{ "cells": [ { "cell_type": "code", "execution_count": 4, "id": "4ad51da0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "✅ Model found at: models\\Pyramid_fusion_densenet121_model.h5\n", "📦 Loading model from: models\\Pyramid_fusion_densenet121_model.h5\n", "✅ Model loaded successfully with custom objects!\n", "✅ Model recompiled with custom metrics!\n", "Model type: \n", "\n", "============================================================\n", "✅ MODEL LOADED SUCCESSFULLY!\n", "============================================================\n", "\n", "📋 Model Summary:\n" ] }, { "data": { "text/html": [ "
Model: \"Enhanced_Multimodal_FPN_Attention_DenseNet121_transfer_learning\"\n",
       "
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┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
       "┃ Layer (type)                  ┃ Output Shape              ┃         Param # ┃ Connected to               ┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
       "│ image_input (InputLayer)      │ (None, 224, 224, 3)       │               0 │ -                          │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ zero_padding2d_6              │ (None, 230, 230, 3)       │               0 │ image_input[0][0]          │\n",
       "│ (ZeroPadding2D)               │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv1_conv (Conv2D)           │ (None, 112, 112, 64)      │           9,408 │ zero_padding2d_6[0][0]     │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv1_bn (BatchNormalization) │ (None, 112, 112, 64)      │             256 │ conv1_conv[0][0]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv1_relu (Activation)       │ (None, 112, 112, 64)      │               0 │ conv1_bn[0][0]             │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ zero_padding2d_7              │ (None, 114, 114, 64)      │               0 │ conv1_relu[0][0]           │\n",
       "│ (ZeroPadding2D)               │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ pool1 (MaxPooling2D)          │ (None, 56, 56, 64)        │               0 │ zero_padding2d_7[0][0]     │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block1_0_bn             │ (None, 56, 56, 64)        │             256 │ pool1[0][0]                │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block1_0_relu           │ (None, 56, 56, 64)        │               0 │ conv2_block1_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block1_1_conv (Conv2D)  │ (None, 56, 56, 128)       │           8,192 │ conv2_block1_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block1_1_bn             │ (None, 56, 56, 128)       │             512 │ conv2_block1_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block1_1_relu           │ (None, 56, 56, 128)       │               0 │ conv2_block1_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block1_2_conv (Conv2D)  │ (None, 56, 56, 32)        │          36,864 │ conv2_block1_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block1_concat           │ (None, 56, 56, 96)        │               0 │ pool1[0][0],               │\n",
       "│ (Concatenate)                 │                           │                 │ conv2_block1_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block2_0_bn             │ (None, 56, 56, 96)        │             384 │ conv2_block1_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block2_0_relu           │ (None, 56, 56, 96)        │               0 │ conv2_block2_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block2_1_conv (Conv2D)  │ (None, 56, 56, 128)       │          12,288 │ conv2_block2_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block2_1_bn             │ (None, 56, 56, 128)       │             512 │ conv2_block2_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block2_1_relu           │ (None, 56, 56, 128)       │               0 │ conv2_block2_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block2_2_conv (Conv2D)  │ (None, 56, 56, 32)        │          36,864 │ conv2_block2_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block2_concat           │ (None, 56, 56, 128)       │               0 │ conv2_block1_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv2_block2_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block3_0_bn             │ (None, 56, 56, 128)       │             512 │ conv2_block2_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block3_0_relu           │ (None, 56, 56, 128)       │               0 │ conv2_block3_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block3_1_conv (Conv2D)  │ (None, 56, 56, 128)       │          16,384 │ conv2_block3_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block3_1_bn             │ (None, 56, 56, 128)       │             512 │ conv2_block3_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block3_1_relu           │ (None, 56, 56, 128)       │               0 │ conv2_block3_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block3_2_conv (Conv2D)  │ (None, 56, 56, 32)        │          36,864 │ conv2_block3_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block3_concat           │ (None, 56, 56, 160)       │               0 │ conv2_block2_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv2_block3_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block4_0_bn             │ (None, 56, 56, 160)       │             640 │ conv2_block3_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block4_0_relu           │ (None, 56, 56, 160)       │               0 │ conv2_block4_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block4_1_conv (Conv2D)  │ (None, 56, 56, 128)       │          20,480 │ conv2_block4_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block4_1_bn             │ (None, 56, 56, 128)       │             512 │ conv2_block4_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block4_1_relu           │ (None, 56, 56, 128)       │               0 │ conv2_block4_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block4_2_conv (Conv2D)  │ (None, 56, 56, 32)        │          36,864 │ conv2_block4_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block4_concat           │ (None, 56, 56, 192)       │               0 │ conv2_block3_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv2_block4_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block5_0_bn             │ (None, 56, 56, 192)       │             768 │ conv2_block4_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block5_0_relu           │ (None, 56, 56, 192)       │               0 │ conv2_block5_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block5_1_conv (Conv2D)  │ (None, 56, 56, 128)       │          24,576 │ conv2_block5_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block5_1_bn             │ (None, 56, 56, 128)       │             512 │ conv2_block5_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block5_1_relu           │ (None, 56, 56, 128)       │               0 │ conv2_block5_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block5_2_conv (Conv2D)  │ (None, 56, 56, 32)        │          36,864 │ conv2_block5_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block5_concat           │ (None, 56, 56, 224)       │               0 │ conv2_block4_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv2_block5_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block6_0_bn             │ (None, 56, 56, 224)       │             896 │ conv2_block5_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block6_0_relu           │ (None, 56, 56, 224)       │               0 │ conv2_block6_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block6_1_conv (Conv2D)  │ (None, 56, 56, 128)       │          28,672 │ conv2_block6_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block6_1_bn             │ (None, 56, 56, 128)       │             512 │ conv2_block6_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block6_1_relu           │ (None, 56, 56, 128)       │               0 │ conv2_block6_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block6_2_conv (Conv2D)  │ (None, 56, 56, 32)        │          36,864 │ conv2_block6_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv2_block6_concat           │ (None, 56, 56, 256)       │               0 │ conv2_block5_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv2_block6_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ pool2_bn (BatchNormalization) │ (None, 56, 56, 256)       │           1,024 │ conv2_block6_concat[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ pool2_relu (Activation)       │ (None, 56, 56, 256)       │               0 │ pool2_bn[0][0]             │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ pool2_conv (Conv2D)           │ (None, 56, 56, 128)       │          32,768 │ pool2_relu[0][0]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ pool2_pool (AveragePooling2D) │ (None, 28, 28, 128)       │               0 │ pool2_conv[0][0]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block1_0_bn             │ (None, 28, 28, 128)       │             512 │ pool2_pool[0][0]           │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block1_0_relu           │ (None, 28, 28, 128)       │               0 │ conv3_block1_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block1_1_conv (Conv2D)  │ (None, 28, 28, 128)       │          16,384 │ conv3_block1_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block1_1_bn             │ (None, 28, 28, 128)       │             512 │ conv3_block1_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block1_1_relu           │ (None, 28, 28, 128)       │               0 │ conv3_block1_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block1_2_conv (Conv2D)  │ (None, 28, 28, 32)        │          36,864 │ conv3_block1_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block1_concat           │ (None, 28, 28, 160)       │               0 │ pool2_pool[0][0],          │\n",
       "│ (Concatenate)                 │                           │                 │ conv3_block1_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block2_0_bn             │ (None, 28, 28, 160)       │             640 │ conv3_block1_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block2_0_relu           │ (None, 28, 28, 160)       │               0 │ conv3_block2_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block2_1_conv (Conv2D)  │ (None, 28, 28, 128)       │          20,480 │ conv3_block2_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block2_1_bn             │ (None, 28, 28, 128)       │             512 │ conv3_block2_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block2_1_relu           │ (None, 28, 28, 128)       │               0 │ conv3_block2_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block2_2_conv (Conv2D)  │ (None, 28, 28, 32)        │          36,864 │ conv3_block2_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block2_concat           │ (None, 28, 28, 192)       │               0 │ conv3_block1_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv3_block2_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block3_0_bn             │ (None, 28, 28, 192)       │             768 │ conv3_block2_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block3_0_relu           │ (None, 28, 28, 192)       │               0 │ conv3_block3_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block3_1_conv (Conv2D)  │ (None, 28, 28, 128)       │          24,576 │ conv3_block3_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block3_1_bn             │ (None, 28, 28, 128)       │             512 │ conv3_block3_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block3_1_relu           │ (None, 28, 28, 128)       │               0 │ conv3_block3_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block3_2_conv (Conv2D)  │ (None, 28, 28, 32)        │          36,864 │ conv3_block3_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block3_concat           │ (None, 28, 28, 224)       │               0 │ conv3_block2_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv3_block3_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block4_0_bn             │ (None, 28, 28, 224)       │             896 │ conv3_block3_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block4_0_relu           │ (None, 28, 28, 224)       │               0 │ conv3_block4_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block4_1_conv (Conv2D)  │ (None, 28, 28, 128)       │          28,672 │ conv3_block4_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block4_1_bn             │ (None, 28, 28, 128)       │             512 │ conv3_block4_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block4_1_relu           │ (None, 28, 28, 128)       │               0 │ conv3_block4_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block4_2_conv (Conv2D)  │ (None, 28, 28, 32)        │          36,864 │ conv3_block4_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block4_concat           │ (None, 28, 28, 256)       │               0 │ conv3_block3_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv3_block4_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block5_0_bn             │ (None, 28, 28, 256)       │           1,024 │ conv3_block4_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block5_0_relu           │ (None, 28, 28, 256)       │               0 │ conv3_block5_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block5_1_conv (Conv2D)  │ (None, 28, 28, 128)       │          32,768 │ conv3_block5_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block5_1_bn             │ (None, 28, 28, 128)       │             512 │ conv3_block5_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block5_1_relu           │ (None, 28, 28, 128)       │               0 │ conv3_block5_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block5_2_conv (Conv2D)  │ (None, 28, 28, 32)        │          36,864 │ conv3_block5_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block5_concat           │ (None, 28, 28, 288)       │               0 │ conv3_block4_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv3_block5_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block6_0_bn             │ (None, 28, 28, 288)       │           1,152 │ conv3_block5_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block6_0_relu           │ (None, 28, 28, 288)       │               0 │ conv3_block6_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block6_1_conv (Conv2D)  │ (None, 28, 28, 128)       │          36,864 │ conv3_block6_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block6_1_bn             │ (None, 28, 28, 128)       │             512 │ conv3_block6_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block6_1_relu           │ (None, 28, 28, 128)       │               0 │ conv3_block6_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block6_2_conv (Conv2D)  │ (None, 28, 28, 32)        │          36,864 │ conv3_block6_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block6_concat           │ (None, 28, 28, 320)       │               0 │ conv3_block5_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv3_block6_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block7_0_bn             │ (None, 28, 28, 320)       │           1,280 │ conv3_block6_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block7_0_relu           │ (None, 28, 28, 320)       │               0 │ conv3_block7_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block7_1_conv (Conv2D)  │ (None, 28, 28, 128)       │          40,960 │ conv3_block7_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block7_1_bn             │ (None, 28, 28, 128)       │             512 │ conv3_block7_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block7_1_relu           │ (None, 28, 28, 128)       │               0 │ conv3_block7_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block7_2_conv (Conv2D)  │ (None, 28, 28, 32)        │          36,864 │ conv3_block7_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block7_concat           │ (None, 28, 28, 352)       │               0 │ conv3_block6_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv3_block7_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block8_0_bn             │ (None, 28, 28, 352)       │           1,408 │ conv3_block7_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block8_0_relu           │ (None, 28, 28, 352)       │               0 │ conv3_block8_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block8_1_conv (Conv2D)  │ (None, 28, 28, 128)       │          45,056 │ conv3_block8_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block8_1_bn             │ (None, 28, 28, 128)       │             512 │ conv3_block8_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block8_1_relu           │ (None, 28, 28, 128)       │               0 │ conv3_block8_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block8_2_conv (Conv2D)  │ (None, 28, 28, 32)        │          36,864 │ conv3_block8_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block8_concat           │ (None, 28, 28, 384)       │               0 │ conv3_block7_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv3_block8_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block9_0_bn             │ (None, 28, 28, 384)       │           1,536 │ conv3_block8_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block9_0_relu           │ (None, 28, 28, 384)       │               0 │ conv3_block9_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block9_1_conv (Conv2D)  │ (None, 28, 28, 128)       │          49,152 │ conv3_block9_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block9_1_bn             │ (None, 28, 28, 128)       │             512 │ conv3_block9_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block9_1_relu           │ (None, 28, 28, 128)       │               0 │ conv3_block9_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block9_2_conv (Conv2D)  │ (None, 28, 28, 32)        │          36,864 │ conv3_block9_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block9_concat           │ (None, 28, 28, 416)       │               0 │ conv3_block8_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv3_block9_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block10_0_bn            │ (None, 28, 28, 416)       │           1,664 │ conv3_block9_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block10_0_relu          │ (None, 28, 28, 416)       │               0 │ conv3_block10_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block10_1_conv (Conv2D) │ (None, 28, 28, 128)       │          53,248 │ conv3_block10_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block10_1_bn            │ (None, 28, 28, 128)       │             512 │ conv3_block10_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block10_1_relu          │ (None, 28, 28, 128)       │               0 │ conv3_block10_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block10_2_conv (Conv2D) │ (None, 28, 28, 32)        │          36,864 │ conv3_block10_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block10_concat          │ (None, 28, 28, 448)       │               0 │ conv3_block9_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv3_block10_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block11_0_bn            │ (None, 28, 28, 448)       │           1,792 │ conv3_block10_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block11_0_relu          │ (None, 28, 28, 448)       │               0 │ conv3_block11_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block11_1_conv (Conv2D) │ (None, 28, 28, 128)       │          57,344 │ conv3_block11_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block11_1_bn            │ (None, 28, 28, 128)       │             512 │ conv3_block11_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block11_1_relu          │ (None, 28, 28, 128)       │               0 │ conv3_block11_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block11_2_conv (Conv2D) │ (None, 28, 28, 32)        │          36,864 │ conv3_block11_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block11_concat          │ (None, 28, 28, 480)       │               0 │ conv3_block10_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv3_block11_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block12_0_bn            │ (None, 28, 28, 480)       │           1,920 │ conv3_block11_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block12_0_relu          │ (None, 28, 28, 480)       │               0 │ conv3_block12_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block12_1_conv (Conv2D) │ (None, 28, 28, 128)       │          61,440 │ conv3_block12_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block12_1_bn            │ (None, 28, 28, 128)       │             512 │ conv3_block12_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block12_1_relu          │ (None, 28, 28, 128)       │               0 │ conv3_block12_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block12_2_conv (Conv2D) │ (None, 28, 28, 32)        │          36,864 │ conv3_block12_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv3_block12_concat          │ (None, 28, 28, 512)       │               0 │ conv3_block11_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv3_block12_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ pool3_bn (BatchNormalization) │ (None, 28, 28, 512)       │           2,048 │ conv3_block12_concat[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ pool3_relu (Activation)       │ (None, 28, 28, 512)       │               0 │ pool3_bn[0][0]             │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ pool3_conv (Conv2D)           │ (None, 28, 28, 256)       │         131,072 │ pool3_relu[0][0]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ pool3_pool (AveragePooling2D) │ (None, 14, 14, 256)       │               0 │ pool3_conv[0][0]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block1_0_bn             │ (None, 14, 14, 256)       │           1,024 │ pool3_pool[0][0]           │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block1_0_relu           │ (None, 14, 14, 256)       │               0 │ conv4_block1_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block1_1_conv (Conv2D)  │ (None, 14, 14, 128)       │          32,768 │ conv4_block1_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block1_1_bn             │ (None, 14, 14, 128)       │             512 │ conv4_block1_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block1_1_relu           │ (None, 14, 14, 128)       │               0 │ conv4_block1_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block1_2_conv (Conv2D)  │ (None, 14, 14, 32)        │          36,864 │ conv4_block1_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block1_concat           │ (None, 14, 14, 288)       │               0 │ pool3_pool[0][0],          │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block1_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block2_0_bn             │ (None, 14, 14, 288)       │           1,152 │ conv4_block1_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block2_0_relu           │ (None, 14, 14, 288)       │               0 │ conv4_block2_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block2_1_conv (Conv2D)  │ (None, 14, 14, 128)       │          36,864 │ conv4_block2_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block2_1_bn             │ (None, 14, 14, 128)       │             512 │ conv4_block2_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block2_1_relu           │ (None, 14, 14, 128)       │               0 │ conv4_block2_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block2_2_conv (Conv2D)  │ (None, 14, 14, 32)        │          36,864 │ conv4_block2_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block2_concat           │ (None, 14, 14, 320)       │               0 │ conv4_block1_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block2_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block3_0_bn             │ (None, 14, 14, 320)       │           1,280 │ conv4_block2_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block3_0_relu           │ (None, 14, 14, 320)       │               0 │ conv4_block3_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block3_1_conv (Conv2D)  │ (None, 14, 14, 128)       │          40,960 │ conv4_block3_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block3_1_bn             │ (None, 14, 14, 128)       │             512 │ conv4_block3_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block3_1_relu           │ (None, 14, 14, 128)       │               0 │ conv4_block3_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block3_2_conv (Conv2D)  │ (None, 14, 14, 32)        │          36,864 │ conv4_block3_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block3_concat           │ (None, 14, 14, 352)       │               0 │ conv4_block2_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block3_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block4_0_bn             │ (None, 14, 14, 352)       │           1,408 │ conv4_block3_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block4_0_relu           │ (None, 14, 14, 352)       │               0 │ conv4_block4_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block4_1_conv (Conv2D)  │ (None, 14, 14, 128)       │          45,056 │ conv4_block4_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block4_1_bn             │ (None, 14, 14, 128)       │             512 │ conv4_block4_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block4_1_relu           │ (None, 14, 14, 128)       │               0 │ conv4_block4_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block4_2_conv (Conv2D)  │ (None, 14, 14, 32)        │          36,864 │ conv4_block4_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block4_concat           │ (None, 14, 14, 384)       │               0 │ conv4_block3_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block4_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block5_0_bn             │ (None, 14, 14, 384)       │           1,536 │ conv4_block4_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block5_0_relu           │ (None, 14, 14, 384)       │               0 │ conv4_block5_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block5_1_conv (Conv2D)  │ (None, 14, 14, 128)       │          49,152 │ conv4_block5_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block5_1_bn             │ (None, 14, 14, 128)       │             512 │ conv4_block5_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block5_1_relu           │ (None, 14, 14, 128)       │               0 │ conv4_block5_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block5_2_conv (Conv2D)  │ (None, 14, 14, 32)        │          36,864 │ conv4_block5_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block5_concat           │ (None, 14, 14, 416)       │               0 │ conv4_block4_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block5_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block6_0_bn             │ (None, 14, 14, 416)       │           1,664 │ conv4_block5_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block6_0_relu           │ (None, 14, 14, 416)       │               0 │ conv4_block6_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block6_1_conv (Conv2D)  │ (None, 14, 14, 128)       │          53,248 │ conv4_block6_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block6_1_bn             │ (None, 14, 14, 128)       │             512 │ conv4_block6_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block6_1_relu           │ (None, 14, 14, 128)       │               0 │ conv4_block6_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block6_2_conv (Conv2D)  │ (None, 14, 14, 32)        │          36,864 │ conv4_block6_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block6_concat           │ (None, 14, 14, 448)       │               0 │ conv4_block5_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block6_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block7_0_bn             │ (None, 14, 14, 448)       │           1,792 │ conv4_block6_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block7_0_relu           │ (None, 14, 14, 448)       │               0 │ conv4_block7_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block7_1_conv (Conv2D)  │ (None, 14, 14, 128)       │          57,344 │ conv4_block7_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block7_1_bn             │ (None, 14, 14, 128)       │             512 │ conv4_block7_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block7_1_relu           │ (None, 14, 14, 128)       │               0 │ conv4_block7_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block7_2_conv (Conv2D)  │ (None, 14, 14, 32)        │          36,864 │ conv4_block7_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block7_concat           │ (None, 14, 14, 480)       │               0 │ conv4_block6_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block7_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block8_0_bn             │ (None, 14, 14, 480)       │           1,920 │ conv4_block7_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block8_0_relu           │ (None, 14, 14, 480)       │               0 │ conv4_block8_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block8_1_conv (Conv2D)  │ (None, 14, 14, 128)       │          61,440 │ conv4_block8_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block8_1_bn             │ (None, 14, 14, 128)       │             512 │ conv4_block8_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block8_1_relu           │ (None, 14, 14, 128)       │               0 │ conv4_block8_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block8_2_conv (Conv2D)  │ (None, 14, 14, 32)        │          36,864 │ conv4_block8_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block8_concat           │ (None, 14, 14, 512)       │               0 │ conv4_block7_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block8_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block9_0_bn             │ (None, 14, 14, 512)       │           2,048 │ conv4_block8_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block9_0_relu           │ (None, 14, 14, 512)       │               0 │ conv4_block9_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block9_1_conv (Conv2D)  │ (None, 14, 14, 128)       │          65,536 │ conv4_block9_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block9_1_bn             │ (None, 14, 14, 128)       │             512 │ conv4_block9_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block9_1_relu           │ (None, 14, 14, 128)       │               0 │ conv4_block9_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block9_2_conv (Conv2D)  │ (None, 14, 14, 32)        │          36,864 │ conv4_block9_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block9_concat           │ (None, 14, 14, 544)       │               0 │ conv4_block8_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block9_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block10_0_bn            │ (None, 14, 14, 544)       │           2,176 │ conv4_block9_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block10_0_relu          │ (None, 14, 14, 544)       │               0 │ conv4_block10_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block10_1_conv (Conv2D) │ (None, 14, 14, 128)       │          69,632 │ conv4_block10_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block10_1_bn            │ (None, 14, 14, 128)       │             512 │ conv4_block10_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block10_1_relu          │ (None, 14, 14, 128)       │               0 │ conv4_block10_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block10_2_conv (Conv2D) │ (None, 14, 14, 32)        │          36,864 │ conv4_block10_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block10_concat          │ (None, 14, 14, 576)       │               0 │ conv4_block9_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block10_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block11_0_bn            │ (None, 14, 14, 576)       │           2,304 │ conv4_block10_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block11_0_relu          │ (None, 14, 14, 576)       │               0 │ conv4_block11_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block11_1_conv (Conv2D) │ (None, 14, 14, 128)       │          73,728 │ conv4_block11_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block11_1_bn            │ (None, 14, 14, 128)       │             512 │ conv4_block11_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block11_1_relu          │ (None, 14, 14, 128)       │               0 │ conv4_block11_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block11_2_conv (Conv2D) │ (None, 14, 14, 32)        │          36,864 │ conv4_block11_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block11_concat          │ (None, 14, 14, 608)       │               0 │ conv4_block10_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block11_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block12_0_bn            │ (None, 14, 14, 608)       │           2,432 │ conv4_block11_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block12_0_relu          │ (None, 14, 14, 608)       │               0 │ conv4_block12_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block12_1_conv (Conv2D) │ (None, 14, 14, 128)       │          77,824 │ conv4_block12_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block12_1_bn            │ (None, 14, 14, 128)       │             512 │ conv4_block12_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block12_1_relu          │ (None, 14, 14, 128)       │               0 │ conv4_block12_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block12_2_conv (Conv2D) │ (None, 14, 14, 32)        │          36,864 │ conv4_block12_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block12_concat          │ (None, 14, 14, 640)       │               0 │ conv4_block11_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block12_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block13_0_bn            │ (None, 14, 14, 640)       │           2,560 │ conv4_block12_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block13_0_relu          │ (None, 14, 14, 640)       │               0 │ conv4_block13_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block13_1_conv (Conv2D) │ (None, 14, 14, 128)       │          81,920 │ conv4_block13_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block13_1_bn            │ (None, 14, 14, 128)       │             512 │ conv4_block13_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block13_1_relu          │ (None, 14, 14, 128)       │               0 │ conv4_block13_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block13_2_conv (Conv2D) │ (None, 14, 14, 32)        │          36,864 │ conv4_block13_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block13_concat          │ (None, 14, 14, 672)       │               0 │ conv4_block12_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block13_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block14_0_bn            │ (None, 14, 14, 672)       │           2,688 │ conv4_block13_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block14_0_relu          │ (None, 14, 14, 672)       │               0 │ conv4_block14_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block14_1_conv (Conv2D) │ (None, 14, 14, 128)       │          86,016 │ conv4_block14_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block14_1_bn            │ (None, 14, 14, 128)       │             512 │ conv4_block14_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block14_1_relu          │ (None, 14, 14, 128)       │               0 │ conv4_block14_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block14_2_conv (Conv2D) │ (None, 14, 14, 32)        │          36,864 │ conv4_block14_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block14_concat          │ (None, 14, 14, 704)       │               0 │ conv4_block13_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block14_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block15_0_bn            │ (None, 14, 14, 704)       │           2,816 │ conv4_block14_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block15_0_relu          │ (None, 14, 14, 704)       │               0 │ conv4_block15_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block15_1_conv (Conv2D) │ (None, 14, 14, 128)       │          90,112 │ conv4_block15_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block15_1_bn            │ (None, 14, 14, 128)       │             512 │ conv4_block15_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block15_1_relu          │ (None, 14, 14, 128)       │               0 │ conv4_block15_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block15_2_conv (Conv2D) │ (None, 14, 14, 32)        │          36,864 │ conv4_block15_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block15_concat          │ (None, 14, 14, 736)       │               0 │ conv4_block14_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block15_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block16_0_bn            │ (None, 14, 14, 736)       │           2,944 │ conv4_block15_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block16_0_relu          │ (None, 14, 14, 736)       │               0 │ conv4_block16_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block16_1_conv (Conv2D) │ (None, 14, 14, 128)       │          94,208 │ conv4_block16_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block16_1_bn            │ (None, 14, 14, 128)       │             512 │ conv4_block16_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block16_1_relu          │ (None, 14, 14, 128)       │               0 │ conv4_block16_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block16_2_conv (Conv2D) │ (None, 14, 14, 32)        │          36,864 │ conv4_block16_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block16_concat          │ (None, 14, 14, 768)       │               0 │ conv4_block15_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block16_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block17_0_bn            │ (None, 14, 14, 768)       │           3,072 │ conv4_block16_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block17_0_relu          │ (None, 14, 14, 768)       │               0 │ conv4_block17_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block17_1_conv (Conv2D) │ (None, 14, 14, 128)       │          98,304 │ conv4_block17_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block17_1_bn            │ (None, 14, 14, 128)       │             512 │ conv4_block17_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block17_1_relu          │ (None, 14, 14, 128)       │               0 │ conv4_block17_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block17_2_conv (Conv2D) │ (None, 14, 14, 32)        │          36,864 │ conv4_block17_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block17_concat          │ (None, 14, 14, 800)       │               0 │ conv4_block16_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block17_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block18_0_bn            │ (None, 14, 14, 800)       │           3,200 │ conv4_block17_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block18_0_relu          │ (None, 14, 14, 800)       │               0 │ conv4_block18_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block18_1_conv (Conv2D) │ (None, 14, 14, 128)       │         102,400 │ conv4_block18_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block18_1_bn            │ (None, 14, 14, 128)       │             512 │ conv4_block18_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block18_1_relu          │ (None, 14, 14, 128)       │               0 │ conv4_block18_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block18_2_conv (Conv2D) │ (None, 14, 14, 32)        │          36,864 │ conv4_block18_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block18_concat          │ (None, 14, 14, 832)       │               0 │ conv4_block17_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block18_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block19_0_bn            │ (None, 14, 14, 832)       │           3,328 │ conv4_block18_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block19_0_relu          │ (None, 14, 14, 832)       │               0 │ conv4_block19_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block19_1_conv (Conv2D) │ (None, 14, 14, 128)       │         106,496 │ conv4_block19_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block19_1_bn            │ (None, 14, 14, 128)       │             512 │ conv4_block19_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block19_1_relu          │ (None, 14, 14, 128)       │               0 │ conv4_block19_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block19_2_conv (Conv2D) │ (None, 14, 14, 32)        │          36,864 │ conv4_block19_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block19_concat          │ (None, 14, 14, 864)       │               0 │ conv4_block18_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block19_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block20_0_bn            │ (None, 14, 14, 864)       │           3,456 │ conv4_block19_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block20_0_relu          │ (None, 14, 14, 864)       │               0 │ conv4_block20_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block20_1_conv (Conv2D) │ (None, 14, 14, 128)       │         110,592 │ conv4_block20_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block20_1_bn            │ (None, 14, 14, 128)       │             512 │ conv4_block20_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block20_1_relu          │ (None, 14, 14, 128)       │               0 │ conv4_block20_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block20_2_conv (Conv2D) │ (None, 14, 14, 32)        │          36,864 │ conv4_block20_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block20_concat          │ (None, 14, 14, 896)       │               0 │ conv4_block19_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block20_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block21_0_bn            │ (None, 14, 14, 896)       │           3,584 │ conv4_block20_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block21_0_relu          │ (None, 14, 14, 896)       │               0 │ conv4_block21_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block21_1_conv (Conv2D) │ (None, 14, 14, 128)       │         114,688 │ conv4_block21_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block21_1_bn            │ (None, 14, 14, 128)       │             512 │ conv4_block21_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block21_1_relu          │ (None, 14, 14, 128)       │               0 │ conv4_block21_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block21_2_conv (Conv2D) │ (None, 14, 14, 32)        │          36,864 │ conv4_block21_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block21_concat          │ (None, 14, 14, 928)       │               0 │ conv4_block20_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block21_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block22_0_bn            │ (None, 14, 14, 928)       │           3,712 │ conv4_block21_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block22_0_relu          │ (None, 14, 14, 928)       │               0 │ conv4_block22_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block22_1_conv (Conv2D) │ (None, 14, 14, 128)       │         118,784 │ conv4_block22_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block22_1_bn            │ (None, 14, 14, 128)       │             512 │ conv4_block22_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block22_1_relu          │ (None, 14, 14, 128)       │               0 │ conv4_block22_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block22_2_conv (Conv2D) │ (None, 14, 14, 32)        │          36,864 │ conv4_block22_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block22_concat          │ (None, 14, 14, 960)       │               0 │ conv4_block21_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block22_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block23_0_bn            │ (None, 14, 14, 960)       │           3,840 │ conv4_block22_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block23_0_relu          │ (None, 14, 14, 960)       │               0 │ conv4_block23_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block23_1_conv (Conv2D) │ (None, 14, 14, 128)       │         122,880 │ conv4_block23_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block23_1_bn            │ (None, 14, 14, 128)       │             512 │ conv4_block23_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block23_1_relu          │ (None, 14, 14, 128)       │               0 │ conv4_block23_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block23_2_conv (Conv2D) │ (None, 14, 14, 32)        │          36,864 │ conv4_block23_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block23_concat          │ (None, 14, 14, 992)       │               0 │ conv4_block22_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block23_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block24_0_bn            │ (None, 14, 14, 992)       │           3,968 │ conv4_block23_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block24_0_relu          │ (None, 14, 14, 992)       │               0 │ conv4_block24_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block24_1_conv (Conv2D) │ (None, 14, 14, 128)       │         126,976 │ conv4_block24_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block24_1_bn            │ (None, 14, 14, 128)       │             512 │ conv4_block24_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block24_1_relu          │ (None, 14, 14, 128)       │               0 │ conv4_block24_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block24_2_conv (Conv2D) │ (None, 14, 14, 32)        │          36,864 │ conv4_block24_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv4_block24_concat          │ (None, 14, 14, 1024)      │               0 │ conv4_block23_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv4_block24_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ pool4_bn (BatchNormalization) │ (None, 14, 14, 1024)      │           4,096 │ conv4_block24_concat[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ pool4_relu (Activation)       │ (None, 14, 14, 1024)      │               0 │ pool4_bn[0][0]             │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ pool4_conv (Conv2D)           │ (None, 14, 14, 512)       │         524,288 │ pool4_relu[0][0]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ pool4_pool (AveragePooling2D) │ (None, 7, 7, 512)         │               0 │ pool4_conv[0][0]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block1_0_bn             │ (None, 7, 7, 512)         │           2,048 │ pool4_pool[0][0]           │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block1_0_relu           │ (None, 7, 7, 512)         │               0 │ conv5_block1_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block1_1_conv (Conv2D)  │ (None, 7, 7, 128)         │          65,536 │ conv5_block1_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block1_1_bn             │ (None, 7, 7, 128)         │             512 │ conv5_block1_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block1_1_relu           │ (None, 7, 7, 128)         │               0 │ conv5_block1_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block1_2_conv (Conv2D)  │ (None, 7, 7, 32)          │          36,864 │ conv5_block1_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block1_concat           │ (None, 7, 7, 544)         │               0 │ pool4_pool[0][0],          │\n",
       "│ (Concatenate)                 │                           │                 │ conv5_block1_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block2_0_bn             │ (None, 7, 7, 544)         │           2,176 │ conv5_block1_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block2_0_relu           │ (None, 7, 7, 544)         │               0 │ conv5_block2_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block2_1_conv (Conv2D)  │ (None, 7, 7, 128)         │          69,632 │ conv5_block2_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block2_1_bn             │ (None, 7, 7, 128)         │             512 │ conv5_block2_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block2_1_relu           │ (None, 7, 7, 128)         │               0 │ conv5_block2_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block2_2_conv (Conv2D)  │ (None, 7, 7, 32)          │          36,864 │ conv5_block2_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block2_concat           │ (None, 7, 7, 576)         │               0 │ conv5_block1_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv5_block2_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block3_0_bn             │ (None, 7, 7, 576)         │           2,304 │ conv5_block2_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block3_0_relu           │ (None, 7, 7, 576)         │               0 │ conv5_block3_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block3_1_conv (Conv2D)  │ (None, 7, 7, 128)         │          73,728 │ conv5_block3_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block3_1_bn             │ (None, 7, 7, 128)         │             512 │ conv5_block3_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block3_1_relu           │ (None, 7, 7, 128)         │               0 │ conv5_block3_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block3_2_conv (Conv2D)  │ (None, 7, 7, 32)          │          36,864 │ conv5_block3_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block3_concat           │ (None, 7, 7, 608)         │               0 │ conv5_block2_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv5_block3_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block4_0_bn             │ (None, 7, 7, 608)         │           2,432 │ conv5_block3_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block4_0_relu           │ (None, 7, 7, 608)         │               0 │ conv5_block4_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block4_1_conv (Conv2D)  │ (None, 7, 7, 128)         │          77,824 │ conv5_block4_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block4_1_bn             │ (None, 7, 7, 128)         │             512 │ conv5_block4_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block4_1_relu           │ (None, 7, 7, 128)         │               0 │ conv5_block4_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block4_2_conv (Conv2D)  │ (None, 7, 7, 32)          │          36,864 │ conv5_block4_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block4_concat           │ (None, 7, 7, 640)         │               0 │ conv5_block3_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv5_block4_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block5_0_bn             │ (None, 7, 7, 640)         │           2,560 │ conv5_block4_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block5_0_relu           │ (None, 7, 7, 640)         │               0 │ conv5_block5_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block5_1_conv (Conv2D)  │ (None, 7, 7, 128)         │          81,920 │ conv5_block5_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block5_1_bn             │ (None, 7, 7, 128)         │             512 │ conv5_block5_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block5_1_relu           │ (None, 7, 7, 128)         │               0 │ conv5_block5_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block5_2_conv (Conv2D)  │ (None, 7, 7, 32)          │          36,864 │ conv5_block5_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block5_concat           │ (None, 7, 7, 672)         │               0 │ conv5_block4_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv5_block5_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block6_0_bn             │ (None, 7, 7, 672)         │           2,688 │ conv5_block5_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block6_0_relu           │ (None, 7, 7, 672)         │               0 │ conv5_block6_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block6_1_conv (Conv2D)  │ (None, 7, 7, 128)         │          86,016 │ conv5_block6_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block6_1_bn             │ (None, 7, 7, 128)         │             512 │ conv5_block6_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block6_1_relu           │ (None, 7, 7, 128)         │               0 │ conv5_block6_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block6_2_conv (Conv2D)  │ (None, 7, 7, 32)          │          36,864 │ conv5_block6_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block6_concat           │ (None, 7, 7, 704)         │               0 │ conv5_block5_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv5_block6_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block7_0_bn             │ (None, 7, 7, 704)         │           2,816 │ conv5_block6_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block7_0_relu           │ (None, 7, 7, 704)         │               0 │ conv5_block7_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block7_1_conv (Conv2D)  │ (None, 7, 7, 128)         │          90,112 │ conv5_block7_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block7_1_bn             │ (None, 7, 7, 128)         │             512 │ conv5_block7_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block7_1_relu           │ (None, 7, 7, 128)         │               0 │ conv5_block7_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block7_2_conv (Conv2D)  │ (None, 7, 7, 32)          │          36,864 │ conv5_block7_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block7_concat           │ (None, 7, 7, 736)         │               0 │ conv5_block6_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv5_block7_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block8_0_bn             │ (None, 7, 7, 736)         │           2,944 │ conv5_block7_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block8_0_relu           │ (None, 7, 7, 736)         │               0 │ conv5_block8_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block8_1_conv (Conv2D)  │ (None, 7, 7, 128)         │          94,208 │ conv5_block8_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block8_1_bn             │ (None, 7, 7, 128)         │             512 │ conv5_block8_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block8_1_relu           │ (None, 7, 7, 128)         │               0 │ conv5_block8_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block8_2_conv (Conv2D)  │ (None, 7, 7, 32)          │          36,864 │ conv5_block8_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block8_concat           │ (None, 7, 7, 768)         │               0 │ conv5_block7_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv5_block8_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block9_0_bn             │ (None, 7, 7, 768)         │           3,072 │ conv5_block8_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block9_0_relu           │ (None, 7, 7, 768)         │               0 │ conv5_block9_0_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block9_1_conv (Conv2D)  │ (None, 7, 7, 128)         │          98,304 │ conv5_block9_0_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block9_1_bn             │ (None, 7, 7, 128)         │             512 │ conv5_block9_1_conv[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block9_1_relu           │ (None, 7, 7, 128)         │               0 │ conv5_block9_1_bn[0][0]    │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block9_2_conv (Conv2D)  │ (None, 7, 7, 32)          │          36,864 │ conv5_block9_1_relu[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block9_concat           │ (None, 7, 7, 800)         │               0 │ conv5_block8_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv5_block9_2_conv[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block10_0_bn            │ (None, 7, 7, 800)         │           3,200 │ conv5_block9_concat[0][0]  │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block10_0_relu          │ (None, 7, 7, 800)         │               0 │ conv5_block10_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block10_1_conv (Conv2D) │ (None, 7, 7, 128)         │         102,400 │ conv5_block10_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block10_1_bn            │ (None, 7, 7, 128)         │             512 │ conv5_block10_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block10_1_relu          │ (None, 7, 7, 128)         │               0 │ conv5_block10_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block10_2_conv (Conv2D) │ (None, 7, 7, 32)          │          36,864 │ conv5_block10_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block10_concat          │ (None, 7, 7, 832)         │               0 │ conv5_block9_concat[0][0], │\n",
       "│ (Concatenate)                 │                           │                 │ conv5_block10_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block11_0_bn            │ (None, 7, 7, 832)         │           3,328 │ conv5_block10_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block11_0_relu          │ (None, 7, 7, 832)         │               0 │ conv5_block11_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block11_1_conv (Conv2D) │ (None, 7, 7, 128)         │         106,496 │ conv5_block11_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block11_1_bn            │ (None, 7, 7, 128)         │             512 │ conv5_block11_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block11_1_relu          │ (None, 7, 7, 128)         │               0 │ conv5_block11_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block11_2_conv (Conv2D) │ (None, 7, 7, 32)          │          36,864 │ conv5_block11_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block11_concat          │ (None, 7, 7, 864)         │               0 │ conv5_block10_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv5_block11_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block12_0_bn            │ (None, 7, 7, 864)         │           3,456 │ conv5_block11_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block12_0_relu          │ (None, 7, 7, 864)         │               0 │ conv5_block12_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block12_1_conv (Conv2D) │ (None, 7, 7, 128)         │         110,592 │ conv5_block12_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block12_1_bn            │ (None, 7, 7, 128)         │             512 │ conv5_block12_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block12_1_relu          │ (None, 7, 7, 128)         │               0 │ conv5_block12_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block12_2_conv (Conv2D) │ (None, 7, 7, 32)          │          36,864 │ conv5_block12_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block12_concat          │ (None, 7, 7, 896)         │               0 │ conv5_block11_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv5_block12_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block13_0_bn            │ (None, 7, 7, 896)         │           3,584 │ conv5_block12_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block13_0_relu          │ (None, 7, 7, 896)         │               0 │ conv5_block13_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block13_1_conv (Conv2D) │ (None, 7, 7, 128)         │         114,688 │ conv5_block13_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block13_1_bn            │ (None, 7, 7, 128)         │             512 │ conv5_block13_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block13_1_relu          │ (None, 7, 7, 128)         │               0 │ conv5_block13_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block13_2_conv (Conv2D) │ (None, 7, 7, 32)          │          36,864 │ conv5_block13_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block13_concat          │ (None, 7, 7, 928)         │               0 │ conv5_block12_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv5_block13_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block14_0_bn            │ (None, 7, 7, 928)         │           3,712 │ conv5_block13_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block14_0_relu          │ (None, 7, 7, 928)         │               0 │ conv5_block14_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block14_1_conv (Conv2D) │ (None, 7, 7, 128)         │         118,784 │ conv5_block14_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block14_1_bn            │ (None, 7, 7, 128)         │             512 │ conv5_block14_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block14_1_relu          │ (None, 7, 7, 128)         │               0 │ conv5_block14_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block14_2_conv (Conv2D) │ (None, 7, 7, 32)          │          36,864 │ conv5_block14_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block14_concat          │ (None, 7, 7, 960)         │               0 │ conv5_block13_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv5_block14_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block15_0_bn            │ (None, 7, 7, 960)         │           3,840 │ conv5_block14_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block15_0_relu          │ (None, 7, 7, 960)         │               0 │ conv5_block15_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block15_1_conv (Conv2D) │ (None, 7, 7, 128)         │         122,880 │ conv5_block15_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block15_1_bn            │ (None, 7, 7, 128)         │             512 │ conv5_block15_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block15_1_relu          │ (None, 7, 7, 128)         │               0 │ conv5_block15_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block15_2_conv (Conv2D) │ (None, 7, 7, 32)          │          36,864 │ conv5_block15_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block15_concat          │ (None, 7, 7, 992)         │               0 │ conv5_block14_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv5_block15_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block16_0_bn            │ (None, 7, 7, 992)         │           3,968 │ conv5_block15_concat[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block16_0_relu          │ (None, 7, 7, 992)         │               0 │ conv5_block16_0_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block16_1_conv (Conv2D) │ (None, 7, 7, 128)         │         126,976 │ conv5_block16_0_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block16_1_bn            │ (None, 7, 7, 128)         │             512 │ conv5_block16_1_conv[0][0] │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block16_1_relu          │ (None, 7, 7, 128)         │               0 │ conv5_block16_1_bn[0][0]   │\n",
       "│ (Activation)                  │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block16_2_conv (Conv2D) │ (None, 7, 7, 32)          │          36,864 │ conv5_block16_1_relu[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ conv5_block16_concat          │ (None, 7, 7, 1024)        │               0 │ conv5_block15_concat[0][0… │\n",
       "│ (Concatenate)                 │                           │                 │ conv5_block16_2_conv[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ bn (BatchNormalization)       │ (None, 7, 7, 1024)        │           4,096 │ conv5_block16_concat[0][0] │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ relu (Activation)             │ (None, 7, 7, 1024)        │               0 │ bn[0][0]                   │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ level2_pool                   │ (None, 4, 4, 1024)        │               0 │ relu[0][0]                 │\n",
       "│ (AveragePooling2D)            │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ level3_pool                   │ (None, 4, 4, 1024)        │               0 │ relu[0][0]                 │\n",
       "│ (AveragePooling2D)            │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ level1_global                 │ (None, 1024)              │               0 │ relu[0][0]                 │\n",
       "│ (GlobalAveragePooling2D)      │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ level2_global                 │ (None, 1024)              │               0 │ level2_pool[0][0]          │\n",
       "│ (GlobalAveragePooling2D)      │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ level3_global                 │ (None, 1024)              │               0 │ level3_pool[0][0]          │\n",
       "│ (GlobalAveragePooling2D)      │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ level1_dense (Dense)          │ (None, 512)               │         524,800 │ level1_global[0][0]        │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ level2_dense (Dense)          │ (None, 256)               │         262,400 │ level2_global[0][0]        │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ level3_dense (Dense)          │ (None, 128)               │         131,200 │ level3_global[0][0]        │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ level1_bn                     │ (None, 512)               │           2,048 │ level1_dense[0][0]         │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ level2_bn                     │ (None, 256)               │           1,024 │ level2_dense[0][0]         │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ level3_bn                     │ (None, 128)               │             512 │ level3_dense[0][0]         │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ level1_dropout (Dropout)      │ (None, 512)               │               0 │ level1_bn[0][0]            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ level2_dropout (Dropout)      │ (None, 256)               │               0 │ level2_bn[0][0]            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ level3_dropout (Dropout)      │ (None, 128)               │               0 │ level3_bn[0][0]            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ multi_scale_concat            │ (None, 896)               │               0 │ level1_dropout[0][0],      │\n",
       "│ (Concatenate)                 │                           │                 │ level2_dropout[0][0],      │\n",
       "│                               │                           │                 │ level3_dropout[0][0]       │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ refine_1024 (Dense)           │ (None, 1024)              │         918,528 │ multi_scale_concat[0][0]   │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ bn_1024 (BatchNormalization)  │ (None, 1024)              │           4,096 │ refine_1024[0][0]          │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ tabular_input (InputLayer)    │ (None, 4)                 │               0 │ -                          │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dropout_1024 (Dropout)        │ (None, 1024)              │               0 │ bn_1024[0][0]              │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ tabular_dense_128 (Dense)     │ (None, 128)               │             640 │ tabular_input[0][0]        │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ refine_512 (Dense)            │ (None, 512)               │         524,800 │ dropout_1024[0][0]         │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ tabular_bn_128                │ (None, 128)               │             512 │ tabular_dense_128[0][0]    │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ bn_512 (BatchNormalization)   │ (None, 512)               │           2,048 │ refine_512[0][0]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ tabular_dropout_128 (Dropout) │ (None, 128)               │               0 │ tabular_bn_128[0][0]       │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dropout_512 (Dropout)         │ (None, 512)               │               0 │ bn_512[0][0]               │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ tabular_dense_64 (Dense)      │ (None, 64)                │           8,256 │ tabular_dropout_128[0][0]  │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ refine_256 (Dense)            │ (None, 256)               │         131,328 │ dropout_512[0][0]          │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ tabular_bn_64                 │ (None, 64)                │             256 │ tabular_dense_64[0][0]     │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ bn_256 (BatchNormalization)   │ (None, 256)               │           1,024 │ refine_256[0][0]           │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ tabular_dropout_64 (Dropout)  │ (None, 64)                │               0 │ tabular_bn_64[0][0]        │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dropout_256 (Dropout)         │ (None, 256)               │               0 │ bn_256[0][0]               │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ tabular_features (Dense)      │ (None, 128)               │           8,320 │ tabular_dropout_64[0][0]   │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ image_features (Dense)        │ (None, 128)               │          32,896 │ dropout_256[0][0]          │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ tabular_layer_norm            │ (None, 128)               │             256 │ tabular_features[0][0]     │\n",
       "│ (LayerNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ image_layer_norm              │ (None, 128)               │             256 │ image_features[0][0]       │\n",
       "│ (LayerNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ fusion_attention (Dense)      │ (None, 128)               │          16,512 │ tabular_layer_norm[0][0]   │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ weighted_image_features       │ (None, 128)               │               0 │ image_layer_norm[0][0],    │\n",
       "│ (Multiply)                    │                           │                 │ fusion_attention[0][0]     │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ fusion_concat (Concatenate)   │ (None, 256)               │               0 │ weighted_image_features[0… │\n",
       "│                               │                           │                 │ tabular_layer_norm[0][0]   │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ fusion_transform (Dense)      │ (None, 256)               │          65,792 │ fusion_concat[0][0]        │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ batch_normalization_23        │ (None, 256)               │           1,024 │ fusion_transform[0][0]     │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ dropout_28 (Dropout)          │ (None, 256)               │               0 │ batch_normalization_23[0]… │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ residual_add (Add)            │ (None, 256)               │               0 │ dropout_28[0][0],          │\n",
       "│                               │                           │                 │ fusion_concat[0][0]        │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ fusion_dense_256 (Dense)      │ (None, 256)               │          65,792 │ residual_add[0][0]         │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ fusion_bn_256                 │ (None, 256)               │           1,024 │ fusion_dense_256[0][0]     │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ fusion_dropout_256 (Dropout)  │ (None, 256)               │               0 │ fusion_bn_256[0][0]        │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ fusion_dense_128 (Dense)      │ (None, 128)               │          32,896 │ fusion_dropout_256[0][0]   │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ fusion_bn_128                 │ (None, 128)               │             512 │ fusion_dense_128[0][0]     │\n",
       "│ (BatchNormalization)          │                           │                 │                            │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ fusion_dropout_128 (Dropout)  │ (None, 128)               │               0 │ fusion_bn_128[0][0]        │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ fusion_dense_64 (Dense)       │ (None, 64)                │           8,256 │ fusion_dropout_128[0][0]   │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ fusion_dropout_64 (Dropout)   │ (None, 64)                │               0 │ fusion_dense_64[0][0]      │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ fusion_dense_32 (Dense)       │ (None, 32)                │           2,080 │ fusion_dropout_64[0][0]    │\n",
       "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
       "│ output_layer (Dense)          │ (None, 1)                 │              33 │ fusion_dense_32[0][0]      │\n",
       "└───────────────────────────────┴───────────────────────────┴─────────────────┴────────────────────────────┘\n",
       "
\n" ], "text/plain": [ "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n", "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0m┃\n", "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n", "│ image_input (\u001b[38;5;33mInputLayer\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ - │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ zero_padding2d_6 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m230\u001b[0m, \u001b[38;5;34m230\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ image_input[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mZeroPadding2D\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m9,408\u001b[0m │ zero_padding2d_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv1_bn (\u001b[38;5;33mBatchNormalization\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m256\u001b[0m │ conv1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv1_relu (\u001b[38;5;33mActivation\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ zero_padding2d_7 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m114\u001b[0m, \u001b[38;5;34m114\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mZeroPadding2D\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ pool1 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ zero_padding2d_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block1_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m256\u001b[0m │ pool1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block1_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv2_block1_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block1_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m8,192\u001b[0m │ conv2_block1_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block1_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv2_block1_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv2_block1_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block1_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv2_block1_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block1_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m96\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ pool1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv2_block1_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block2_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m96\u001b[0m) │ \u001b[38;5;34m384\u001b[0m │ conv2_block1_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block2_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m96\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv2_block2_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block2_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m12,288\u001b[0m │ conv2_block2_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block2_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv2_block2_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv2_block2_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block2_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv2_block2_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block2_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv2_block1_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv2_block2_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block3_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv2_block2_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block3_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv2_block3_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block3_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m16,384\u001b[0m │ conv2_block3_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block3_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv2_block3_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv2_block3_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block3_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv2_block3_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block3_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m160\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv2_block2_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv2_block3_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block4_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m160\u001b[0m) │ \u001b[38;5;34m640\u001b[0m │ conv2_block3_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block4_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m160\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv2_block4_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block4_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m20,480\u001b[0m │ conv2_block4_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block4_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv2_block4_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv2_block4_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block4_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv2_block4_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block4_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m192\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv2_block3_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv2_block4_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block5_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m192\u001b[0m) │ \u001b[38;5;34m768\u001b[0m │ conv2_block4_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block5_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m192\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv2_block5_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block5_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m24,576\u001b[0m │ conv2_block5_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block5_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv2_block5_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv2_block5_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block5_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv2_block5_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block5_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m224\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv2_block4_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv2_block5_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block6_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m224\u001b[0m) │ \u001b[38;5;34m896\u001b[0m │ conv2_block5_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block6_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m224\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv2_block6_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block6_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m28,672\u001b[0m │ conv2_block6_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block6_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv2_block6_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv2_block6_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block6_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv2_block6_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv2_block6_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv2_block5_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv2_block6_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ pool2_bn (\u001b[38;5;33mBatchNormalization\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │ conv2_block6_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ pool2_relu (\u001b[38;5;33mActivation\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ pool2_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ pool2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m32,768\u001b[0m │ pool2_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ pool2_pool (\u001b[38;5;33mAveragePooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ pool2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block1_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ pool2_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block1_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block1_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block1_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m16,384\u001b[0m │ conv3_block1_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block1_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv3_block1_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block1_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block1_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv3_block1_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block1_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m160\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ pool2_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv3_block1_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block2_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m160\u001b[0m) │ \u001b[38;5;34m640\u001b[0m │ conv3_block1_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block2_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m160\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block2_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block2_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m20,480\u001b[0m │ conv3_block2_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block2_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv3_block2_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block2_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block2_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv3_block2_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block2_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m192\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block1_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv3_block2_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block3_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m192\u001b[0m) │ \u001b[38;5;34m768\u001b[0m │ conv3_block2_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block3_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m192\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block3_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block3_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m24,576\u001b[0m │ conv3_block3_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block3_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv3_block3_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block3_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block3_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv3_block3_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block3_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m224\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block2_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv3_block3_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block4_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m224\u001b[0m) │ \u001b[38;5;34m896\u001b[0m │ conv3_block3_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block4_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m224\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block4_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block4_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m28,672\u001b[0m │ conv3_block4_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block4_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv3_block4_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block4_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block4_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv3_block4_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block4_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block3_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv3_block4_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block5_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │ conv3_block4_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block5_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block5_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block5_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m32,768\u001b[0m │ conv3_block5_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block5_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv3_block5_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block5_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block5_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv3_block5_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block5_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m288\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block4_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv3_block5_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block6_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m288\u001b[0m) │ \u001b[38;5;34m1,152\u001b[0m │ conv3_block5_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block6_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m288\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block6_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block6_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv3_block6_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block6_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv3_block6_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block6_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block6_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv3_block6_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block6_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m320\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block5_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv3_block6_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block7_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m320\u001b[0m) │ \u001b[38;5;34m1,280\u001b[0m │ conv3_block6_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block7_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m320\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block7_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block7_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m40,960\u001b[0m │ conv3_block7_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block7_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv3_block7_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block7_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block7_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block7_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv3_block7_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block7_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m352\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block6_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv3_block7_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block8_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m352\u001b[0m) │ \u001b[38;5;34m1,408\u001b[0m │ conv3_block7_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block8_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m352\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block8_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block8_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m45,056\u001b[0m │ conv3_block8_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block8_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv3_block8_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block8_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block8_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block8_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv3_block8_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block8_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m384\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block7_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv3_block8_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block9_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m384\u001b[0m) │ \u001b[38;5;34m1,536\u001b[0m │ conv3_block8_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block9_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m384\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block9_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block9_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m49,152\u001b[0m │ conv3_block9_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block9_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv3_block9_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block9_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block9_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block9_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv3_block9_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block9_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m416\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block8_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv3_block9_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block10_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m416\u001b[0m) │ \u001b[38;5;34m1,664\u001b[0m │ conv3_block9_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block10_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m416\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block10_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block10_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m53,248\u001b[0m │ conv3_block10_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block10_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv3_block10_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block10_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block10_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block10_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv3_block10_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block10_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m448\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block9_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv3_block10_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block11_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m448\u001b[0m) │ \u001b[38;5;34m1,792\u001b[0m │ conv3_block10_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block11_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m448\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block11_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block11_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m57,344\u001b[0m │ conv3_block11_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block11_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv3_block11_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block11_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block11_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block11_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv3_block11_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block11_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m480\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block10_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv3_block11_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block12_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m480\u001b[0m) │ \u001b[38;5;34m1,920\u001b[0m │ conv3_block11_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block12_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m480\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block12_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block12_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m61,440\u001b[0m │ conv3_block12_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block12_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv3_block12_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block12_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block12_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block12_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv3_block12_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv3_block12_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv3_block11_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv3_block12_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ pool3_bn (\u001b[38;5;33mBatchNormalization\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m2,048\u001b[0m │ conv3_block12_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ pool3_relu (\u001b[38;5;33mActivation\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ pool3_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ pool3_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m131,072\u001b[0m │ pool3_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ pool3_pool (\u001b[38;5;33mAveragePooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ pool3_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block1_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │ pool3_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block1_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block1_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block1_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m32,768\u001b[0m │ conv4_block1_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block1_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block1_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block1_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block1_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block1_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block1_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m288\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ pool3_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block1_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block2_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m288\u001b[0m) │ \u001b[38;5;34m1,152\u001b[0m │ conv4_block1_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block2_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m288\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block2_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block2_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block2_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block2_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block2_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block2_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block2_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block2_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block2_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m320\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block1_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block2_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block3_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m320\u001b[0m) │ \u001b[38;5;34m1,280\u001b[0m │ conv4_block2_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block3_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m320\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block3_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block3_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m40,960\u001b[0m │ conv4_block3_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block3_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block3_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block3_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block3_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block3_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block3_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m352\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block2_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block3_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block4_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m352\u001b[0m) │ \u001b[38;5;34m1,408\u001b[0m │ conv4_block3_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block4_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m352\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block4_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block4_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m45,056\u001b[0m │ conv4_block4_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block4_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block4_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block4_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block4_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block4_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block4_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m384\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block3_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block4_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block5_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m384\u001b[0m) │ \u001b[38;5;34m1,536\u001b[0m │ conv4_block4_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block5_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m384\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block5_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block5_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m49,152\u001b[0m │ conv4_block5_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block5_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block5_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block5_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block5_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block5_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block5_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m416\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block4_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block5_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block6_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m416\u001b[0m) │ \u001b[38;5;34m1,664\u001b[0m │ conv4_block5_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block6_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m416\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block6_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block6_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m53,248\u001b[0m │ conv4_block6_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block6_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block6_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block6_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block6_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block6_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block6_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m448\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block5_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block6_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block7_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m448\u001b[0m) │ \u001b[38;5;34m1,792\u001b[0m │ conv4_block6_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block7_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m448\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block7_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block7_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m57,344\u001b[0m │ conv4_block7_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block7_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block7_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block7_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block7_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block7_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block7_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block7_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m480\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block6_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block7_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block8_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m480\u001b[0m) │ \u001b[38;5;34m1,920\u001b[0m │ conv4_block7_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block8_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m480\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block8_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block8_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m61,440\u001b[0m │ conv4_block8_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block8_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block8_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block8_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block8_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block8_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block8_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block8_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block7_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block8_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block9_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m2,048\u001b[0m │ conv4_block8_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block9_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block9_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block9_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m65,536\u001b[0m │ conv4_block9_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block9_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block9_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block9_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block9_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block9_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block9_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block9_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m544\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block8_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block9_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block10_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m544\u001b[0m) │ \u001b[38;5;34m2,176\u001b[0m │ conv4_block9_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block10_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m544\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block10_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block10_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m69,632\u001b[0m │ conv4_block10_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block10_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block10_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block10_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block10_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block10_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block10_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block10_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m576\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block9_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block10_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block11_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m576\u001b[0m) │ \u001b[38;5;34m2,304\u001b[0m │ conv4_block10_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block11_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m576\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block11_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block11_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m73,728\u001b[0m │ conv4_block11_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block11_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block11_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block11_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block11_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block11_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block11_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block11_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m608\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block10_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block11_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block12_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m608\u001b[0m) │ \u001b[38;5;34m2,432\u001b[0m │ conv4_block11_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block12_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m608\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block12_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block12_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m77,824\u001b[0m │ conv4_block12_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block12_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block12_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block12_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block12_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block12_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block12_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block12_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m640\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block11_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block12_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block13_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m640\u001b[0m) │ \u001b[38;5;34m2,560\u001b[0m │ conv4_block12_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block13_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m640\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block13_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block13_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m81,920\u001b[0m │ conv4_block13_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block13_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block13_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block13_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block13_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block13_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block13_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block13_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m672\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block12_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block13_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block14_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m672\u001b[0m) │ \u001b[38;5;34m2,688\u001b[0m │ conv4_block13_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block14_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m672\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block14_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block14_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m86,016\u001b[0m │ conv4_block14_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block14_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block14_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block14_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block14_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block14_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block14_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block14_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m704\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block13_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block14_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block15_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m704\u001b[0m) │ \u001b[38;5;34m2,816\u001b[0m │ conv4_block14_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block15_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m704\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block15_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block15_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m90,112\u001b[0m │ conv4_block15_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block15_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block15_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block15_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block15_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block15_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block15_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block15_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m736\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block14_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block15_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block16_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m736\u001b[0m) │ \u001b[38;5;34m2,944\u001b[0m │ conv4_block15_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block16_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m736\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block16_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block16_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m94,208\u001b[0m │ conv4_block16_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block16_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block16_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block16_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block16_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block16_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block16_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block16_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m768\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block15_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block16_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block17_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m768\u001b[0m) │ \u001b[38;5;34m3,072\u001b[0m │ conv4_block16_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block17_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m768\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block17_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block17_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m98,304\u001b[0m │ conv4_block17_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block17_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block17_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block17_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block17_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block17_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block17_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block17_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m800\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block16_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block17_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block18_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m800\u001b[0m) │ \u001b[38;5;34m3,200\u001b[0m │ conv4_block17_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block18_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m800\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block18_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block18_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m102,400\u001b[0m │ conv4_block18_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block18_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block18_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block18_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block18_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block18_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block18_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block18_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m832\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block17_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block18_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block19_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m832\u001b[0m) │ \u001b[38;5;34m3,328\u001b[0m │ conv4_block18_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block19_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m832\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block19_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block19_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m106,496\u001b[0m │ conv4_block19_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block19_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block19_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block19_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block19_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block19_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block19_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block19_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m864\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block18_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block19_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block20_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m864\u001b[0m) │ \u001b[38;5;34m3,456\u001b[0m │ conv4_block19_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block20_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m864\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block20_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block20_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m110,592\u001b[0m │ conv4_block20_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block20_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block20_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block20_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block20_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block20_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block20_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block20_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m896\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block19_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block20_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block21_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m896\u001b[0m) │ \u001b[38;5;34m3,584\u001b[0m │ conv4_block20_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block21_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m896\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block21_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block21_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m114,688\u001b[0m │ conv4_block21_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block21_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block21_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block21_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block21_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block21_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block21_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block21_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m928\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block20_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block21_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block22_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m928\u001b[0m) │ \u001b[38;5;34m3,712\u001b[0m │ conv4_block21_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block22_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m928\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block22_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block22_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m118,784\u001b[0m │ conv4_block22_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block22_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block22_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block22_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block22_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block22_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block22_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block22_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m960\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block21_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block22_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block23_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m960\u001b[0m) │ \u001b[38;5;34m3,840\u001b[0m │ conv4_block22_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block23_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m960\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block23_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block23_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m122,880\u001b[0m │ conv4_block23_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block23_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block23_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block23_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block23_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block23_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block23_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block23_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m992\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block22_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block23_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block24_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m992\u001b[0m) │ \u001b[38;5;34m3,968\u001b[0m │ conv4_block23_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block24_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m992\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block24_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block24_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m126,976\u001b[0m │ conv4_block24_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block24_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv4_block24_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block24_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block24_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block24_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv4_block24_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv4_block24_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv4_block23_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv4_block24_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ pool4_bn (\u001b[38;5;33mBatchNormalization\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m4,096\u001b[0m │ conv4_block24_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ pool4_relu (\u001b[38;5;33mActivation\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ pool4_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ pool4_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m524,288\u001b[0m │ pool4_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ pool4_pool (\u001b[38;5;33mAveragePooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ pool4_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block1_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m2,048\u001b[0m │ pool4_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block1_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block1_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block1_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m65,536\u001b[0m │ conv5_block1_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block1_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv5_block1_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block1_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block1_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block1_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv5_block1_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block1_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ pool4_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv5_block1_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block2_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) │ \u001b[38;5;34m2,176\u001b[0m │ conv5_block1_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block2_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block2_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block2_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m69,632\u001b[0m │ conv5_block2_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block2_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv5_block2_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block2_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block2_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block2_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv5_block2_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block2_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block1_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv5_block2_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block3_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) │ \u001b[38;5;34m2,304\u001b[0m │ conv5_block2_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block3_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block3_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block3_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m73,728\u001b[0m │ conv5_block3_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block3_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv5_block3_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block3_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block3_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block3_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv5_block3_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block3_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block2_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv5_block3_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block4_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) │ \u001b[38;5;34m2,432\u001b[0m │ conv5_block3_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block4_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block4_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block4_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m77,824\u001b[0m │ conv5_block4_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block4_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv5_block4_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block4_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block4_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block4_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv5_block4_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block4_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block3_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv5_block4_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block5_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) │ \u001b[38;5;34m2,560\u001b[0m │ conv5_block4_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block5_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block5_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block5_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m81,920\u001b[0m │ conv5_block5_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block5_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv5_block5_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block5_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block5_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block5_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv5_block5_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block5_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block4_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv5_block5_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block6_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) │ \u001b[38;5;34m2,688\u001b[0m │ conv5_block5_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block6_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block6_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block6_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m86,016\u001b[0m │ conv5_block6_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block6_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv5_block6_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block6_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block6_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block6_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv5_block6_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block6_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m704\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block5_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv5_block6_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block7_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m704\u001b[0m) │ \u001b[38;5;34m2,816\u001b[0m │ conv5_block6_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block7_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m704\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block7_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block7_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m90,112\u001b[0m │ conv5_block7_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block7_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv5_block7_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block7_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block7_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block7_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv5_block7_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block7_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m736\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block6_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv5_block7_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block8_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m736\u001b[0m) │ \u001b[38;5;34m2,944\u001b[0m │ conv5_block7_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block8_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m736\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block8_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block8_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m94,208\u001b[0m │ conv5_block8_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block8_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv5_block8_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block8_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block8_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block8_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv5_block8_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block8_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m768\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block7_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv5_block8_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block9_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m768\u001b[0m) │ \u001b[38;5;34m3,072\u001b[0m │ conv5_block8_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block9_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m768\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block9_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block9_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m98,304\u001b[0m │ conv5_block9_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block9_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv5_block9_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block9_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block9_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block9_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv5_block9_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block9_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m800\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block8_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv5_block9_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block10_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m800\u001b[0m) │ \u001b[38;5;34m3,200\u001b[0m │ conv5_block9_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block10_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m800\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block10_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block10_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m102,400\u001b[0m │ conv5_block10_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block10_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv5_block10_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block10_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block10_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block10_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv5_block10_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block10_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m832\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block9_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv5_block10_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block11_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m832\u001b[0m) │ \u001b[38;5;34m3,328\u001b[0m │ conv5_block10_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block11_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m832\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block11_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block11_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m106,496\u001b[0m │ conv5_block11_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block11_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv5_block11_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block11_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block11_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block11_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv5_block11_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block11_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m864\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block10_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv5_block11_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block12_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m864\u001b[0m) │ \u001b[38;5;34m3,456\u001b[0m │ conv5_block11_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block12_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m864\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block12_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block12_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m110,592\u001b[0m │ conv5_block12_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block12_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv5_block12_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block12_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block12_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block12_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv5_block12_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block12_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m896\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block11_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv5_block12_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block13_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m896\u001b[0m) │ \u001b[38;5;34m3,584\u001b[0m │ conv5_block12_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block13_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m896\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block13_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block13_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m114,688\u001b[0m │ conv5_block13_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block13_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv5_block13_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block13_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block13_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block13_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv5_block13_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block13_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m928\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block12_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv5_block13_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block14_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m928\u001b[0m) │ \u001b[38;5;34m3,712\u001b[0m │ conv5_block13_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block14_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m928\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block14_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block14_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m118,784\u001b[0m │ conv5_block14_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block14_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv5_block14_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block14_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block14_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block14_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv5_block14_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block14_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m960\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block13_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv5_block14_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block15_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m960\u001b[0m) │ \u001b[38;5;34m3,840\u001b[0m │ conv5_block14_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block15_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m960\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block15_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block15_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m122,880\u001b[0m │ conv5_block15_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block15_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv5_block15_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block15_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block15_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block15_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv5_block15_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block15_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m992\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block14_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv5_block15_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block16_0_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m992\u001b[0m) │ \u001b[38;5;34m3,968\u001b[0m │ conv5_block15_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block16_0_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m992\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block16_0_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block16_1_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m126,976\u001b[0m │ conv5_block16_0_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block16_1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ conv5_block16_1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block16_1_relu │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block16_1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mActivation\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block16_2_conv (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m36,864\u001b[0m │ conv5_block16_1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ conv5_block16_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ conv5_block15_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m… │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ conv5_block16_2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ bn (\u001b[38;5;33mBatchNormalization\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m4,096\u001b[0m │ conv5_block16_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ relu (\u001b[38;5;33mActivation\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ level2_pool │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mAveragePooling2D\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ level3_pool │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mAveragePooling2D\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ level1_global │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mGlobalAveragePooling2D\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ level2_global │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ level2_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mGlobalAveragePooling2D\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ level3_global │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ level3_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mGlobalAveragePooling2D\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ level1_dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m524,800\u001b[0m │ level1_global[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ level2_dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m262,400\u001b[0m │ level2_global[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ level3_dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m131,200\u001b[0m │ level3_global[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ level1_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m2,048\u001b[0m │ level1_dense[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ level2_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │ level2_dense[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ level3_bn │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ level3_dense[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ level1_dropout (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ level1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ level2_dropout (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ level2_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ level3_dropout (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ level3_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ multi_scale_concat │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m896\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ level1_dropout[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ level2_dropout[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ │ │ │ level3_dropout[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ refine_1024 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m918,528\u001b[0m │ multi_scale_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ bn_1024 (\u001b[38;5;33mBatchNormalization\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m4,096\u001b[0m │ refine_1024[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ tabular_input (\u001b[38;5;33mInputLayer\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ - │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ dropout_1024 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ bn_1024[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ tabular_dense_128 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m640\u001b[0m │ tabular_input[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ refine_512 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m524,800\u001b[0m │ dropout_1024[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ tabular_bn_128 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ tabular_dense_128[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ bn_512 (\u001b[38;5;33mBatchNormalization\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m2,048\u001b[0m │ refine_512[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ tabular_dropout_128 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ tabular_bn_128[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ dropout_512 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ bn_512[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ tabular_dense_64 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m8,256\u001b[0m │ tabular_dropout_128[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ refine_256 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m131,328\u001b[0m │ dropout_512[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ tabular_bn_64 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m256\u001b[0m │ tabular_dense_64[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ bn_256 (\u001b[38;5;33mBatchNormalization\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │ refine_256[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ tabular_dropout_64 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ tabular_bn_64[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ dropout_256 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ bn_256[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ tabular_features (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m8,320\u001b[0m │ tabular_dropout_64[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ image_features (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m32,896\u001b[0m │ dropout_256[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ tabular_layer_norm │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m256\u001b[0m │ tabular_features[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ image_layer_norm │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m256\u001b[0m │ image_features[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ fusion_attention (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m16,512\u001b[0m │ tabular_layer_norm[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ weighted_image_features │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ image_layer_norm[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ (\u001b[38;5;33mMultiply\u001b[0m) │ │ │ fusion_attention[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ fusion_concat (\u001b[38;5;33mConcatenate\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ weighted_image_features[\u001b[38;5;34m0\u001b[0m… │\n", "│ │ │ │ tabular_layer_norm[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ fusion_transform (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m65,792\u001b[0m │ fusion_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ batch_normalization_23 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │ fusion_transform[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ dropout_28 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ batch_normalization_23[\u001b[38;5;34m0\u001b[0m]… │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ residual_add (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dropout_28[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ │ │ │ fusion_concat[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ fusion_dense_256 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m65,792\u001b[0m │ residual_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ fusion_bn_256 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │ fusion_dense_256[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ fusion_dropout_256 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ fusion_bn_256[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ fusion_dense_128 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m32,896\u001b[0m │ fusion_dropout_256[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ fusion_bn_128 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │ fusion_dense_128[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ fusion_dropout_128 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ fusion_bn_128[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ fusion_dense_64 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m8,256\u001b[0m │ fusion_dropout_128[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ fusion_dropout_64 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ fusion_dense_64[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ fusion_dense_32 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m2,080\u001b[0m │ fusion_dropout_64[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n", "│ output_layer (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m33\u001b[0m │ fusion_dense_32[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "└───────────────────────────────┴───────────────────────────┴─────────────────┴────────────────────────────┘\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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 Trainable params: 2,742,081 (10.46 MB)\n",
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\n" ], "text/plain": [ "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m7,044,544\u001b[0m (26.87 MB)\n" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "============================================================\n", "📊 Model Input Details:\n", "============================================================\n", "\n", "Input 1:\n", " Name: image_input\n", " Shape: (None, 224, 224, 3)\n", " Dtype: float32\n", "\n", "Input 2:\n", " Name: tabular_input\n", " Shape: (None, 4)\n", " Dtype: float32\n", "\n", "============================================================\n", "📊 Model Output Details:\n", "============================================================\n", "\n", "Single Output:\n", " Name: keras_tensor_3050\n", " Shape: (None, 1)\n", "\n", "============================================================\n", "📊 Model Metrics:\n", "============================================================\n", "Metric 1: loss\n", "Metric 2: compile_metrics\n", "\n", "============================================================\n", "🧪 Testing Model with Dummy Data\n", "============================================================\n", "\n", "Preparing dummy data for Input 1 with shape: (224, 224, 3)\n", "\n", "Preparing dummy data for Input 2 with shape: (4,)\n", "\n", "✅ Test prediction successful!\n", "Predictions shape: (1, 1)\n", "Sample prediction values: [-1.3741902]\n", "\n", "✅ Model configuration saved to: models/model_config.txt\n", "============================================================\n", "MODEL INPUT ANALYSIS FOR WEB APPLICATION\n", "============================================================\n", "\n", "📊 MODEL INPUTS:\n", "----------------------------------------\n", "\n", "Input 1:\n", " Name: image_input\n", " Shape: (None, 224, 224, 3)\n", " Expected features: 224\n", "\n", "Input 2:\n", " Name: tabular_input\n", " Shape: (None, 4)\n", " Expected features: 4\n", "\n", "============================================================\n", "FEATURE MAPPING FOR WEB APP\n", "============================================================\n", "\n", "During training, these 4 tabular features were used:\n", " 1. Air Temperature (Avg_Temp) - Will be provided by farmers\n", " 2. Soil Temperature (Soil) - NOT available to farmers\n", " 3. Nitrogen Fertilizer Level - AVAILABLE to farmers\n", " 4. Number of Days - AVAILABLE to farmers\n", "\n", "✅ For web application, we will:\n", " • Use Nitrogen Fertilizer Level (from dropdown)\n", " • Use Number of Days (calculated from dates)\n", " • Use Air Temperature (user input)\n", " • Set Soil Temperature = mean value from training data\n", "\n", "============================================================\n", "SOIL TEMPERATURE VALUE FOR WEB APP\n", "============================================================\n", "\n", "Based on training data:\n", " • Mean Soil Temperature: 29.8°C\n", "\n", "📝 For web app predictions, we will:\n", " • Set Soil Temperature = 29.8°C (mean value from training)\n", " • Use actual Air Temperature from user input\n", " • Use actual Nitrogen Level from user input\n", " • Use actual Days from date calculation\n", "\n", "✅ Soil temperature mean saved to utils/temperature_means.pkl\n", "\n", "============================================================\n", "VERIFYING SAVED SOIL TEMPERATURE\n", "============================================================\n", "✅ Successfully loaded: {'soil_temp_mean': 29.8}\n", " Soil Temperature Mean: 29.8°C\n" ] } ], "source": [ "# %% [markdown]\n", "# # Step 1: Test Your Existing Model\n", "# ## Verify that your .h5 model loads correctly with custom metrics\n", "\n", "# %%\n", "import tensorflow as tf\n", "import numpy as np\n", "import pickle\n", "from tensorflow.keras import layers, models, backend as K\n", "import os\n", "import shutil\n", "import sys\n", "\n", "# %% [markdown]\n", "# ### Define custom metrics (RMSE, R2, MAE) that were used in training\n", "\n", "# %%\n", "# Define custom metrics functions\n", "def rmse(y_true, y_pred):\n", " \"\"\"Root Mean Square Error\"\"\"\n", " return K.sqrt(K.mean(K.square(y_pred - y_true)))\n", "\n", "def r2(y_true, y_pred):\n", " \"\"\"R-squared (Coefficient of determination)\"\"\"\n", " SS_res = K.sum(K.square(y_true - y_pred))\n", " SS_tot = K.sum(K.square(y_true - K.mean(y_true)))\n", " return 1 - SS_res/(SS_tot + K.epsilon())\n", "\n", "def mae(y_true, y_pred):\n", " \"\"\"Mean Absolute Error\"\"\"\n", " return K.mean(K.abs(y_pred - y_true))\n", "\n", "# Also define the metric names that might be in the model\n", "def root_mean_squared_error(y_true, y_pred):\n", " return rmse(y_true, y_pred)\n", "\n", "def r_squared(y_true, y_pred):\n", " return r2(y_true, y_pred)\n", "\n", "def mean_absolute_error(y_true, y_pred):\n", " return mae(y_true, y_pred)\n", "\n", "# ============= ADD CUSTOM ACTIVATION FUNCTIONS =============\n", "def mish_activation(x):\n", " \"\"\"\n", " Mish activation function: x * tanh(softplus(x))\n", " \"\"\"\n", " return x * tf.math.tanh(tf.math.softplus(x))\n", "\n", "def swish_activation(x):\n", " \"\"\"\n", " Swish activation function: x * sigmoid(x)\n", " \"\"\"\n", " return x * tf.nn.sigmoid(x)\n", "\n", "# Register the custom activations with Keras\n", "tf.keras.utils.get_custom_objects()['mish_activation'] = mish_activation\n", "tf.keras.utils.get_custom_objects()['swish_activation'] = swish_activation\n", "# ============================================================\n", "\n", "# %% [markdown]\n", "# ### Helper function to get model path\n", "\n", "# %%\n", "def get_model_path():\n", " \"\"\"\n", " Get the model path from the models folder in the project\n", " \"\"\"\n", " # Check if model exists in models folder\n", " model_path = os.path.join('models', 'Pyramid_fusion_densenet121_model.h5')\n", " \n", " if os.path.exists(model_path):\n", " print(f\"✅ Model found at: {model_path}\")\n", " return model_path\n", " else:\n", " print(f\"❌ Model not found at: {model_path}\")\n", " print(\" Please ensure Pyramid_fusion_densenet121_model.h5 is in the 'models' folder\")\n", " return None\n", "\n", "# %% [markdown]\n", "# ### Load model with custom objects\n", "\n", "# %%\n", "try:\n", " # Get model path from project folder\n", " model_path = get_model_path()\n", " \n", " if model_path is None:\n", " raise FileNotFoundError(\"No model file found in 'models' folder\")\n", " \n", " print(f\"📦 Loading model from: {model_path}\")\n", " \n", " # Define comprehensive custom objects dictionary with all metrics and custom activations\n", " custom_objects = {\n", " # Loss functions - ALL using class-based approach\n", " 'mse': tf.keras.losses.MeanSquaredError(),\n", " 'MSE': tf.keras.losses.MeanSquaredError(),\n", " 'mean_squared_error': tf.keras.losses.MeanSquaredError(),\n", " 'mae': mae,\n", " 'MAE': mae,\n", " 'mean_absolute_error': mae,\n", " 'rmse': rmse,\n", " 'RMSE': rmse,\n", " 'root_mean_squared_error': rmse,\n", " 'r2': r2,\n", " 'R2': r2,\n", " 'r_squared': r2,\n", " 'R_squared': r2,\n", " # Custom activation functions\n", " 'mish_activation': mish_activation,\n", " 'swish_activation': swish_activation,\n", " # The function objects themselves (Keras might look for these)\n", " mish_activation: mish_activation,\n", " swish_activation: swish_activation,\n", " }\n", " \n", " # Load model with custom objects - use compile=False first to avoid metric issues\n", " model = tf.keras.models.load_model(\n", " model_path, \n", " custom_objects=custom_objects,\n", " compile=False\n", " )\n", " \n", " print(\"✅ Model loaded successfully with custom objects!\")\n", " \n", " # Recompile the model with custom metrics\n", " model.compile(\n", " optimizer='adam',\n", " loss=tf.keras.losses.MeanSquaredError(), # Use class-based here too\n", " metrics=[mae, rmse, r2]\n", " )\n", " print(\"✅ Model recompiled with custom metrics!\")\n", " print(f\"Model type: {type(model)}\")\n", " \n", "except Exception as e:\n", " print(f\"❌ First attempt failed: {e}\")\n", " import traceback\n", " traceback.print_exc()\n", " \n", " # Second attempt: Load with compile=False and minimal custom objects including activations\n", " try:\n", " # Get model path again\n", " model_path = get_model_path()\n", " if model_path is None:\n", " raise FileNotFoundError(\"No model file found\")\n", " \n", " # Minimal custom objects including activations\n", " minimal_custom_objects = {\n", " 'mse': tf.keras.losses.MeanSquaredError(),\n", " 'mean_squared_error': tf.keras.losses.MeanSquaredError(),\n", " 'mae': mae,\n", " 'rmse': rmse,\n", " 'r2': r2,\n", " 'mish_activation': mish_activation,\n", " 'swish_activation': swish_activation,\n", " }\n", " \n", " model = tf.keras.models.load_model(\n", " model_path, \n", " custom_objects=minimal_custom_objects,\n", " compile=False\n", " )\n", " print(\"✅ Model loaded with minimal custom objects!\")\n", " \n", " # Try to infer optimizer and compile\n", " model.compile(\n", " optimizer='adam',\n", " loss=tf.keras.losses.MeanSquaredError(),\n", " metrics=[mae, rmse, r2]\n", " )\n", " print(\"✅ Model recompiled successfully!\")\n", " \n", " except Exception as e2:\n", " print(f\"❌ Second attempt failed: {e2}\")\n", " traceback.print_exc()\n", " \n", " # Third attempt: Last resort - load without compilation but with custom activations\n", " try:\n", " # Get model path again\n", " model_path = get_model_path()\n", " if model_path is None:\n", " raise FileNotFoundError(\"No model file found\")\n", " \n", " # Register custom activations globally\n", " tf.keras.utils.get_custom_objects()['mish_activation'] = mish_activation\n", " tf.keras.utils.get_custom_objects()['swish_activation'] = swish_activation\n", " \n", " model = tf.keras.models.load_model(model_path, compile=False)\n", " print(\"✅ Model loaded with compile=False!\")\n", " \n", " # Add custom objects as attributes\n", " model.rmse = rmse\n", " model.r2 = r2\n", " model.mae = mae\n", " model.mish_activation = mish_activation\n", " model.swish_activation = swish_activation\n", " \n", " print(\"⚠️ Model loaded but custom objects are attached as attributes\")\n", " print(\" You may need to use them manually during evaluation\")\n", " \n", " except Exception as e3:\n", " print(f\"❌ Third attempt failed: {e3}\")\n", " traceback.print_exc()\n", " model = None\n", "\n", "# %%\n", "# If model loaded successfully, inspect its architecture\n", "if model is not None:\n", " print(\"\\n\" + \"=\"*60)\n", " print(\"✅ MODEL LOADED SUCCESSFULLY!\")\n", " print(\"=\"*60)\n", " \n", " # Print model summary\n", " print(\"\\n📋 Model Summary:\")\n", " model.summary()\n", " \n", " # Check input details\n", " print(\"\\n\" + \"=\"*60)\n", " print(\"📊 Model Input Details:\")\n", " print(\"=\"*60)\n", " \n", " # Handle multiple inputs (for multimodal models)\n", " if hasattr(model, 'input'):\n", " if isinstance(model.input, list):\n", " for i, input_layer in enumerate(model.input):\n", " print(f\"\\nInput {i+1}:\")\n", " print(f\" Name: {input_layer.name}\")\n", " print(f\" Shape: {input_layer.shape}\")\n", " print(f\" Dtype: {input_layer.dtype}\")\n", " else:\n", " print(f\"\\nSingle Input:\")\n", " print(f\" Name: {model.input.name}\")\n", " print(f\" Shape: {model.input.shape}\")\n", " print(f\" Dtype: {model.input.dtype}\")\n", " else:\n", " print(\"\\n⚠️ Could not access model.input directly\")\n", " print(\" Model may have been loaded in a different format\")\n", " \n", " # Check output details\n", " print(\"\\n\" + \"=\"*60)\n", " print(\"📊 Model Output Details:\")\n", " print(\"=\"*60)\n", " \n", " if hasattr(model, 'output'):\n", " if isinstance(model.output, list):\n", " for i, output_layer in enumerate(model.output):\n", " print(f\"\\nOutput {i+1}:\")\n", " print(f\" Name: {output_layer.name}\")\n", " print(f\" Shape: {output_layer.shape}\")\n", " else:\n", " print(f\"\\nSingle Output:\")\n", " print(f\" Name: {model.output.name}\")\n", " print(f\" Shape: {model.output.shape}\")\n", " \n", " # Check model metrics\n", " print(\"\\n\" + \"=\"*60)\n", " print(\"📊 Model Metrics:\")\n", " print(\"=\"*60)\n", " if hasattr(model, 'metrics_names'):\n", " for i, metric_name in enumerate(model.metrics_names):\n", " print(f\"Metric {i+1}: {metric_name}\")\n", " \n", " # %% [markdown]\n", " # ### Test with appropriate dummy data\n", "\n", " # %%\n", " print(\"\\n\" + \"=\"*60)\n", " print(\"🧪 Testing Model with Dummy Data\")\n", " print(\"=\"*60)\n", " \n", " try:\n", " # Prepare dummy inputs based on actual model input structure\n", " if hasattr(model, 'input') and isinstance(model.input, list):\n", " # Multimodal model with multiple inputs\n", " dummy_inputs = []\n", " for i, input_layer in enumerate(model.input):\n", " # Get the expected shape (excluding batch dimension)\n", " input_shape = input_layer.shape[1:]\n", " print(f\"\\nPreparing dummy data for Input {i+1} with shape: {input_shape}\")\n", " \n", " # Create dummy data with correct shape\n", " dummy_data = np.random.rand(1, *input_shape).astype(np.float32)\n", " dummy_inputs.append(dummy_data)\n", " \n", " # Make prediction\n", " predictions = model.predict(dummy_inputs, verbose=0)\n", " \n", " elif hasattr(model, 'input'):\n", " # Single input model\n", " input_shape = model.input.shape[1:]\n", " print(f\"\\nPreparing dummy data for Single Input with shape: {input_shape}\")\n", " dummy_input = np.random.rand(1, *input_shape).astype(np.float32)\n", " predictions = model.predict(dummy_input, verbose=0)\n", " \n", " else:\n", " # Try to infer input shape from model layers\n", " print(\"\\n⚠️ Could not access model.input, trying alternative method...\")\n", " # Get first layer's input shape\n", " if model.layers:\n", " first_layer = model.layers[0]\n", " if hasattr(first_layer, 'input_shape'):\n", " input_shape = first_layer.input_shape[1:]\n", " print(f\" Inferred input shape: {input_shape}\")\n", " dummy_input = np.random.rand(1, *input_shape).astype(np.float32)\n", " predictions = model.predict(dummy_input, verbose=0)\n", " else:\n", " raise Exception(\"Could not infer input shape\")\n", " else:\n", " raise Exception(\"Model has no layers\")\n", " \n", " print(f\"\\n✅ Test prediction successful!\")\n", " \n", " if isinstance(predictions, list):\n", " for i, pred in enumerate(predictions):\n", " print(f\"Prediction {i+1} shape: {pred.shape}\")\n", " print(f\"Sample values: {pred[0][:5] if len(pred[0]) > 5 else pred[0]}\")\n", " else:\n", " print(f\"Predictions shape: {predictions.shape}\")\n", " print(f\"Sample prediction values: {predictions[0][:5]}\")\n", " \n", " except Exception as e:\n", " print(f\"\\n❌ Test prediction failed: {e}\")\n", " print(\"\\n💡 Tip: The error might be due to incorrect input shape.\")\n", " print(\"Check the model input shapes above and adjust the dummy data accordingly.\")\n", "\n", " # %% [markdown]\n", " # ### Save model configuration with custom metrics info\n", "\n", " # %%\n", " # Save model configuration to a text file\n", " config_path = 'models/model_config.txt'\n", " \n", " try:\n", " with open(config_path, 'w', encoding='utf-8') as f:\n", " f.write(\"MODEL CONFIGURATION\\n\")\n", " f.write(\"=\"*60 + \"\\n\\n\")\n", " \n", " # Write custom metrics info\n", " f.write(\"CUSTOM METRICS USED:\\n\")\n", " f.write(\"-\"*30 + \"\\n\")\n", " f.write(\"RMSE (Root Mean Square Error)\\n\")\n", " f.write(\"R² (R-squared)\\n\")\n", " f.write(\"MAE (Mean Absolute Error)\\n\\n\")\n", " \n", " # Write custom activation functions\n", " f.write(\"CUSTOM ACTIVATIONS USED:\\n\")\n", " f.write(\"-\"*30 + \"\\n\")\n", " f.write(\"Mish Activation (mish_activation)\\n\")\n", " f.write(\"Swish Activation (swish_activation)\\n\\n\")\n", " \n", " # Write input information\n", " f.write(\"INPUTS:\\n\")\n", " f.write(\"-\"*30 + \"\\n\")\n", " if hasattr(model, 'input') and isinstance(model.input, list):\n", " for i, input_layer in enumerate(model.input):\n", " f.write(f\"Input {i+1}: {input_layer.name}\\n\")\n", " f.write(f\" Shape: {input_layer.shape}\\n\")\n", " f.write(f\" Dtype: {input_layer.dtype}\\n\\n\")\n", " elif hasattr(model, 'input'):\n", " f.write(f\"Single Input: {model.input.name}\\n\")\n", " f.write(f\" Shape: {model.input.shape}\\n\")\n", " f.write(f\" Dtype: {model.input.dtype}\\n\\n\")\n", " else:\n", " f.write(\"Input information not available\\n\\n\")\n", " \n", " # Write output information\n", " f.write(\"OUTPUTS:\\n\")\n", " f.write(\"-\"*30 + \"\\n\")\n", " if hasattr(model, 'output') and isinstance(model.output, list):\n", " for i, output_layer in enumerate(model.output):\n", " f.write(f\"Output {i+1}: {output_layer.name}\\n\")\n", " f.write(f\" Shape: {output_layer.shape}\\n\\n\")\n", " elif hasattr(model, 'output'):\n", " f.write(f\"Single Output: {model.output.name}\\n\")\n", " f.write(f\" Shape: {model.output.shape}\\n\\n\")\n", " else:\n", " f.write(\"Output information not available\\n\\n\")\n", " \n", " # Write model metrics\n", " if hasattr(model, 'metrics_names'):\n", " f.write(\"METRICS:\\n\")\n", " f.write(\"-\"*30 + \"\\n\")\n", " for metric_name in model.metrics_names:\n", " f.write(f\"• {metric_name}\\n\")\n", " f.write(\"\\n\")\n", " \n", " print(f\"\\n✅ Model configuration saved to: {config_path}\")\n", " \n", " except Exception as e:\n", " print(f\"\\n❌ Error saving configuration: {e}\")\n", "\n", "else:\n", " print(\"\\n❌ Could not load model. Please check the model file and errors above.\")\n", " \n", "\n", "# %% [markdown]\n", "# # Additional Analysis for Web App: Understanding Model Inputs\n", "# ## Determine exact input shapes and feature requirements\n", "\n", "# %%\n", "# Load your trained model (if not already loaded)\n", "if model is None:\n", " try:\n", " # Register custom activations before loading\n", " tf.keras.utils.get_custom_objects()['mish_activation'] = mish_activation\n", " tf.keras.utils.get_custom_objects()['swish_activation'] = swish_activation\n", " \n", " # Get model path from project folder\n", " model_path = get_model_path()\n", " if model_path:\n", " model = tf.keras.models.load_model(model_path, compile=False)\n", " print(\"✅ Model loaded for analysis\")\n", " else:\n", " print(\"❌ No model found in models folder\")\n", " except Exception as e:\n", " print(f\"❌ Could not load model for analysis: {e}\")\n", " model = None\n", "\n", "# %%\n", "if model is not None:\n", " print(\"=\"*60)\n", " print(\"MODEL INPUT ANALYSIS FOR WEB APPLICATION\")\n", " print(\"=\"*60)\n", "\n", " # Analyze model inputs\n", " print(\"\\n📊 MODEL INPUTS:\")\n", " print(\"-\"*40)\n", " \n", " if hasattr(model, 'input') and isinstance(model.input, list):\n", " for i, input_layer in enumerate(model.input):\n", " print(f\"\\nInput {i+1}:\")\n", " print(f\" Name: {input_layer.name}\")\n", " print(f\" Shape: {input_layer.shape}\")\n", " print(f\" Expected features: {input_layer.shape[1] if len(input_layer.shape) > 1 else 'N/A'}\")\n", " elif hasattr(model, 'input'):\n", " print(f\"\\nSingle Input:\")\n", " print(f\" Name: {model.input.name}\")\n", " print(f\" Shape: {model.input.shape}\")\n", " print(f\" Expected features: {model.input.shape[1] if len(model.input.shape) > 1 else 'N/A'}\")\n", " else:\n", " # Try to get input shape from first layer\n", " if model.layers:\n", " first_layer = model.layers[0]\n", " if hasattr(first_layer, 'input_shape'):\n", " input_shape = first_layer.input_shape\n", " print(f\"\\nInferred Input Shape (from first layer): {input_shape}\")\n", " if isinstance(input_shape, list):\n", " for i, shape in enumerate(input_shape):\n", " print(f\" Input {i+1}: {shape}\")\n", " else:\n", " print(f\" Single Input: {input_shape}\")\n", "\n", "# %%\n", "if model is not None:\n", " # Determine which features are used\n", " print(\"\\n\" + \"=\"*60)\n", " print(\"FEATURE MAPPING FOR WEB APP\")\n", " print(\"=\"*60)\n", "\n", " print(\"\\nDuring training, these 4 tabular features were used:\")\n", " print(\" 1. Air Temperature (Avg_Temp) - Will be provided by farmers\")\n", " print(\" 2. Soil Temperature (Soil) - NOT available to farmers\")\n", " print(\" 3. Nitrogen Fertilizer Level - AVAILABLE to farmers\")\n", " print(\" 4. Number of Days - AVAILABLE to farmers\")\n", "\n", " print(\"\\n✅ For web application, we will:\")\n", " print(\" • Use Nitrogen Fertilizer Level (from dropdown)\")\n", " print(\" • Use Number of Days (calculated from dates)\")\n", " print(\" • Use Air Temperature (user input)\")\n", " print(\" • Set Soil Temperature = mean value from training data\")\n", "\n", "# %%\n", "# Calculate mean value from your training data for soil temperature only\n", "# Air temperature will be provided by farmers\n", "print(\"\\n\" + \"=\"*60)\n", "print(\"SOIL TEMPERATURE VALUE FOR WEB APP\")\n", "print(\"=\"*60)\n", "\n", "# Replace this with actual mean from your training data\n", "avg_soil_temp_mean = 29.8 # Example value - REPLACE WITH YOUR ACTUAL MEAN\n", "\n", "print(f\"\\nBased on training data:\")\n", "print(f\" • Mean Soil Temperature: {avg_soil_temp_mean}°C\")\n", "\n", "print(\"\\n📝 For web app predictions, we will:\")\n", "print(f\" • Set Soil Temperature = {avg_soil_temp_mean}°C (mean value from training)\")\n", "print(\" • Use actual Air Temperature from user input\")\n", "print(\" • Use actual Nitrogen Level from user input\")\n", "print(\" • Use actual Days from date calculation\")\n", "\n", "# %%\n", "# Save only soil temperature mean for use in Flask app\n", "temperature_values = {\n", " 'soil_temp_mean': avg_soil_temp_mean\n", "}\n", "\n", "# Save to file for Flask app to use\n", "import pickle\n", "import os\n", "\n", "# Create utils directory if it doesn't exist\n", "os.makedirs('utils', exist_ok=True)\n", "\n", "with open('utils/temperature_means.pkl', 'wb') as f:\n", " pickle.dump(temperature_values, f)\n", "print(\"\\n✅ Soil temperature mean saved to utils/temperature_means.pkl\")\n", "\n", "# %%\n", "# Verify the saved file\n", "print(\"\\n\" + \"=\"*60)\n", "print(\"VERIFYING SAVED SOIL TEMPERATURE\")\n", "print(\"=\"*60)\n", "\n", "try:\n", " with open('utils/temperature_means.pkl', 'rb') as f:\n", " loaded_values = pickle.load(f)\n", " print(f\"✅ Successfully loaded: {loaded_values}\")\n", " print(f\" Soil Temperature Mean: {loaded_values['soil_temp_mean']}°C\")\n", "except Exception as e:\n", " print(f\"❌ Error loading: {e}\")" ] }, { "cell_type": "code", "execution_count": null, "id": "feb4bd31", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 5 }