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🎯 OCULUS EXTENDED DETECTION TRAINER
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[Loading Model]
  ✨ Resuming from V2 checkpoint: checkpoints/oculus_detection_v2/final
  ✓ Loaded projector from checkpoints/oculus_detection_v2/final
  ✓ Loaded pre-trained detection heads
[Oculus] Loading vision encoders...
Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.

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  ✓ DINOv3: facebook/dinov2-large

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  ✓ SigLIP: google/siglip-base-patch16-224
  ✓ Trainable: 52,988,543 / 770,333,825 parameters

[Loading Dataset]
  Loading annotations from data/coco/annotations/instances_train2017.json...
  Loaded 4,956 images with detections

[Optimizer]
  ✓ AdamW (lr=0.0003) + scheduler

============================================================
🚀 STARTING EXTENDED TRAINING
============================================================
  Dataset: 4,956 samples
  Epochs: 4
  Learning rate: 0.0003

📚 Epoch 1/4
----------------------------------------
  Step    50 | Loss: 4.7794 | Avg: 6.7309 | Cls: 3.239 | Box: 0.006 | IoU: 0.754 | LR: 0.000075 | 16s
  Step   100 | Loss: 7.5686 | Avg: 6.0360 | Cls: 5.760 | Box: 0.012 | IoU: 0.874 | LR: 0.000150 | 32s
  Step   150 | Loss: 4.3834 | Avg: 5.7159 | Cls: 3.084 | Box: 0.013 | IoU: 0.616 | LR: 0.000225 | 48s
  Step   200 | Loss: 5.0462 | Avg: 5.5182 | Cls: 3.799 | Box: 0.023 | IoU: 0.567 | LR: 0.000300 | 64s
  Step   250 | Loss: 4.8114 | Avg: 5.4028 | Cls: 3.179 | Box: 0.008 | IoU: 0.796 | LR: 0.000299 | 80s
  Step   300 | Loss: 5.5303 | Avg: 5.3463 | Cls: 3.705 | Box: 0.047 | IoU: 0.796 | LR: 0.000298 | 96s
  Step   350 | Loss: 8.8445 | Avg: 5.3213 | Cls: 7.178 | Box: 0.004 | IoU: 0.824 | LR: 0.000298 | 110s
  Step   400 | Loss: 5.7433 | Avg: 5.2748 | Cls: 3.803 | Box: 0.021 | IoU: 0.916 | LR: 0.000297 | 129s
  Step   450 | Loss: 3.2379 | Avg: 5.2723 | Cls: 1.582 | Box: 0.023 | IoU: 0.771 | LR: 0.000296 | 145s
  Step   500 | Loss: 4.8529 | Avg: 5.2387 | Cls: 2.939 | Box: 0.010 | IoU: 0.932 | LR: 0.000295 | 159s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_000500
  Step   550 | Loss: 5.5408 | Avg: 5.2050 | Cls: 3.588 | Box: 0.022 | IoU: 0.921 | LR: 0.000295 | 173s
  Step   600 | Loss: 4.9596 | Avg: 5.1682 | Cls: 3.224 | Box: 0.006 | IoU: 0.854 | LR: 0.000294 | 187s
  Step   650 | Loss: 5.8401 | Avg: 5.1453 | Cls: 4.221 | Box: 0.034 | IoU: 0.725 | LR: 0.000293 | 207s
  Step   700 | Loss: 4.3935 | Avg: 5.1307 | Cls: 2.995 | Box: 0.004 | IoU: 0.690 | LR: 0.000292 | 224s
  Step   750 | Loss: 4.4548 | Avg: 5.1094 | Cls: 2.745 | Box: 0.005 | IoU: 0.843 | LR: 0.000292 | 243s
  Step   800 | Loss: 5.8853 | Avg: 5.0931 | Cls: 4.128 | Box: 0.011 | IoU: 0.850 | LR: 0.000291 | 270s
  Step   850 | Loss: 4.2114 | Avg: 5.0616 | Cls: 2.920 | Box: 0.003 | IoU: 0.640 | LR: 0.000290 | 288s
  Step   900 | Loss: 5.1706 | Avg: 5.0505 | Cls: 3.469 | Box: 0.012 | IoU: 0.822 | LR: 0.000289 | 302s
  Step   950 | Loss: 4.2003 | Avg: 5.0401 | Cls: 2.726 | Box: 0.012 | IoU: 0.708 | LR: 0.000289 | 317s
  Step  1000 | Loss: 3.5962 | Avg: 5.0336 | Cls: 1.867 | Box: 0.013 | IoU: 0.832 | LR: 0.000288 | 329s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_001000
  Step  1050 | Loss: 5.4276 | Avg: 5.0226 | Cls: 3.600 | Box: 0.016 | IoU: 0.873 | LR: 0.000287 | 340s
  Step  1100 | Loss: 5.9580 | Avg: 5.0018 | Cls: 4.097 | Box: 0.008 | IoU: 0.911 | LR: 0.000286 | 352s
  Step  1150 | Loss: 3.4186 | Avg: 4.9847 | Cls: 2.649 | Box: 0.001 | IoU: 0.382 | LR: 0.000285 | 363s
  Step  1200 | Loss: 4.2480 | Avg: 4.9823 | Cls: 3.132 | Box: 0.004 | IoU: 0.548 | LR: 0.000285 | 374s
  Step  1250 | Loss: 3.7895 | Avg: 4.9674 | Cls: 2.987 | Box: 0.002 | IoU: 0.396 | LR: 0.000284 | 386s
  Step  1300 | Loss: 5.6692 | Avg: 4.9568 | Cls: 4.081 | Box: 0.025 | IoU: 0.732 | LR: 0.000283 | 397s
  Step  1350 | Loss: 4.5752 | Avg: 4.9448 | Cls: 3.096 | Box: 0.003 | IoU: 0.733 | LR: 0.000282 | 408s
  Step  1400 | Loss: 5.3403 | Avg: 4.9357 | Cls: 4.250 | Box: 0.014 | IoU: 0.511 | LR: 0.000282 | 419s
  Step  1450 | Loss: 4.7927 | Avg: 4.9252 | Cls: 3.711 | Box: 0.006 | IoU: 0.526 | LR: 0.000281 | 431s
  Step  1500 | Loss: 5.2880 | Avg: 4.9090 | Cls: 3.284 | Box: 0.010 | IoU: 0.977 | LR: 0.000280 | 443s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_001500
  Step  1550 | Loss: 6.1750 | Avg: 4.9020 | Cls: 3.978 | Box: 0.086 | IoU: 0.885 | LR: 0.000279 | 455s
  Step  1600 | Loss: 3.5699 | Avg: 4.8950 | Cls: 2.968 | Box: 0.004 | IoU: 0.292 | LR: 0.000279 | 469s
  Step  1650 | Loss: 6.3770 | Avg: 4.8861 | Cls: 5.316 | Box: 0.002 | IoU: 0.524 | LR: 0.000278 | 482s
  Step  1700 | Loss: 5.0151 | Avg: 4.8883 | Cls: 3.824 | Box: 0.004 | IoU: 0.587 | LR: 0.000277 | 493s
  Step  1750 | Loss: 4.9665 | Avg: 4.8865 | Cls: 3.796 | Box: 0.003 | IoU: 0.577 | LR: 0.000276 | 506s
  Step  1800 | Loss: 3.8892 | Avg: 4.8824 | Cls: 2.365 | Box: 0.006 | IoU: 0.748 | LR: 0.000276 | 519s
  Step  1850 | Loss: 4.1724 | Avg: 4.8793 | Cls: 2.733 | Box: 0.010 | IoU: 0.694 | LR: 0.000275 | 531s
  Step  1900 | Loss: 5.8375 | Avg: 4.8751 | Cls: 3.926 | Box: 0.015 | IoU: 0.918 | LR: 0.000274 | 542s
  Step  1950 | Loss: 3.3329 | Avg: 4.8708 | Cls: 1.538 | Box: 0.019 | IoU: 0.849 | LR: 0.000273 | 554s
  Step  2000 | Loss: 3.7076 | Avg: 4.8686 | Cls: 2.367 | Box: 0.005 | IoU: 0.658 | LR: 0.000272 | 566s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_002000
  Step  2050 | Loss: 4.6514 | Avg: 4.8620 | Cls: 3.206 | Box: 0.002 | IoU: 0.718 | LR: 0.000272 | 577s
  Step  2100 | Loss: 6.1296 | Avg: 4.8537 | Cls: 4.834 | Box: 0.013 | IoU: 0.615 | LR: 0.000271 | 588s
  Step  2150 | Loss: 3.8532 | Avg: 4.8444 | Cls: 2.777 | Box: 0.009 | IoU: 0.514 | LR: 0.000270 | 600s
  Step  2200 | Loss: 4.8790 | Avg: 4.8399 | Cls: 3.684 | Box: 0.003 | IoU: 0.590 | LR: 0.000269 | 614s
  Step  2250 | Loss: 4.4040 | Avg: 4.8340 | Cls: 3.155 | Box: 0.007 | IoU: 0.608 | LR: 0.000269 | 627s
  Step  2300 | Loss: 3.5779 | Avg: 4.8297 | Cls: 2.996 | Box: 0.002 | IoU: 0.285 | LR: 0.000268 | 641s
  Step  2350 | Loss: 4.9822 | Avg: 4.8253 | Cls: 3.749 | Box: 0.007 | IoU: 0.599 | LR: 0.000267 | 655s
  Step  2400 | Loss: 4.7291 | Avg: 4.8238 | Cls: 3.250 | Box: 0.005 | IoU: 0.727 | LR: 0.000266 | 668s
  Step  2450 | Loss: 2.6337 | Avg: 4.8195 | Cls: 2.184 | Box: 0.002 | IoU: 0.220 | LR: 0.000266 | 682s
  Step  2500 | Loss: 4.3926 | Avg: 4.8160 | Cls: 3.347 | Box: 0.002 | IoU: 0.517 | LR: 0.000265 | 696s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_002500
  Step  2550 | Loss: 6.5339 | Avg: 4.8134 | Cls: 5.009 | Box: 0.008 | IoU: 0.743 | LR: 0.000264 | 710s
  Step  2600 | Loss: 4.5375 | Avg: 4.8115 | Cls: 2.626 | Box: 0.006 | IoU: 0.940 | LR: 0.000263 | 724s
  Step  2650 | Loss: 5.4583 | Avg: 4.8083 | Cls: 3.768 | Box: 0.011 | IoU: 0.818 | LR: 0.000263 | 736s
  Step  2700 | Loss: 4.2948 | Avg: 4.8048 | Cls: 2.628 | Box: 0.006 | IoU: 0.819 | LR: 0.000262 | 750s
  Step  2750 | Loss: 4.7360 | Avg: 4.8026 | Cls: 3.002 | Box: 0.005 | IoU: 0.855 | LR: 0.000261 | 763s
  Step  2800 | Loss: 5.7760 | Avg: 4.7983 | Cls: 4.062 | Box: 0.004 | IoU: 0.847 | LR: 0.000260 | 776s
  Step  2850 | Loss: 6.3319 | Avg: 4.7974 | Cls: 4.907 | Box: 0.006 | IoU: 0.696 | LR: 0.000259 | 789s
  Step  2900 | Loss: 4.5990 | Avg: 4.7944 | Cls: 3.204 | Box: 0.007 | IoU: 0.679 | LR: 0.000259 | 802s
  Step  2950 | Loss: 2.6158 | Avg: 4.7917 | Cls: 1.847 | Box: 0.003 | IoU: 0.377 | LR: 0.000258 | 813s
  Step  3000 | Loss: 6.3429 | Avg: 4.7858 | Cls: 5.393 | Box: 0.004 | IoU: 0.465 | LR: 0.000257 | 825s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_003000
  Step  3050 | Loss: 4.5723 | Avg: 4.7827 | Cls: 3.786 | Box: 0.002 | IoU: 0.389 | LR: 0.000256 | 836s
  Step  3100 | Loss: 4.8228 | Avg: 4.7766 | Cls: 3.268 | Box: 0.006 | IoU: 0.763 | LR: 0.000256 | 847s
  Step  3150 | Loss: 5.2093 | Avg: 4.7722 | Cls: 3.232 | Box: 0.008 | IoU: 0.969 | LR: 0.000255 | 858s
  Step  3200 | Loss: 3.6358 | Avg: 4.7660 | Cls: 3.245 | Box: 0.002 | IoU: 0.191 | LR: 0.000254 | 869s
  Step  3250 | Loss: 2.5897 | Avg: 4.7649 | Cls: 2.070 | Box: 0.003 | IoU: 0.252 | LR: 0.000253 | 880s
  Step  3300 | Loss: 6.1269 | Avg: 4.7581 | Cls: 4.740 | Box: 0.004 | IoU: 0.683 | LR: 0.000253 | 891s
  Step  3350 | Loss: 2.0351 | Avg: 4.7539 | Cls: 1.273 | Box: 0.004 | IoU: 0.371 | LR: 0.000252 | 902s
  Step  3400 | Loss: 4.0720 | Avg: 4.7533 | Cls: 2.603 | Box: 0.002 | IoU: 0.728 | LR: 0.000251 | 913s
  Step  3450 | Loss: 4.5604 | Avg: 4.7502 | Cls: 2.989 | Box: 0.005 | IoU: 0.772 | LR: 0.000250 | 924s
  Step  3500 | Loss: 4.0913 | Avg: 4.7447 | Cls: 3.011 | Box: 0.022 | IoU: 0.484 | LR: 0.000250 | 935s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_003500
  Step  3550 | Loss: 4.2024 | Avg: 4.7366 | Cls: 2.791 | Box: 0.009 | IoU: 0.683 | LR: 0.000249 | 948s
  Step  3600 | Loss: 4.2964 | Avg: 4.7311 | Cls: 2.550 | Box: 0.008 | IoU: 0.854 | LR: 0.000248 | 959s
  Step  3650 | Loss: 4.2631 | Avg: 4.7268 | Cls: 2.381 | Box: 0.008 | IoU: 0.922 | LR: 0.000247 | 972s
  Step  3700 | Loss: 4.9256 | Avg: 4.7259 | Cls: 3.847 | Box: 0.008 | IoU: 0.519 | LR: 0.000246 | 987s
  Step  3750 | Loss: 4.9787 | Avg: 4.7235 | Cls: 3.371 | Box: 0.004 | IoU: 0.794 | LR: 0.000246 | 1001s
  Step  3800 | Loss: 3.8837 | Avg: 4.7195 | Cls: 2.962 | Box: 0.005 | IoU: 0.450 | LR: 0.000245 | 1013s
  Step  3850 | Loss: 5.5769 | Avg: 4.7208 | Cls: 4.725 | Box: 0.005 | IoU: 0.414 | LR: 0.000244 | 1025s
  Step  3900 | Loss: 4.1240 | Avg: 4.7173 | Cls: 3.169 | Box: 0.004 | IoU: 0.469 | LR: 0.000243 | 1036s
  Step  3950 | Loss: 4.9652 | Avg: 4.7133 | Cls: 3.551 | Box: 0.008 | IoU: 0.688 | LR: 0.000243 | 1048s
  Step  4000 | Loss: 4.8884 | Avg: 4.7106 | Cls: 2.894 | Box: 0.012 | IoU: 0.968 | LR: 0.000242 | 1059s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_004000
  Step  4050 | Loss: 3.9766 | Avg: 4.7080 | Cls: 3.258 | Box: 0.003 | IoU: 0.353 | LR: 0.000241 | 1071s
  Step  4100 | Loss: 2.6530 | Avg: 4.7028 | Cls: 1.928 | Box: 0.005 | IoU: 0.351 | LR: 0.000240 | 1082s
  Step  4150 | Loss: 5.8748 | Avg: 4.7022 | Cls: 4.122 | Box: 0.016 | IoU: 0.836 | LR: 0.000240 | 1093s
  Step  4200 | Loss: 5.8855 | Avg: 4.7012 | Cls: 4.127 | Box: 0.008 | IoU: 0.859 | LR: 0.000239 | 1104s
  Step  4250 | Loss: 4.7114 | Avg: 4.6976 | Cls: 3.239 | Box: 0.005 | IoU: 0.723 | LR: 0.000238 | 1116s
  Step  4300 | Loss: 3.3976 | Avg: 4.6947 | Cls: 2.538 | Box: 0.002 | IoU: 0.425 | LR: 0.000237 | 1126s
  Step  4350 | Loss: 4.8382 | Avg: 4.6914 | Cls: 3.372 | Box: 0.002 | IoU: 0.728 | LR: 0.000237 | 1137s
  Step  4400 | Loss: 4.5373 | Avg: 4.6895 | Cls: 4.193 | Box: 0.002 | IoU: 0.168 | LR: 0.000236 | 1149s
  Step  4450 | Loss: 4.1439 | Avg: 4.6858 | Cls: 2.850 | Box: 0.003 | IoU: 0.640 | LR: 0.000235 | 1160s
  Step  4500 | Loss: 5.0621 | Avg: 4.6842 | Cls: 3.768 | Box: 0.004 | IoU: 0.638 | LR: 0.000234 | 1171s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_004500
  Step  4550 | Loss: 4.6452 | Avg: 4.6811 | Cls: 3.302 | Box: 0.004 | IoU: 0.662 | LR: 0.000233 | 1183s
  Step  4600 | Loss: 4.6811 | Avg: 4.6787 | Cls: 2.793 | Box: 0.008 | IoU: 0.924 | LR: 0.000233 | 1195s
  Step  4650 | Loss: 4.9769 | Avg: 4.6770 | Cls: 3.318 | Box: 0.005 | IoU: 0.817 | LR: 0.000232 | 1206s
  Step  4700 | Loss: 3.5122 | Avg: 4.6736 | Cls: 2.213 | Box: 0.002 | IoU: 0.644 | LR: 0.000231 | 1217s
  Step  4750 | Loss: 4.2810 | Avg: 4.6704 | Cls: 2.706 | Box: 0.008 | IoU: 0.768 | LR: 0.000230 | 1228s
  Step  4800 | Loss: 4.1430 | Avg: 4.6689 | Cls: 2.387 | Box: 0.010 | IoU: 0.854 | LR: 0.000230 | 1240s
  Step  4850 | Loss: 3.1144 | Avg: 4.6664 | Cls: 2.406 | Box: 0.002 | IoU: 0.348 | LR: 0.000229 | 1254s
  Step  4900 | Loss: 4.6232 | Avg: 4.6628 | Cls: 2.778 | Box: 0.007 | IoU: 0.904 | LR: 0.000228 | 1267s
  Step  4950 | Loss: 3.9855 | Avg: 4.6612 | Cls: 2.272 | Box: 0.007 | IoU: 0.839 | LR: 0.000227 | 1280s

  ✓ Epoch 1 | Avg: 4.6604 | Cls: 3.322 | Box: 0.008 | GIoU: 0.000

📚 Epoch 2/4
----------------------------------------
  Step  5000 | Loss: 5.0539 | Avg: 4.2985 | Cls: 3.216 | Box: 0.005 | IoU: 0.906 | LR: 0.000227 | 1294s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_005000
  Step  5050 | Loss: 3.9226 | Avg: 4.3233 | Cls: 3.337 | Box: 0.003 | IoU: 0.285 | LR: 0.000226 | 1317s
  Step  5100 | Loss: 4.9060 | Avg: 4.4664 | Cls: 3.210 | Box: 0.006 | IoU: 0.832 | LR: 0.000225 | 1331s
  Step  5150 | Loss: 4.6801 | Avg: 4.4174 | Cls: 3.821 | Box: 0.002 | IoU: 0.425 | LR: 0.000224 | 1347s
  Step  5200 | Loss: 4.0333 | Avg: 4.3850 | Cls: 3.187 | Box: 0.004 | IoU: 0.412 | LR: 0.000224 | 1370s
  Step  5250 | Loss: 3.4722 | Avg: 4.3642 | Cls: 2.337 | Box: 0.006 | IoU: 0.552 | LR: 0.000223 | 1385s
  Step  5300 | Loss: 3.4154 | Avg: 4.3651 | Cls: 2.493 | Box: 0.006 | IoU: 0.448 | LR: 0.000222 | 1402s
  Step  5350 | Loss: 5.2650 | Avg: 4.3729 | Cls: 3.651 | Box: 0.006 | IoU: 0.791 | LR: 0.000221 | 1422s
  Step  5400 | Loss: 5.3575 | Avg: 4.3607 | Cls: 3.541 | Box: 0.009 | IoU: 0.886 | LR: 0.000221 | 1433s
  Step  5450 | Loss: 4.8486 | Avg: 4.3732 | Cls: 3.114 | Box: 0.004 | IoU: 0.857 | LR: 0.000220 | 1445s
  Step  5500 | Loss: 5.1874 | Avg: 4.3561 | Cls: 3.770 | Box: 0.003 | IoU: 0.701 | LR: 0.000219 | 1457s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_005500
  Step  5550 | Loss: 3.1143 | Avg: 4.3704 | Cls: 2.182 | Box: 0.002 | IoU: 0.462 | LR: 0.000218 | 1469s
  Step  5600 | Loss: 4.8955 | Avg: 4.3728 | Cls: 3.615 | Box: 0.010 | IoU: 0.615 | LR: 0.000217 | 1486s
  Step  5650 | Loss: 3.8253 | Avg: 4.3859 | Cls: 2.542 | Box: 0.009 | IoU: 0.620 | LR: 0.000217 | 1502s
  Step  5700 | Loss: 4.4772 | Avg: 4.3809 | Cls: 3.113 | Box: 0.003 | IoU: 0.676 | LR: 0.000216 | 1517s
  Step  5750 | Loss: 4.3074 | Avg: 4.3775 | Cls: 3.370 | Box: 0.001 | IoU: 0.467 | LR: 0.000215 | 1532s
  Step  5800 | Loss: 2.5549 | Avg: 4.3716 | Cls: 1.984 | Box: 0.010 | IoU: 0.261 | LR: 0.000214 | 1547s
  Step  5850 | Loss: 3.4101 | Avg: 4.3657 | Cls: 2.187 | Box: 0.001 | IoU: 0.608 | LR: 0.000214 | 1562s
  Step  5900 | Loss: 3.8190 | Avg: 4.3715 | Cls: 2.835 | Box: 0.003 | IoU: 0.483 | LR: 0.000213 | 1576s
  Step  5950 | Loss: 4.2915 | Avg: 4.3615 | Cls: 3.286 | Box: 0.002 | IoU: 0.497 | LR: 0.000212 | 1592s
  Step  6000 | Loss: 4.6421 | Avg: 4.3535 | Cls: 2.756 | Box: 0.012 | IoU: 0.914 | LR: 0.000211 | 1609s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_006000
  Step  6050 | Loss: 3.3087 | Avg: 4.3605 | Cls: 2.043 | Box: 0.008 | IoU: 0.614 | LR: 0.000211 | 1625s
  Step  6100 | Loss: 4.8896 | Avg: 4.3546 | Cls: 2.846 | Box: 0.014 | IoU: 0.986 | LR: 0.000210 | 1638s
  Step  6150 | Loss: 2.1397 | Avg: 4.3550 | Cls: 1.840 | Box: 0.001 | IoU: 0.147 | LR: 0.000209 | 1652s
  Step  6200 | Loss: 3.5667 | Avg: 4.3552 | Cls: 2.173 | Box: 0.007 | IoU: 0.680 | LR: 0.000208 | 1665s
  Step  6250 | Loss: 3.4581 | Avg: 4.3502 | Cls: 2.674 | Box: 0.002 | IoU: 0.387 | LR: 0.000208 | 1679s
  Step  6300 | Loss: 2.9494 | Avg: 4.3469 | Cls: 2.515 | Box: 0.003 | IoU: 0.210 | LR: 0.000207 | 1693s
  Step  6350 | Loss: 5.0083 | Avg: 4.3479 | Cls: 3.325 | Box: 0.005 | IoU: 0.830 | LR: 0.000206 | 1707s
  Step  6400 | Loss: 4.0776 | Avg: 4.3448 | Cls: 2.316 | Box: 0.006 | IoU: 0.865 | LR: 0.000205 | 1721s
  Step  6450 | Loss: 4.3630 | Avg: 4.3467 | Cls: 2.430 | Box: 0.010 | IoU: 0.941 | LR: 0.000204 | 1736s
  Step  6500 | Loss: 7.0030 | Avg: 4.3452 | Cls: 4.938 | Box: 0.042 | IoU: 0.927 | LR: 0.000204 | 1752s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_006500
  Step  6550 | Loss: 4.5333 | Avg: 4.3462 | Cls: 3.215 | Box: 0.004 | IoU: 0.649 | LR: 0.000203 | 1767s
  Step  6600 | Loss: 4.6084 | Avg: 4.3496 | Cls: 3.549 | Box: 0.009 | IoU: 0.507 | LR: 0.000202 | 1781s
  Step  6650 | Loss: 4.8796 | Avg: 4.3482 | Cls: 3.394 | Box: 0.003 | IoU: 0.735 | LR: 0.000201 | 1794s
  Step  6700 | Loss: 3.3116 | Avg: 4.3420 | Cls: 1.661 | Box: 0.014 | IoU: 0.790 | LR: 0.000201 | 1806s
  Step  6750 | Loss: 6.7550 | Avg: 4.3408 | Cls: 4.914 | Box: 0.001 | IoU: 0.917 | LR: 0.000200 | 1819s
  Step  6800 | Loss: 4.8760 | Avg: 4.3458 | Cls: 3.505 | Box: 0.007 | IoU: 0.668 | LR: 0.000199 | 1832s
  Step  6850 | Loss: 4.1454 | Avg: 4.3467 | Cls: 2.550 | Box: 0.004 | IoU: 0.788 | LR: 0.000198 | 1845s
  Step  6900 | Loss: 5.3003 | Avg: 4.3477 | Cls: 3.937 | Box: 0.011 | IoU: 0.654 | LR: 0.000198 | 1858s
  Step  6950 | Loss: 4.4748 | Avg: 4.3512 | Cls: 3.215 | Box: 0.004 | IoU: 0.620 | LR: 0.000197 | 1871s
  Step  7000 | Loss: 3.9507 | Avg: 4.3531 | Cls: 2.850 | Box: 0.004 | IoU: 0.541 | LR: 0.000196 | 1883s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_007000
  Step  7050 | Loss: 4.5142 | Avg: 4.3514 | Cls: 2.936 | Box: 0.005 | IoU: 0.777 | LR: 0.000195 | 1897s
  Step  7100 | Loss: 3.6353 | Avg: 4.3478 | Cls: 2.565 | Box: 0.008 | IoU: 0.516 | LR: 0.000195 | 1911s
  Step  7150 | Loss: 3.0568 | Avg: 4.3462 | Cls: 2.342 | Box: 0.005 | IoU: 0.346 | LR: 0.000194 | 1927s
  Step  7200 | Loss: 4.9521 | Avg: 4.3422 | Cls: 3.165 | Box: 0.005 | IoU: 0.882 | LR: 0.000193 | 1941s
  Step  7250 | Loss: 5.6284 | Avg: 4.3445 | Cls: 4.119 | Box: 0.011 | IoU: 0.727 | LR: 0.000192 | 1956s
  Step  7300 | Loss: 5.8328 | Avg: 4.3401 | Cls: 4.130 | Box: 0.007 | IoU: 0.835 | LR: 0.000191 | 1971s
  Step  7350 | Loss: 3.8180 | Avg: 4.3405 | Cls: 2.234 | Box: 0.003 | IoU: 0.784 | LR: 0.000191 | 1991s
  Step  7400 | Loss: 5.7180 | Avg: 4.3400 | Cls: 4.854 | Box: 0.006 | IoU: 0.417 | LR: 0.000190 | 2010s
  Step  7450 | Loss: 3.8389 | Avg: 4.3373 | Cls: 3.047 | Box: 0.004 | IoU: 0.385 | LR: 0.000189 | 2051s
  Step  7500 | Loss: 4.9167 | Avg: 4.3378 | Cls: 3.427 | Box: 0.003 | IoU: 0.737 | LR: 0.000188 | 2102s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_007500
  Step  7550 | Loss: 4.8499 | Avg: 4.3412 | Cls: 3.574 | Box: 0.008 | IoU: 0.618 | LR: 0.000188 | 2138s
  Step  7600 | Loss: 3.4087 | Avg: 4.3359 | Cls: 1.762 | Box: 0.003 | IoU: 0.816 | LR: 0.000187 | 2154s
  Step  7650 | Loss: 4.4514 | Avg: 4.3325 | Cls: 3.006 | Box: 0.008 | IoU: 0.703 | LR: 0.000186 | 2169s
  Step  7700 | Loss: 4.1127 | Avg: 4.3308 | Cls: 3.324 | Box: 0.001 | IoU: 0.391 | LR: 0.000185 | 2195s
  Step  7750 | Loss: 4.6739 | Avg: 4.3287 | Cls: 3.782 | Box: 0.005 | IoU: 0.434 | LR: 0.000185 | 2213s
  Step  7800 | Loss: 4.6908 | Avg: 4.3304 | Cls: 3.823 | Box: 0.003 | IoU: 0.426 | LR: 0.000184 | 2228s
  Step  7850 | Loss: 6.8976 | Avg: 4.3297 | Cls: 6.135 | Box: 0.002 | IoU: 0.375 | LR: 0.000183 | 2243s
  Step  7900 | Loss: 5.5392 | Avg: 4.3300 | Cls: 3.816 | Box: 0.025 | IoU: 0.800 | LR: 0.000182 | 2258s
  Step  7950 | Loss: 5.1809 | Avg: 4.3292 | Cls: 3.377 | Box: 0.010 | IoU: 0.876 | LR: 0.000182 | 2274s
  Step  8000 | Loss: 3.5965 | Avg: 4.3289 | Cls: 1.928 | Box: 0.001 | IoU: 0.831 | LR: 0.000181 | 2289s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_008000
  Step  8050 | Loss: 4.5274 | Avg: 4.3298 | Cls: 2.820 | Box: 0.003 | IoU: 0.846 | LR: 0.000180 | 2309s
  Step  8100 | Loss: 3.7055 | Avg: 4.3289 | Cls: 2.341 | Box: 0.004 | IoU: 0.673 | LR: 0.000179 | 2328s
  Step  8150 | Loss: 4.4139 | Avg: 4.3297 | Cls: 3.742 | Box: 0.005 | IoU: 0.325 | LR: 0.000178 | 2345s
  Step  8200 | Loss: 3.9615 | Avg: 4.3275 | Cls: 2.612 | Box: 0.003 | IoU: 0.666 | LR: 0.000178 | 2360s
  Step  8250 | Loss: 3.7958 | Avg: 4.3239 | Cls: 2.528 | Box: 0.002 | IoU: 0.629 | LR: 0.000177 | 2378s
  Step  8300 | Loss: 4.1673 | Avg: 4.3231 | Cls: 2.417 | Box: 0.008 | IoU: 0.856 | LR: 0.000176 | 2393s
  Step  8350 | Loss: 4.9637 | Avg: 4.3253 | Cls: 3.253 | Box: 0.007 | IoU: 0.838 | LR: 0.000175 | 2408s
  Step  8400 | Loss: 4.7408 | Avg: 4.3228 | Cls: 3.316 | Box: 0.005 | IoU: 0.701 | LR: 0.000175 | 2428s
  Step  8450 | Loss: 3.4286 | Avg: 4.3228 | Cls: 1.679 | Box: 0.007 | IoU: 0.857 | LR: 0.000174 | 2445s
  Step  8500 | Loss: 4.0403 | Avg: 4.3182 | Cls: 2.969 | Box: 0.006 | IoU: 0.520 | LR: 0.000173 | 2460s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_008500
  Step  8550 | Loss: 4.0215 | Avg: 4.3161 | Cls: 2.554 | Box: 0.003 | IoU: 0.725 | LR: 0.000172 | 2475s
  Step  8600 | Loss: 2.5064 | Avg: 4.3127 | Cls: 1.827 | Box: 0.004 | IoU: 0.329 | LR: 0.000172 | 2489s
  Step  8650 | Loss: 4.7215 | Avg: 4.3107 | Cls: 2.876 | Box: 0.011 | IoU: 0.896 | LR: 0.000171 | 2503s
  Step  8700 | Loss: 4.8289 | Avg: 4.3085 | Cls: 3.603 | Box: 0.004 | IoU: 0.603 | LR: 0.000170 | 2517s
  Step  8750 | Loss: 3.6953 | Avg: 4.3093 | Cls: 2.316 | Box: 0.006 | IoU: 0.675 | LR: 0.000169 | 2531s
  Step  8800 | Loss: 5.2642 | Avg: 4.3042 | Cls: 4.626 | Box: 0.003 | IoU: 0.311 | LR: 0.000169 | 2547s
  Step  8850 | Loss: 5.8125 | Avg: 4.3064 | Cls: 4.324 | Box: 0.002 | IoU: 0.739 | LR: 0.000168 | 2565s
  Step  8900 | Loss: 3.9351 | Avg: 4.3047 | Cls: 2.546 | Box: 0.026 | IoU: 0.630 | LR: 0.000167 | 2582s
  Step  8950 | Loss: 4.0633 | Avg: 4.3021 | Cls: 2.751 | Box: 0.004 | IoU: 0.646 | LR: 0.000166 | 2599s
  Step  9000 | Loss: 3.3548 | Avg: 4.3018 | Cls: 1.621 | Box: 0.013 | IoU: 0.835 | LR: 0.000165 | 2622s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_009000
  Step  9050 | Loss: 4.2775 | Avg: 4.3024 | Cls: 3.134 | Box: 0.011 | IoU: 0.545 | LR: 0.000165 | 2641s
  Step  9100 | Loss: 3.8573 | Avg: 4.3000 | Cls: 2.007 | Box: 0.012 | IoU: 0.896 | LR: 0.000164 | 2660s
  Step  9150 | Loss: 2.4288 | Avg: 4.2987 | Cls: 1.670 | Box: 0.004 | IoU: 0.369 | LR: 0.000163 | 2675s
  Step  9200 | Loss: 4.4381 | Avg: 4.2995 | Cls: 3.030 | Box: 0.004 | IoU: 0.693 | LR: 0.000162 | 2690s
  Step  9250 | Loss: 3.0559 | Avg: 4.2972 | Cls: 1.547 | Box: 0.008 | IoU: 0.735 | LR: 0.000162 | 2705s
  Step  9300 | Loss: 1.7001 | Avg: 4.2951 | Cls: 1.320 | Box: 0.002 | IoU: 0.186 | LR: 0.000161 | 2720s
  Step  9350 | Loss: 3.9287 | Avg: 4.2950 | Cls: 2.585 | Box: 0.003 | IoU: 0.665 | LR: 0.000160 | 2734s
  Step  9400 | Loss: 3.4947 | Avg: 4.2926 | Cls: 1.691 | Box: 0.005 | IoU: 0.890 | LR: 0.000159 | 2747s
  Step  9450 | Loss: 3.8370 | Avg: 4.2924 | Cls: 2.746 | Box: 0.003 | IoU: 0.538 | LR: 0.000159 | 2760s
  Step  9500 | Loss: 3.6664 | Avg: 4.2931 | Cls: 1.968 | Box: 0.005 | IoU: 0.836 | LR: 0.000158 | 2776s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_009500
  Step  9550 | Loss: 3.5950 | Avg: 4.2950 | Cls: 1.961 | Box: 0.008 | IoU: 0.798 | LR: 0.000157 | 2797s
  Step  9600 | Loss: 3.1260 | Avg: 4.2912 | Cls: 1.504 | Box: 0.006 | IoU: 0.796 | LR: 0.000156 | 2813s
  Step  9650 | Loss: 4.4436 | Avg: 4.2911 | Cls: 4.024 | Box: 0.004 | IoU: 0.200 | LR: 0.000156 | 2845s
  Step  9700 | Loss: 4.0555 | Avg: 4.2892 | Cls: 3.496 | Box: 0.002 | IoU: 0.274 | LR: 0.000155 | 2869s
  Step  9750 | Loss: 3.7894 | Avg: 4.2887 | Cls: 2.394 | Box: 0.007 | IoU: 0.681 | LR: 0.000154 | 2888s
  Step  9800 | Loss: 3.5666 | Avg: 4.2860 | Cls: 2.669 | Box: 0.004 | IoU: 0.439 | LR: 0.000153 | 2904s
  Step  9850 | Loss: 3.7456 | Avg: 4.2845 | Cls: 3.245 | Box: 0.003 | IoU: 0.243 | LR: 0.000152 | 2922s
  Step  9900 | Loss: 4.2973 | Avg: 4.2831 | Cls: 2.783 | Box: 0.011 | IoU: 0.730 | LR: 0.000152 | 2939s

  ✓ Epoch 2 | Avg: 4.2835 | Cls: 2.993 | Box: 0.006 | GIoU: 0.000

📚 Epoch 3/4
----------------------------------------
  Step  9950 | Loss: 4.5782 | Avg: 4.1283 | Cls: 3.134 | Box: 0.005 | IoU: 0.710 | LR: 0.000151 | 2956s
  Step 10000 | Loss: 4.0603 | Avg: 4.1108 | Cls: 2.652 | Box: 0.002 | IoU: 0.700 | LR: 0.000150 | 2974s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_010000
  Step 10050 | Loss: 5.5440 | Avg: 4.0645 | Cls: 3.850 | Box: 0.004 | IoU: 0.838 | LR: 0.000149 | 3006s
  Step 10100 | Loss: 3.5158 | Avg: 4.0590 | Cls: 1.835 | Box: 0.003 | IoU: 0.833 | LR: 0.000149 | 3037s
  Step 10150 | Loss: 5.7047 | Avg: 4.0548 | Cls: 4.277 | Box: 0.006 | IoU: 0.699 | LR: 0.000148 | 3065s
  Step 10200 | Loss: 3.8182 | Avg: 4.0501 | Cls: 2.428 | Box: 0.003 | IoU: 0.688 | LR: 0.000147 | 3088s
  Step 10250 | Loss: 2.8558 | Avg: 4.0596 | Cls: 2.208 | Box: 0.002 | IoU: 0.320 | LR: 0.000146 | 3109s
  Step 10300 | Loss: 3.9293 | Avg: 4.0403 | Cls: 3.317 | Box: 0.001 | IoU: 0.302 | LR: 0.000146 | 3129s
  Step 10350 | Loss: 3.9264 | Avg: 4.0739 | Cls: 2.766 | Box: 0.004 | IoU: 0.571 | LR: 0.000145 | 3148s
  Step 10400 | Loss: 3.0491 | Avg: 4.0721 | Cls: 2.257 | Box: 0.005 | IoU: 0.383 | LR: 0.000144 | 3165s
  Step 10450 | Loss: 3.3019 | Avg: 4.0570 | Cls: 1.776 | Box: 0.004 | IoU: 0.753 | LR: 0.000143 | 3183s
  Step 10500 | Loss: 4.4051 | Avg: 4.0630 | Cls: 3.067 | Box: 0.010 | IoU: 0.645 | LR: 0.000143 | 3201s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_010500
  Step 10550 | Loss: 5.1095 | Avg: 4.0721 | Cls: 4.477 | Box: 0.001 | IoU: 0.315 | LR: 0.000142 | 3222s
  Step 10600 | Loss: 3.6369 | Avg: 4.0700 | Cls: 1.642 | Box: 0.009 | IoU: 0.975 | LR: 0.000141 | 3239s
  Step 10650 | Loss: 4.2782 | Avg: 4.0851 | Cls: 3.491 | Box: 0.003 | IoU: 0.386 | LR: 0.000140 | 3257s
  Step 10700 | Loss: 3.3251 | Avg: 4.0887 | Cls: 1.758 | Box: 0.012 | IoU: 0.753 | LR: 0.000139 | 3276s
  Step 10750 | Loss: 3.6943 | Avg: 4.0969 | Cls: 2.092 | Box: 0.008 | IoU: 0.781 | LR: 0.000139 | 3295s
  Step 10800 | Loss: 5.1162 | Avg: 4.0919 | Cls: 4.124 | Box: 0.003 | IoU: 0.489 | LR: 0.000138 | 3318s
  Step 10850 | Loss: 4.3682 | Avg: 4.0938 | Cls: 2.797 | Box: 0.006 | IoU: 0.770 | LR: 0.000137 | 3337s
  Step 10900 | Loss: 3.4519 | Avg: 4.1104 | Cls: 1.698 | Box: 0.007 | IoU: 0.860 | LR: 0.000136 | 3357s
  Step 10950 | Loss: 3.9568 | Avg: 4.1198 | Cls: 3.140 | Box: 0.005 | IoU: 0.396 | LR: 0.000136 | 3375s
  Step 11000 | Loss: 1.5071 | Avg: 4.1141 | Cls: 1.094 | Box: 0.002 | IoU: 0.201 | LR: 0.000135 | 3393s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_011000
  Step 11050 | Loss: 4.3438 | Avg: 4.1175 | Cls: 3.191 | Box: 0.004 | IoU: 0.566 | LR: 0.000134 | 3417s
  Step 11100 | Loss: 2.8914 | Avg: 4.1218 | Cls: 1.811 | Box: 0.006 | IoU: 0.526 | LR: 0.000133 | 3435s
  Step 11150 | Loss: 4.1742 | Avg: 4.1275 | Cls: 2.366 | Box: 0.013 | IoU: 0.872 | LR: 0.000133 | 3452s
  Step 11200 | Loss: 2.5832 | Avg: 4.1232 | Cls: 1.397 | Box: 0.004 | IoU: 0.583 | LR: 0.000132 | 3472s
  Step 11250 | Loss: 3.8303 | Avg: 4.1280 | Cls: 2.790 | Box: 0.004 | IoU: 0.509 | LR: 0.000131 | 3488s
  Step 11300 | Loss: 3.4737 | Avg: 4.1250 | Cls: 2.911 | Box: 0.005 | IoU: 0.269 | LR: 0.000130 | 3504s
  Step 11350 | Loss: 3.6346 | Avg: 4.1211 | Cls: 2.474 | Box: 0.006 | IoU: 0.565 | LR: 0.000130 | 3525s
  Step 11400 | Loss: 4.5717 | Avg: 4.1144 | Cls: 3.064 | Box: 0.003 | IoU: 0.746 | LR: 0.000129 | 3546s
  Step 11450 | Loss: 2.5528 | Avg: 4.1091 | Cls: 1.717 | Box: 0.003 | IoU: 0.410 | LR: 0.000128 | 3564s
  Step 11500 | Loss: 3.6193 | Avg: 4.1050 | Cls: 2.350 | Box: 0.004 | IoU: 0.624 | LR: 0.000127 | 3582s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_011500
  Step 11550 | Loss: 3.8957 | Avg: 4.1080 | Cls: 2.238 | Box: 0.007 | IoU: 0.811 | LR: 0.000126 | 3606s
  Step 11600 | Loss: 3.7695 | Avg: 4.1065 | Cls: 2.346 | Box: 0.005 | IoU: 0.700 | LR: 0.000126 | 3625s
  Step 11650 | Loss: 3.0616 | Avg: 4.1110 | Cls: 1.766 | Box: 0.005 | IoU: 0.636 | LR: 0.000125 | 3645s
  Step 11700 | Loss: 4.5842 | Avg: 4.1162 | Cls: 3.544 | Box: 0.003 | IoU: 0.513 | LR: 0.000124 | 3662s
  Step 11750 | Loss: 4.7773 | Avg: 4.1188 | Cls: 3.030 | Box: 0.019 | IoU: 0.825 | LR: 0.000123 | 3678s
  Step 11800 | Loss: 3.7201 | Avg: 4.1157 | Cls: 3.031 | Box: 0.003 | IoU: 0.336 | LR: 0.000123 | 3696s
  Step 11850 | Loss: 4.0243 | Avg: 4.1196 | Cls: 2.738 | Box: 0.006 | IoU: 0.628 | LR: 0.000122 | 3713s
  Step 11900 | Loss: 5.0339 | Avg: 4.1207 | Cls: 3.304 | Box: 0.013 | IoU: 0.833 | LR: 0.000121 | 3729s
  Step 11950 | Loss: 4.2858 | Avg: 4.1234 | Cls: 3.336 | Box: 0.007 | IoU: 0.457 | LR: 0.000120 | 3745s
  Step 12000 | Loss: 4.7264 | Avg: 4.1254 | Cls: 3.465 | Box: 0.003 | IoU: 0.624 | LR: 0.000120 | 3762s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_012000
  Step 12050 | Loss: 3.5034 | Avg: 4.1220 | Cls: 2.736 | Box: 0.008 | IoU: 0.364 | LR: 0.000119 | 3783s
  Step 12100 | Loss: 4.3429 | Avg: 4.1207 | Cls: 3.332 | Box: 0.007 | IoU: 0.488 | LR: 0.000118 | 3801s
  Step 12150 | Loss: 3.7524 | Avg: 4.1196 | Cls: 2.725 | Box: 0.005 | IoU: 0.502 | LR: 0.000117 | 3817s
  Step 12200 | Loss: 3.8066 | Avg: 4.1182 | Cls: 2.899 | Box: 0.008 | IoU: 0.434 | LR: 0.000117 | 3834s
  Step 12250 | Loss: 2.0318 | Avg: 4.1115 | Cls: 1.350 | Box: 0.006 | IoU: 0.327 | LR: 0.000116 | 3851s
  Step 12300 | Loss: 4.3078 | Avg: 4.1126 | Cls: 2.510 | Box: 0.006 | IoU: 0.884 | LR: 0.000115 | 3867s
  Step 12350 | Loss: 4.3446 | Avg: 4.1188 | Cls: 2.939 | Box: 0.007 | IoU: 0.686 | LR: 0.000114 | 3883s
  Step 12400 | Loss: 2.7838 | Avg: 4.1226 | Cls: 1.557 | Box: 0.005 | IoU: 0.601 | LR: 0.000113 | 3904s
  Step 12450 | Loss: 4.4469 | Avg: 4.1220 | Cls: 3.362 | Box: 0.004 | IoU: 0.531 | LR: 0.000113 | 3930s
  Step 12500 | Loss: 4.0711 | Avg: 4.1215 | Cls: 2.871 | Box: 0.004 | IoU: 0.591 | LR: 0.000112 | 3949s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_012500
  Step 12550 | Loss: 4.1921 | Avg: 4.1198 | Cls: 3.132 | Box: 0.004 | IoU: 0.520 | LR: 0.000111 | 3969s
  Step 12600 | Loss: 3.1628 | Avg: 4.1250 | Cls: 1.839 | Box: 0.003 | IoU: 0.655 | LR: 0.000110 | 3991s
  Step 12650 | Loss: 5.1025 | Avg: 4.1245 | Cls: 3.502 | Box: 0.049 | IoU: 0.678 | LR: 0.000110 | 4014s
  Step 12700 | Loss: 1.6129 | Avg: 4.1263 | Cls: 0.949 | Box: 0.003 | IoU: 0.324 | LR: 0.000109 | 4031s
  Step 12750 | Loss: 3.8987 | Avg: 4.1290 | Cls: 2.503 | Box: 0.003 | IoU: 0.689 | LR: 0.000108 | 4049s
  Step 12800 | Loss: 5.0270 | Avg: 4.1289 | Cls: 3.766 | Box: 0.002 | IoU: 0.625 | LR: 0.000107 | 4065s
  Step 12850 | Loss: 3.8911 | Avg: 4.1281 | Cls: 2.197 | Box: 0.007 | IoU: 0.831 | LR: 0.000107 | 4081s
  Step 12900 | Loss: 3.1207 | Avg: 4.1245 | Cls: 2.830 | Box: 0.002 | IoU: 0.141 | LR: 0.000106 | 4097s
  Step 12950 | Loss: 5.8716 | Avg: 4.1242 | Cls: 4.392 | Box: 0.014 | IoU: 0.705 | LR: 0.000105 | 4113s
  Step 13000 | Loss: 3.0947 | Avg: 4.1220 | Cls: 1.845 | Box: 0.005 | IoU: 0.613 | LR: 0.000104 | 4129s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_013000
  Step 13050 | Loss: 4.2788 | Avg: 4.1184 | Cls: 3.068 | Box: 0.014 | IoU: 0.570 | LR: 0.000104 | 4146s
  Step 13100 | Loss: 2.3110 | Avg: 4.1169 | Cls: 1.437 | Box: 0.006 | IoU: 0.423 | LR: 0.000103 | 4163s
  Step 13150 | Loss: 5.2590 | Avg: 4.1188 | Cls: 3.628 | Box: 0.004 | IoU: 0.805 | LR: 0.000102 | 4179s
  Step 13200 | Loss: 4.8153 | Avg: 4.1181 | Cls: 4.115 | Box: 0.007 | IoU: 0.333 | LR: 0.000101 | 4195s
  Step 13250 | Loss: 3.6782 | Avg: 4.1163 | Cls: 1.996 | Box: 0.005 | IoU: 0.828 | LR: 0.000100 | 4216s
  Step 13300 | Loss: 4.9097 | Avg: 4.1181 | Cls: 3.680 | Box: 0.005 | IoU: 0.601 | LR: 0.000100 | 4235s
  Step 13350 | Loss: 4.3514 | Avg: 4.1188 | Cls: 3.282 | Box: 0.003 | IoU: 0.527 | LR: 0.000099 | 4256s
  Step 13400 | Loss: 4.3934 | Avg: 4.1147 | Cls: 2.473 | Box: 0.026 | IoU: 0.895 | LR: 0.000098 | 4279s
  Step 13450 | Loss: 6.1594 | Avg: 4.1145 | Cls: 4.151 | Box: 0.004 | IoU: 0.994 | LR: 0.000097 | 4304s
  Step 13500 | Loss: 3.9104 | Avg: 4.1128 | Cls: 2.252 | Box: 0.003 | IoU: 0.821 | LR: 0.000097 | 4323s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_013500
  Step 13550 | Loss: 4.8469 | Avg: 4.1101 | Cls: 3.277 | Box: 0.003 | IoU: 0.777 | LR: 0.000096 | 4341s
  Step 13600 | Loss: 3.1789 | Avg: 4.1103 | Cls: 2.162 | Box: 0.002 | IoU: 0.502 | LR: 0.000095 | 4357s
  Step 13650 | Loss: 3.3460 | Avg: 4.1102 | Cls: 2.262 | Box: 0.005 | IoU: 0.528 | LR: 0.000094 | 4372s
  Step 13700 | Loss: 1.9550 | Avg: 4.1097 | Cls: 1.757 | Box: 0.001 | IoU: 0.096 | LR: 0.000094 | 4388s
  Step 13750 | Loss: 2.7629 | Avg: 4.1107 | Cls: 2.521 | Box: 0.001 | IoU: 0.120 | LR: 0.000093 | 4403s
  Step 13800 | Loss: 3.6602 | Avg: 4.1096 | Cls: 2.391 | Box: 0.008 | IoU: 0.615 | LR: 0.000092 | 4419s
  Step 13850 | Loss: 1.7925 | Avg: 4.1072 | Cls: 1.350 | Box: 0.003 | IoU: 0.213 | LR: 0.000091 | 4435s
  Step 13900 | Loss: 4.4599 | Avg: 4.1059 | Cls: 2.732 | Box: 0.015 | IoU: 0.827 | LR: 0.000091 | 4456s
  Step 13950 | Loss: 3.7545 | Avg: 4.1021 | Cls: 2.530 | Box: 0.003 | IoU: 0.604 | LR: 0.000090 | 4475s
  Step 14000 | Loss: 4.8568 | Avg: 4.0996 | Cls: 2.987 | Box: 0.025 | IoU: 0.873 | LR: 0.000089 | 4494s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_014000
  Step 14050 | Loss: 4.1743 | Avg: 4.0976 | Cls: 2.678 | Box: 0.003 | IoU: 0.740 | LR: 0.000088 | 4513s
  Step 14100 | Loss: 4.0739 | Avg: 4.0971 | Cls: 3.163 | Box: 0.003 | IoU: 0.449 | LR: 0.000088 | 4531s
  Step 14150 | Loss: 2.8144 | Avg: 4.0986 | Cls: 1.891 | Box: 0.008 | IoU: 0.443 | LR: 0.000087 | 4547s
  Step 14200 | Loss: 4.3598 | Avg: 4.0966 | Cls: 2.977 | Box: 0.008 | IoU: 0.671 | LR: 0.000086 | 4563s
  Step 14250 | Loss: 3.8560 | Avg: 4.0975 | Cls: 3.395 | Box: 0.001 | IoU: 0.228 | LR: 0.000085 | 4581s
  Step 14300 | Loss: 2.1786 | Avg: 4.0941 | Cls: 1.317 | Box: 0.005 | IoU: 0.417 | LR: 0.000084 | 4604s
  Step 14350 | Loss: 3.6056 | Avg: 4.0913 | Cls: 2.349 | Box: 0.006 | IoU: 0.613 | LR: 0.000084 | 4622s
  Step 14400 | Loss: 3.9531 | Avg: 4.0913 | Cls: 2.630 | Box: 0.008 | IoU: 0.642 | LR: 0.000083 | 4639s
  Step 14450 | Loss: 3.6811 | Avg: 4.0918 | Cls: 2.300 | Box: 0.002 | IoU: 0.684 | LR: 0.000082 | 4654s
  Step 14500 | Loss: 4.3039 | Avg: 4.0914 | Cls: 3.091 | Box: 0.017 | IoU: 0.564 | LR: 0.000081 | 4670s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_014500
  Step 14550 | Loss: 3.2830 | Avg: 4.0913 | Cls: 2.037 | Box: 0.003 | IoU: 0.616 | LR: 0.000081 | 4686s
  Step 14600 | Loss: 3.6496 | Avg: 4.0911 | Cls: 2.301 | Box: 0.004 | IoU: 0.664 | LR: 0.000080 | 4702s
  Step 14650 | Loss: 2.6748 | Avg: 4.0920 | Cls: 1.662 | Box: 0.005 | IoU: 0.495 | LR: 0.000079 | 4717s
  Step 14700 | Loss: 5.6039 | Avg: 4.0935 | Cls: 3.919 | Box: 0.004 | IoU: 0.834 | LR: 0.000078 | 4736s
  Step 14750 | Loss: 3.2732 | Avg: 4.0911 | Cls: 2.977 | Box: 0.002 | IoU: 0.143 | LR: 0.000078 | 4755s
  Step 14800 | Loss: 3.1603 | Avg: 4.0906 | Cls: 2.117 | Box: 0.004 | IoU: 0.511 | LR: 0.000077 | 4772s
  Step 14850 | Loss: 5.3626 | Avg: 4.0909 | Cls: 3.683 | Box: 0.004 | IoU: 0.829 | LR: 0.000076 | 4790s

  ✓ Epoch 3 | Avg: 4.0902 | Cls: 2.825 | Box: 0.005 | GIoU: 0.000

📚 Epoch 4/4
----------------------------------------
  Step 14900 | Loss: 3.8323 | Avg: 3.9449 | Cls: 2.455 | Box: 0.004 | IoU: 0.680 | LR: 0.000075 | 4811s
  Step 14950 | Loss: 3.6878 | Avg: 4.0264 | Cls: 1.893 | Box: 0.004 | IoU: 0.887 | LR: 0.000075 | 4828s
  Step 15000 | Loss: 2.7908 | Avg: 3.9773 | Cls: 1.532 | Box: 0.003 | IoU: 0.623 | LR: 0.000074 | 4845s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_015000
  Step 15050 | Loss: 4.5940 | Avg: 3.9076 | Cls: 3.064 | Box: 0.006 | IoU: 0.751 | LR: 0.000073 | 4866s
  Step 15100 | Loss: 4.6320 | Avg: 3.9291 | Cls: 3.385 | Box: 0.002 | IoU: 0.617 | LR: 0.000072 | 4884s
  Step 15150 | Loss: 4.5491 | Avg: 3.9472 | Cls: 2.656 | Box: 0.005 | IoU: 0.934 | LR: 0.000071 | 4902s
  Step 15200 | Loss: 5.4190 | Avg: 3.9674 | Cls: 4.169 | Box: 0.001 | IoU: 0.622 | LR: 0.000071 | 4918s
  Step 15250 | Loss: 5.5441 | Avg: 3.9783 | Cls: 3.699 | Box: 0.007 | IoU: 0.904 | LR: 0.000070 | 4934s
  Step 15300 | Loss: 5.0006 | Avg: 3.9702 | Cls: 3.107 | Box: 0.007 | IoU: 0.931 | LR: 0.000069 | 4950s
  Step 15350 | Loss: 3.2771 | Avg: 3.9640 | Cls: 2.135 | Box: 0.001 | IoU: 0.570 | LR: 0.000068 | 4970s
  Step 15400 | Loss: 2.5933 | Avg: 3.9565 | Cls: 1.942 | Box: 0.002 | IoU: 0.319 | LR: 0.000068 | 4988s
  Step 15450 | Loss: 2.0165 | Avg: 3.9532 | Cls: 1.173 | Box: 0.005 | IoU: 0.409 | LR: 0.000067 | 5005s
  Step 15500 | Loss: 3.3212 | Avg: 3.9453 | Cls: 1.479 | Box: 0.011 | IoU: 0.894 | LR: 0.000066 | 5023s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_015500
  Step 15550 | Loss: 4.5284 | Avg: 3.9432 | Cls: 2.768 | Box: 0.007 | IoU: 0.863 | LR: 0.000065 | 5053s
  Step 15600 | Loss: 5.7495 | Avg: 3.9409 | Cls: 4.190 | Box: 0.012 | IoU: 0.750 | LR: 0.000065 | 5074s
  Step 15650 | Loss: 3.7157 | Avg: 3.9433 | Cls: 1.856 | Box: 0.005 | IoU: 0.917 | LR: 0.000064 | 5095s
  Step 15700 | Loss: 2.6367 | Avg: 3.9689 | Cls: 1.784 | Box: 0.005 | IoU: 0.413 | LR: 0.000063 | 5117s
  Step 15750 | Loss: 3.6207 | Avg: 3.9675 | Cls: 1.951 | Box: 0.007 | IoU: 0.818 | LR: 0.000062 | 5138s
  Step 15800 | Loss: 5.2881 | Avg: 3.9721 | Cls: 4.504 | Box: 0.005 | IoU: 0.379 | LR: 0.000062 | 5160s
  Step 15850 | Loss: 3.4537 | Avg: 3.9686 | Cls: 2.248 | Box: 0.007 | IoU: 0.584 | LR: 0.000061 | 5178s
  Step 15900 | Loss: 2.5064 | Avg: 3.9791 | Cls: 1.591 | Box: 0.004 | IoU: 0.448 | LR: 0.000060 | 5197s
  Step 15950 | Loss: 3.5474 | Avg: 3.9805 | Cls: 2.079 | Box: 0.006 | IoU: 0.719 | LR: 0.000059 | 5216s
  Step 16000 | Loss: 2.9473 | Avg: 3.9779 | Cls: 1.702 | Box: 0.004 | IoU: 0.614 | LR: 0.000058 | 5233s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_016000
  Step 16050 | Loss: 5.0140 | Avg: 3.9836 | Cls: 3.938 | Box: 0.002 | IoU: 0.532 | LR: 0.000058 | 5256s
  Step 16100 | Loss: 3.4717 | Avg: 3.9776 | Cls: 1.898 | Box: 0.004 | IoU: 0.777 | LR: 0.000057 | 5275s
  Step 16150 | Loss: 4.1289 | Avg: 3.9727 | Cls: 2.197 | Box: 0.014 | IoU: 0.932 | LR: 0.000056 | 5292s
  Step 16200 | Loss: 4.9936 | Avg: 3.9781 | Cls: 3.439 | Box: 0.005 | IoU: 0.766 | LR: 0.000055 | 5312s
  Step 16250 | Loss: 5.0111 | Avg: 3.9739 | Cls: 3.029 | Box: 0.009 | IoU: 0.969 | LR: 0.000055 | 5333s
  Step 16300 | Loss: 5.1470 | Avg: 3.9767 | Cls: 3.376 | Box: 0.009 | IoU: 0.863 | LR: 0.000054 | 5353s
  Step 16350 | Loss: 4.0152 | Avg: 3.9768 | Cls: 2.421 | Box: 0.003 | IoU: 0.790 | LR: 0.000053 | 5371s
  Step 16400 | Loss: 4.0697 | Avg: 3.9723 | Cls: 2.620 | Box: 0.009 | IoU: 0.703 | LR: 0.000052 | 5387s
  Step 16450 | Loss: 3.9710 | Avg: 3.9716 | Cls: 3.134 | Box: 0.005 | IoU: 0.405 | LR: 0.000052 | 5403s
  Step 16500 | Loss: 4.2573 | Avg: 3.9751 | Cls: 2.665 | Box: 0.003 | IoU: 0.788 | LR: 0.000051 | 5421s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_016500
  Step 16550 | Loss: 3.7407 | Avg: 3.9737 | Cls: 2.355 | Box: 0.008 | IoU: 0.673 | LR: 0.000050 | 5442s
  Step 16600 | Loss: 5.2276 | Avg: 3.9779 | Cls: 3.625 | Box: 0.005 | IoU: 0.789 | LR: 0.000049 | 5459s
  Step 16650 | Loss: 5.0983 | Avg: 3.9760 | Cls: 4.226 | Box: 0.003 | IoU: 0.429 | LR: 0.000049 | 5477s
  Step 16700 | Loss: 3.5571 | Avg: 3.9751 | Cls: 2.614 | Box: 0.008 | IoU: 0.452 | LR: 0.000048 | 5501s
  Step 16750 | Loss: 4.3611 | Avg: 3.9734 | Cls: 3.300 | Box: 0.003 | IoU: 0.523 | LR: 0.000047 | 5526s
  Step 16800 | Loss: 4.0940 | Avg: 3.9683 | Cls: 2.422 | Box: 0.007 | IoU: 0.818 | LR: 0.000046 | 5547s
  Step 16850 | Loss: 4.1014 | Avg: 3.9677 | Cls: 2.391 | Box: 0.004 | IoU: 0.844 | LR: 0.000045 | 5566s
  Step 16900 | Loss: 3.9911 | Avg: 3.9710 | Cls: 2.757 | Box: 0.001 | IoU: 0.615 | LR: 0.000045 | 5585s
  Step 16950 | Loss: 3.0806 | Avg: 3.9724 | Cls: 1.573 | Box: 0.003 | IoU: 0.745 | LR: 0.000044 | 5609s
  Step 17000 | Loss: 3.3062 | Avg: 3.9733 | Cls: 2.256 | Box: 0.005 | IoU: 0.512 | LR: 0.000043 | 5626s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_017000
  Step 17050 | Loss: 5.9658 | Avg: 3.9702 | Cls: 4.131 | Box: 0.006 | IoU: 0.901 | LR: 0.000042 | 5647s
  Step 17100 | Loss: 4.3345 | Avg: 3.9715 | Cls: 3.292 | Box: 0.004 | IoU: 0.512 | LR: 0.000042 | 5667s
  Step 17150 | Loss: 2.9605 | Avg: 3.9658 | Cls: 2.440 | Box: 0.004 | IoU: 0.249 | LR: 0.000041 | 5686s
  Step 17200 | Loss: 6.5828 | Avg: 3.9666 | Cls: 4.793 | Box: 0.030 | IoU: 0.819 | LR: 0.000040 | 5703s
  Step 17250 | Loss: 4.5906 | Avg: 3.9648 | Cls: 3.327 | Box: 0.003 | IoU: 0.625 | LR: 0.000039 | 5722s
  Step 17300 | Loss: 3.7935 | Avg: 3.9657 | Cls: 2.922 | Box: 0.002 | IoU: 0.431 | LR: 0.000039 | 5740s
  Step 17350 | Loss: 3.9207 | Avg: 3.9679 | Cls: 2.998 | Box: 0.003 | IoU: 0.453 | LR: 0.000038 | 5759s
  Step 17400 | Loss: 4.8106 | Avg: 3.9660 | Cls: 3.378 | Box: 0.003 | IoU: 0.709 | LR: 0.000037 | 5779s
  Step 17450 | Loss: 5.1059 | Avg: 3.9700 | Cls: 3.766 | Box: 0.004 | IoU: 0.660 | LR: 0.000036 | 5800s
  Step 17500 | Loss: 3.9246 | Avg: 3.9731 | Cls: 2.461 | Box: 0.003 | IoU: 0.724 | LR: 0.000036 | 5816s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_017500
  Step 17550 | Loss: 3.2295 | Avg: 3.9697 | Cls: 2.121 | Box: 0.004 | IoU: 0.546 | LR: 0.000035 | 5842s
  Step 17600 | Loss: 5.0517 | Avg: 3.9711 | Cls: 3.194 | Box: 0.043 | IoU: 0.820 | LR: 0.000034 | 5860s
  Step 17650 | Loss: 2.9283 | Avg: 3.9720 | Cls: 1.513 | Box: 0.016 | IoU: 0.667 | LR: 0.000033 | 5876s
  Step 17700 | Loss: 3.9111 | Avg: 3.9755 | Cls: 2.323 | Box: 0.003 | IoU: 0.786 | LR: 0.000032 | 5892s
  Step 17750 | Loss: 4.1124 | Avg: 3.9750 | Cls: 2.760 | Box: 0.004 | IoU: 0.667 | LR: 0.000032 | 5908s
  Step 17800 | Loss: 4.3672 | Avg: 3.9758 | Cls: 2.462 | Box: 0.013 | IoU: 0.921 | LR: 0.000031 | 5923s
  Step 17850 | Loss: 5.4085 | Avg: 3.9774 | Cls: 3.503 | Box: 0.014 | IoU: 0.916 | LR: 0.000030 | 5939s
  Step 17900 | Loss: 3.6533 | Avg: 3.9756 | Cls: 2.516 | Box: 0.003 | IoU: 0.562 | LR: 0.000030 | 5953s
  Step 17950 | Loss: 3.3265 | Avg: 3.9741 | Cls: 1.486 | Box: 0.003 | IoU: 0.913 | LR: 0.000030 | 5970s
  Step 18000 | Loss: 2.3841 | Avg: 3.9735 | Cls: 2.146 | Box: 0.001 | IoU: 0.118 | LR: 0.000030 | 5985s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_018000
  Step 18050 | Loss: 4.3336 | Avg: 3.9706 | Cls: 2.998 | Box: 0.004 | IoU: 0.657 | LR: 0.000030 | 6002s
  Step 18100 | Loss: 2.6976 | Avg: 3.9721 | Cls: 2.351 | Box: 0.002 | IoU: 0.169 | LR: 0.000030 | 6017s
  Step 18150 | Loss: 4.1210 | Avg: 3.9736 | Cls: 2.992 | Box: 0.001 | IoU: 0.562 | LR: 0.000030 | 6033s
  Step 18200 | Loss: 2.5959 | Avg: 3.9718 | Cls: 1.506 | Box: 0.003 | IoU: 0.538 | LR: 0.000030 | 6049s
  Step 18250 | Loss: 4.2234 | Avg: 3.9755 | Cls: 3.003 | Box: 0.004 | IoU: 0.600 | LR: 0.000030 | 6065s
  Step 18300 | Loss: 2.7635 | Avg: 3.9755 | Cls: 1.430 | Box: 0.001 | IoU: 0.665 | LR: 0.000030 | 6081s
  Step 18350 | Loss: 4.5077 | Avg: 3.9766 | Cls: 3.333 | Box: 0.003 | IoU: 0.579 | LR: 0.000030 | 6098s
  Step 18400 | Loss: 3.2303 | Avg: 3.9779 | Cls: 1.450 | Box: 0.005 | IoU: 0.878 | LR: 0.000030 | 6114s
  Step 18450 | Loss: 4.4111 | Avg: 3.9752 | Cls: 3.285 | Box: 0.003 | IoU: 0.556 | LR: 0.000030 | 6130s
  Step 18500 | Loss: 1.8207 | Avg: 3.9761 | Cls: 1.384 | Box: 0.000 | IoU: 0.218 | LR: 0.000030 | 6145s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_018500
  Step 18550 | Loss: 3.2332 | Avg: 3.9750 | Cls: 2.224 | Box: 0.002 | IoU: 0.499 | LR: 0.000030 | 6165s
  Step 18600 | Loss: 4.6925 | Avg: 3.9727 | Cls: 3.252 | Box: 0.023 | IoU: 0.663 | LR: 0.000030 | 6184s
  Step 18650 | Loss: 3.8474 | Avg: 3.9739 | Cls: 2.713 | Box: 0.005 | IoU: 0.554 | LR: 0.000030 | 6206s
  Step 18700 | Loss: 4.0404 | Avg: 3.9734 | Cls: 2.574 | Box: 0.006 | IoU: 0.719 | LR: 0.000030 | 6223s
  Step 18750 | Loss: 3.2654 | Avg: 3.9722 | Cls: 2.577 | Box: 0.002 | IoU: 0.340 | LR: 0.000030 | 6241s
  Step 18800 | Loss: 3.7921 | Avg: 3.9704 | Cls: 2.903 | Box: 0.003 | IoU: 0.437 | LR: 0.000030 | 6257s
  Step 18850 | Loss: 5.5343 | Avg: 3.9681 | Cls: 4.236 | Box: 0.008 | IoU: 0.628 | LR: 0.000030 | 6275s
  Step 18900 | Loss: 3.6102 | Avg: 3.9687 | Cls: 2.555 | Box: 0.003 | IoU: 0.519 | LR: 0.000030 | 6292s
  Step 18950 | Loss: 4.1964 | Avg: 3.9661 | Cls: 2.611 | Box: 0.005 | IoU: 0.780 | LR: 0.000030 | 6309s
  Step 19000 | Loss: 4.0742 | Avg: 3.9638 | Cls: 2.267 | Box: 0.005 | IoU: 0.892 | LR: 0.000030 | 6333s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_019000
  Step 19050 | Loss: 1.5521 | Avg: 3.9637 | Cls: 1.091 | Box: 0.001 | IoU: 0.228 | LR: 0.000030 | 6358s
  Step 19100 | Loss: 3.5053 | Avg: 3.9632 | Cls: 2.414 | Box: 0.004 | IoU: 0.536 | LR: 0.000030 | 6379s
  Step 19150 | Loss: 6.0461 | Avg: 3.9609 | Cls: 4.494 | Box: 0.004 | IoU: 0.766 | LR: 0.000030 | 6402s
  Step 19200 | Loss: 3.6006 | Avg: 3.9613 | Cls: 2.249 | Box: 0.005 | IoU: 0.664 | LR: 0.000030 | 6423s
  Step 19250 | Loss: 3.5813 | Avg: 3.9597 | Cls: 2.955 | Box: 0.003 | IoU: 0.306 | LR: 0.000030 | 6440s
  Step 19300 | Loss: 4.7731 | Avg: 3.9613 | Cls: 3.147 | Box: 0.003 | IoU: 0.806 | LR: 0.000030 | 6457s
  Step 19350 | Loss: 5.3470 | Avg: 3.9603 | Cls: 4.078 | Box: 0.001 | IoU: 0.631 | LR: 0.000030 | 6472s
  Step 19400 | Loss: 3.1382 | Avg: 3.9593 | Cls: 1.961 | Box: 0.009 | IoU: 0.567 | LR: 0.000030 | 6488s
  Step 19450 | Loss: 5.1759 | Avg: 3.9603 | Cls: 3.906 | Box: 0.003 | IoU: 0.628 | LR: 0.000030 | 6504s
  Step 19500 | Loss: 4.9622 | Avg: 3.9586 | Cls: 3.172 | Box: 0.007 | IoU: 0.878 | LR: 0.000030 | 6520s
  💾 Checkpoint: checkpoints/oculus_detection_v2/step_019500
  Step 19550 | Loss: 5.3624 | Avg: 3.9577 | Cls: 3.713 | Box: 0.002 | IoU: 0.819 | LR: 0.000030 | 6540s
  Step 19600 | Loss: 5.0495 | Avg: 3.9596 | Cls: 4.093 | Box: 0.002 | IoU: 0.473 | LR: 0.000030 | 6556s
  Step 19650 | Loss: 3.6313 | Avg: 3.9601 | Cls: 2.870 | Box: 0.003 | IoU: 0.373 | LR: 0.000030 | 6572s
  Step 19700 | Loss: 3.6497 | Avg: 3.9621 | Cls: 2.538 | Box: 0.002 | IoU: 0.552 | LR: 0.000030 | 6588s
  Step 19750 | Loss: 3.8029 | Avg: 3.9627 | Cls: 2.397 | Box: 0.005 | IoU: 0.691 | LR: 0.000030 | 6606s
  Step 19800 | Loss: 3.4012 | Avg: 3.9649 | Cls: 2.370 | Box: 0.003 | IoU: 0.508 | LR: 0.000030 | 6656s

  ✓ Epoch 4 | Avg: 3.9643 | Cls: 2.718 | Box: 0.005 | GIoU: 0.000

============================================================
💾 Saving Final Model
============================================================
  💾 Checkpoint: checkpoints/oculus_detection_v2/final
✅ Training complete! Model: checkpoints/oculus_detection_v2/final

============================================================
📊 RUNNING BENCHMARKS
============================================================
======================================================================
🔮 OCULUS BENCHMARK EVALUATION SUITE
======================================================================
Model: checkpoints/oculus_detection_v2/final

[Loading Model]
  ✓ Loaded projector from checkpoints/oculus_detection_v2/final
  ✓ Loaded trained detection heads
[Oculus] Loading vision encoders...

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  ✓ SigLIP: google/siglip-base-patch16-224
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The tied weights mapping and config for this model specifies to tie text_decoder.bert.embeddings.word_embeddings.weight to text_decoder.cls.predictions.decoder.weight, but both are present in the checkpoints, so we will NOT tie them. You should update the config with `tie_word_embeddings=False` to silence this warning
BlipForConditionalGeneration LOAD REPORT from: Salesforce/blip-image-captioning-base
Key                                       | Status     |  | 
------------------------------------------+------------+--+-
text_decoder.bert.embeddings.position_ids | UNEXPECTED |  | 

Notes:
- UNEXPECTED	:can be ignored when loading from different task/architecture; not ok if you expect identical arch.

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The tied weights mapping and config for this model specifies to tie text_decoder.bert.embeddings.word_embeddings.weight to text_decoder.cls.predictions.decoder.weight, but both are present in the checkpoints, so we will NOT tie them. You should update the config with `tie_word_embeddings=False` to silence this warning
BlipForQuestionAnswering LOAD REPORT from: Salesforce/blip-vqa-base
Key                                       | Status     |  | 
------------------------------------------+------------+--+-
text_encoder.embeddings.position_ids      | UNEXPECTED |  | 
text_decoder.bert.embeddings.position_ids | UNEXPECTED |  | 

Notes:
- UNEXPECTED	:can be ignored when loading from different task/architecture; not ok if you expect identical arch.
  ✓ BLIP (captioning + VQA)
  Loaded 100 COCO samples

📦 COCO Detection Benchmark
----------------------------------------
  Progress: 0/100
  [Adapter] Creating vision adapter: 1792 -> 2048
  Progress: 50/100
  Mean IoU: 0.1759
  Accuracy (IoU>0.5 + correct class): 0.0272
  Loaded 0 counting samples

🔢 Counting Benchmark
----------------------------------------
  Exact Accuracy: 0.00%
  Within-1 Accuracy: 0.00%
  Mean Absolute Error: 0.00
  Loaded 0 VQA samples

❓ VQA Benchmark
----------------------------------------
  Accuracy: 0.00% (0/0)

======================================================================
📊 BENCHMARK SUMMARY
======================================================================

coco_detection:
  mean_iou: 0.1759
  accuracy: 0.0272
  num_samples: 100

counting:
  exact_accuracy: 0.0000
  within_one_accuracy: 0.0000
  mae: 0.0000
  total: 0

vqa:
  accuracy: 0.0000
  correct: 0
  total: 0

💾 Results saved to: checkpoints/oculus_detection_v2/final/benchmark_results.json