7407 37/53 [===================>..........] - ETA: 0s - loss: 0.3309 - accuracy: 0.9762 - dice_coef: 0.8505 - precision_m: 0.8244 - recall_m: 0.8813 - f1_m: 0.8505 - iou_m: 0.7416 39/53 [=====================>........] - ETA: 0s - loss: 0.3322 - accuracy: 0.9758 - dice_coef: 0.8496 - precision_m: 0.8250 - recall_m: 0.8787 - f1_m: 0.8496 - iou_m: 0.7402 41/53 [======================>.......] - ETA: 0s - loss: 0.3317 - accuracy: 0.9758 - dice_coef: 0.8502 - precision_m: 0.8274 - recall_m: 0.8773 - f1_m: 0.8502 - iou_m: 0.7411 42/53 [======================>.......] - ETA: 0s - loss: 0.3329 - accuracy: 0.9758 - dice_coef: 0.8496 - precision_m: 0.8269 - recall_m: 0.8765 - f1_m: 0.8496 - iou_m: 0.7402 44/53 [=======================>......] - ETA: 0s - loss: 0.3313 - accuracy: 0.9762 - dice_coef: 0.8500 - precision_m: 0.8286 - recall_m: 0.8757 - f1_m: 0.8500 - iou_m: 0.7408 46/53 [=========================>....] - ETA: 0s - loss: 0.3314 - accuracy: 0.9760 - dice_coef: 0.8498 - precision_m: 0.8292 - recall_m: 0.8745 - f1_m: 0.8498 - iou_m: 0.7405 48/53 [==========================>...] - ETA: 0s - loss: 0.3299 - accuracy: 0.9761 - dice_coef: 0.8518 - precision_m: 0.8322 - recall_m: 0.8753 - f1_m: 0.8518 - iou_m: 0.7435 50/53 [===========================>..] - ETA: 0s - loss: 0.3283 - accuracy: 0.9763 - dice_coef: 0.8521 - precision_m: 0.8334 - recall_m: 0.8747 - f1_m: 0.8521 - iou_m: 0.7439 52/53 [============================>.] - ETA: 0s - loss: 0.3265 - accuracy: 0.9765 - dice_coef: 0.8532 - precision_m: 0.8339 - recall_m: 0.8763 - f1_m: 0.8532 - iou_m: 0.7456 Epoch 67: val_dice_coef did not improve from 0.77831  53/53 [==============================] - 3s 50ms/step - loss: 0.3269 - accuracy: 0.9764 - dice_coef: 0.8536 - precision_m: 0.8346 - recall_m: 0.8763 - f1_m: 0.8536 - iou_m: 0.7462 - val_loss: 0.4910 - val_accuracy: 0.9585 - val_dice_coef: 0.7612 - val_precision_m: 0.7329 - val_recall_m: 0.7954 - val_f1_m: 0.7612 - val_iou_m: 0.6186 - lr: 1.2500e-05 Epoch 68/100 1/53 [..............................] - ETA: 5s - loss: 0.2789 - accuracy: 0.9851 - dice_coef: 0.8902 - precision_m: 0.8555 - recall_m: 0.9278 - f1_m: 0.8902 - iou_m: 0.8021 2/53 [>.............................] - ETA: 3s - loss: 0.3077 - accuracy: 0.9824 - dice_coef: 0.8689 - precision_m: 0.8295 - recall_m: 0.9123 - f1_m: 0.8689 - iou_m: 0.7688 3/53 [>.............................] - ETA: 2s - loss: 0.3065 - accuracy: 0.9819 - dice_coef: 0.8690 - precision_m: 0.8299 - recall_m: 0.9121 - f1_m: 0.8690 - iou_m: 0.7688 5/53 [=>............................] - ETA: 2s - loss: 0.3336 - accuracy: 0.9758 - dice_coef: 0.8568 - precision_m: 0.8202 - recall_m: 0.8973 - f1_m: 0.8568 - iou_m: 0.7511 7/53 [==>...........................] - ETA: 2s - loss: 0.3286 - accuracy: 0.9752 - dice_coef: 0.8625 - precision_m: 0.8412 - recall_m: 0.8883 - f1_m: 0.8625 - iou_m: 0.7597 9/53 [====>.........................] - ETA: 1s - loss: 0.3217 - accuracy: 0.9756 - dice_coef: 0.8655 - precision_m: 0.8437 - recall_m: 0.8916 - f1_m: 0.8655 - iou_m: 0.7641 11/53 [=====>........................] - ETA: 1s - loss: 0.3213 - accuracy: 0.9757 - dice_coef: 0.8684 - precision_m: 0.8508 - recall_m: 0.8897 - f1_m: 0.8684 - iou_m: 0.7684 13/53 [======>.......................] - ETA: 1s - loss: 0.3285 - accuracy: 0.9753 - dice_coef: 0.8668 - precision_m: 0.8514 - recall_m: 0.8860 - f1_m: 0.8668 - iou_m: 0.7658 14/53 [======>.......................] - ETA: 1s - loss: 0.3268 - accuracy: 0.9753 - dice_coef: 0.8677 - precision_m: 0.8524 - recall_m: 0.8866 - f1_m: 0.8677 - iou_m: 0.7672 16/53 [========>.....................] - ETA: 1s - loss: 0.3291 - accuracy: 0.9742 - dice_coef: 0.8631 - precision_m: 0.8502 - recall_m: 0.8805 - f1_m: 0.8631 - iou_m: 0.7602 18/53 [=========>....................] - ETA: 1s - loss: 0.3228 - accuracy: 0.9758 - dice_coef: 0.8656 - precision_m: 0.8526 - recall_m: 0.8827 - f1_m: 0.8656 - iou_m: 0.7640 20/53 [==========>...................] - ETA: 1s - loss: 0.3205 - accuracy: 0.9769 - dice_coef: 0.8649 - precision_m: 0.8492 - recall_m: 0.8846 - f1_m: 0.8649 - iou_m: 0.7628 22/53 [===========>..................] - ETA: 1s - loss: 0.3241 - accuracy: 0.9760 - dice_coef: 0.8629 - precision_m: 0.8469 - recall_m: 0.8829 - f1_m: 0.8629 - iou_m: 0.7599 23/53 [============>.................] - ETA: 1s - loss: 0.3230 - accuracy: 0.9762 - dice_coef: 0.8632 - precision_m: 0.8472 - recall_m: 0.8831 - f1_m: 0.8632 - iou_m: 0.7604 25/53 [=============>................] - ETA: 1s - loss: 0.3262 - accuracy: 0.9755 - dice_coef: 0.8625 - precision_m: 0.8468 - recall_m: 0.8817 - f1_m: 0.8625 - iou_m: 0.7594 27/53 [==============>...............] - ETA: 1s - loss: 0.3271 - accuracy: 0.9759 - dice_coef: 0.8614 - precision_m: 0.8423 - recall_m: 0.8845 - f1_m: 0.8614 - iou_m: 0.7577 29/53 [===============>..............] - ETA: 0s - loss: 0.3249 - accuracy: 0.9758 - dice_coef: 0.8625 - precision_m: 0.8435 - recall_m: 0.8853 - f1_m: 0.8625 - iou_m: 0.7594 31/53 [================>.............] - ETA: 0s - loss: 0.3217 - accuracy: 0.9763 - dice_coef: 0.8637 - precision_m: 0.8439 - recall_m: 0.8874 - f1_m: 0.8637 - iou_m: 0.7613 33/53 [=================>............] - ETA: 0s - loss: 0.3218 - accuracy: 0.9765 - dice_coef: 0.8635 - precision_m: 0.8426 - recall_m: 0.8881 - f1_m: 0.8635 - iou_m: 0.7608 35/53 [==================>...........] - ETA: 0s - loss: 0.3237 - accuracy: 0.9759 - dice_coef: 0.8613 - precision_m: 0.8399 - recall_m: 0.8865 - f1_m: 0.8613 - iou_m: 0.7577 36/53 [===================>..........] - ETA: 0s - loss: 0.3273 - accuracy: 0.9752 - dice_coef: 0.8601 - precision_m: 0.8379 - recall_m: 0.8862 - f1_m: 0.8601 - iou_m: 0.7559 38/53 [====================>.........] - ETA: 0s - loss: 0.3252 - accuracy: 0.9755 - dice_coef: 0.8609 - precision_m: 0.8393 - recall_m: 0.8862 - f1_m: 0.8609 - iou_m: 0.7570 40/53 [=====================>........] - ETA: 0s - loss: 0.3253 - accuracy: 0.9757 - dice_coef: 0.8606 - precision_m: 0.8367 - recall_m: 0.8887 - f1_m: 0.8606 - iou_m: 0.7565 42/53 [======================>.......] - ETA: 0s - loss: 0.3245 - accuracy: 0.9760 - dice_coef: 0.8597 - precision_m: 0.8356 - recall_m: 0.8878 - f1_m: 0.8597 - iou_m: 0.7552 44/53 [=======================>......] - ETA: 0s - loss: 0.3254 - accuracy: 0.9760 - dice_coef: 0.8580 - precision_m: 0.8334 - recall_m: 0.8865 - f1_m: 0.8580 - iou_m: 0.7527 46/53 [=========================>....] - ETA: 0s - loss: 0.3238 - accuracy: 0.9763 - dice_coef: 0.8584 - precision_m: 0.8343 - recall_m: 0.8864 - f1_m: 0.8584 - iou_m: 0.7533 48/53 [==========================>...] - ETA: 0s - loss: 0.3216 - accuracy: 0.9767 - dice_coef: 0.8589 - precision_m: 0.8346 - recall_m: 0.8871 - f1_m: 0.8589 - iou_m: 0.7541 50/53 [===========================>..] - ETA: 0s - loss: 0.3201 - accuracy: 0.9771 - dice_coef: 0.8590 - precision_m: 0.8346 - recall_m: 0.8873 - f1_m: 0.8590 - iou_m: 0.7542 52/53 [============================>.] - ETA: 0s - loss: 0.3200 - accuracy: 0.9773 - dice_coef: 0.8587 - precision_m: 0.8334 - recall_m: 0.8880 - f1_m: 0.8587 - iou_m: 0.7537 53/53 [==============================] - ETA: 0s - loss: 0.3227 - accuracy: 0.9768 - dice_coef: 0.8556 - precision_m: 0.8295 - recall_m: 0.8860 - f1_m: 0.8556 - iou_m: 0.7495 Epoch 68: val_dice_coef did not improve from 0.77831  53/53 [==============================] - 3s 51ms/step - loss: 0.3227 - accuracy: 0.9768 - dice_coef: 0.8556 - precision_m: 0.8295 - recall_m: 0.8860 - f1_m: 0.8556 - iou_m: 0.7495 - val_loss: 0.5016 - val_accuracy: 0.9580 - val_dice_coef: 0.7561 - val_precision_m: 0.7333 - val_recall_m: 0.7848 - val_f1_m: 0.7561 - val_iou_m: 0.6123 - lr: 1.2500e-05 Epoch 69/100 1/53 [..............................] - ETA: 5s - loss: 0.4123 - accuracy: 0.9608 - dice_coef: 0.7878 - precision_m: 0.8541 - recall_m: 0.7310 - f1_m: 0.7878 - iou_m: 0.6499 2/53 [>.............................] - ETA: 2s - loss: 0.3591 - accuracy: 0.9690 - dice_coef: 0.8165 - precision_m: 0.8355 - recall_m: 0.8033 - f1_m: 0.8165 - iou_m: 0.6909 4/53 [=>............................] - ETA: 2s - loss: 0.3060 - accuracy: 0.9781 - dice_coef: 0.8481 - precision_m: 0.8504 - recall_m: 0.8490 - f1_m: 0.8481 - iou_m: 0.7381 6/53 [==>...........................] - ETA: 1s - loss: 0.3276 - accuracy: 0.9743 - dice_coef: 0.8515 - precision_m: 0.8485 - recall_m: 0.8570 - f1_m: 0.8515 - iou_m: 0.7427 8/53 [===>..........................] - ETA: 1s - loss: 0.3359 - accuracy: 0.9723 - dice_coef: 0.8507 - precision_m: 0.8546 - recall_m: 0.8497 - f1_m: 0.8507 - iou_m: 0.7411 10/53 [====>.........................] - ETA: 1s - loss: 0.3390 - accuracy: 0.9709 - dice_coef: 0.8536 - precision_m: 0.8527 - recall_m: 0.8573 - f1_m: 0.8536 - iou_m: 0.7456 12/53 [=====>........................] - ETA: 1s - loss: 0.3351 - accuracy: 0.9729 - dice_coef: 0.8523 - precision_m: 0.8487 - recall_m: 0.8584 - f1_m: 0.8523 - iou_m: 0.7434 14/53 [======>.......................] - ETA: 1s - loss: 0.3244 - accuracy: 0.9745 - dice_coef: 0.8573 - precision_m: 0.8525 - recall_m: 0.8643 - f1_m: 0.8573 - iou_m: 0.7513 16/53 [========>.....................] - ETA: 1s - loss: 0.3231 - accuracy: 0.9744 - dice_coef: 0.8595 - precision_m: 0.8518 - recall_m: 0.8695 - f1_m: 0.8595 - iou_m: 0.7546 18/53 [=========>....................] - ETA: 1s - loss: 0.3233 - accuracy: 0.9757 - dice_coef: 0.8596 - precision_m: 0.8466 - recall_m: 0.8756 - f1_m: 0.8596 - iou_m: 0.7547 20/53 [==========>...................] - ETA: 1s - loss: 0.3179 - accuracy: 0.9764 - dice_coef: 0.8631 - precision_m: 0.8502 - recall_m: 0.8789 - f1_m: 0.8631 - iou_m: 0.7601 22/53 [===========>..................] - ETA: 1s - loss: 0.3228 - accuracy: 0.9757 - dice_coef: 0.8605 - precision_m: 0.8525 - recall_m: 0.8720 - f1_m: 0.8605 - iou_m: 0.7565 24/53 [============>.................] - ETA: 1s - loss: 0.3193 - accuracy: 0.9765 - dice_coef: 0.8618 - precision_m: 0.8532 - recall_m: 0.8739 - f1_m: 0.8618 - iou_m: 0.7585 26/53 [=============>................] - ETA: 1s - loss: 0.3158 - accuracy: 0.9773 - dice_coef: 0.8639 - precision_m: 0.8555 - recall_m: 0.8754 - f1_m: 0.8639 - iou_m: 0.7617 28/53 [==============>...............] - ETA: 0s - loss: 0.3181 - accuracy: 0.9771 - dice_coef: 0.8637 - precision_m: 0.8571 - recall_m: 0.8733 - f1_m: 0.8637 - iou_m: 0.7613 29/53 [===============>..............] - ETA: 0s - loss: 0.3154 - accuracy: 0.9773 - dice_coef: 0.8653 - precision_m: 0.8585 - recall_m: 0.8751 - f1_m: 0.8653 - iou_m: 0.7639 30/53 [===============>..............] - ETA: 0s - loss: 0.3160 - accuracy: 0.9775 - dice_coef: 0.8650 - precision_m: 0.8562 - recall_m: 0.8773 - f1_m: 0.8650 - iou_m: 0.7634 31/53 [================>.............] - ETA: 0s - loss: 0.3157 - accuracy: 0.9776 - dice_coef: 0.8645 - precision_m: 0.8534 - recall_m: 0.8795 - f1_m: 0.8645 - iou_m: 0.7626 33/53 [=================>............] - ETA: 0s - loss: 0.3147 - accuracy: 0.9778 - dice_coef: 0.8647 - precision_m: 0.8531 - recall_m: 0.8801 - f1_m: 0.8647 - iou_m: 0.7630 35/53 [==================>...........] - ETA: 0s - loss: 0.3159 - accuracy: 0.9775 - dice_coef: 0.8633 - precision_m: 0.8508 - recall_m: 0.8794 - f1_m: 0.8633 - iou_m: 0.7608 37/53 [===================>..........] - ETA: 0s - loss: 0.3185 - accuracy: 0.9774 - dice_coef: 0.8612 - precision_m: 0.8483 - recall_m: 0.8777 - f1_m: 0.8612 - iou_m: 0.7577 39/53 [=====================>........] - ETA: 0s - loss: 0.3170 - accuracy: 0.9775 - dice_coef: 0.8622 - precision_m: 0.8490 - recall_m: 0.8789 - f1_m: 0.8622 - iou_m: 0.7592 40/53 [=====================>........] - ETA: 0s - loss: 0.3204 - accuracy: 0.9770 - dice_coef: 0.8608 - precision_m: 0.8471 - recall_m: 0.8780 - f1_m: 0.8608 - iou_m: 0.7571 42/53 [======================>.......] - ETA: 0s - loss: 0.3193 - accuracy: 0.9771 - dice_coef: 0.8617 - precision_m: 0.8480 - recall_m: 0.8789 - f1_m: 0.8617 - iou_m: 0.7585 44/53 [=======================>......] - ETA: 0s - loss: 0.3208 - accuracy: 0.9772 - dice_coef: 0.8616 - precision_m: 0.8494 - recall_m: 0.8774 - f1_m: 0.8616 - iou_m: 0.7582 46/53 [=========================>....] - ETA: 0s - loss: 0.3209 - accuracy: 0.9771 - dice_coef: 0.8612 - precision_m: 0.8487 - recall_m: 0.8772 - f1_m: 0.8612 - iou_m: 0.7576 48/53 [==========================>...] - ETA: 0s - loss: 0.3216 - accuracy: 0.9771 - dice_coef: 0.8601 - precision_m: 0.8463 - recall_m: 0.8776 - f1_m: 0.8601 - iou_m: 0.7560 50/53 [===========================>..] - ETA: 0s - loss: 0.3231 - accuracy: 0.9768 - dice_coef: 0.8601 - precision_m: 0.8463 - recall_m: 0.8774 - f1_m: 0.8601 - iou_m: 0.7559 51/53 [===========================>..] - ETA: 0s - loss: 0.3218 - accuracy: 0.9770 - dice_coef: 0.8604 - precision_m: 0.8467 - recall_m: 0.8775 - f1_m: 0.8604 - iou_m: 0.7563 53/53 [==============================] - ETA: 0s - loss: 0.3199 - accuracy: 0.9775 - dice_coef: 0.8605 - precision_m: 0.8457 - recall_m: 0.8787 - f1_m: 0.8605 - iou_m: 0.7565 Epoch 69: val_dice_coef did not improve from 0.77831 Restoring model weights from the end of the best epoch: 54. Epoch 69: ReduceLROnPlateau reducing learning rate to 6.24999984211172e-06.  53/53 [==============================] - 3s 56ms/step - loss: 0.3199 - accuracy: 0.9775 - dice_coef: 0.8605 - precision_m: 0.8457 - recall_m: 0.8787 - f1_m: 0.8605 - iou_m: 0.7565 - val_loss: 0.4983 - val_accuracy: 0.9587 - val_dice_coef: 0.7592 - val_precision_m: 0.7351 - val_recall_m: 0.7886 - val_f1_m: 0.7592 - val_iou_m: 0.6158 - lr: 1.2500e-05 Epoch 69: early stopping Training Complete.