training_results.txt

Epoch 1/20
4/4 [==============================] - 77s 19s/step - loss: 4.3771 - rpn_class_loss: 0.2988 - rpn_bbox_loss: 1.8877 - mrcnn_class_loss: 0.3299 - mrcnn_bbox_loss: 0.9942 - mrcnn_mask_loss: 0.8665 - val_loss: 5.4736 - val_rpn_class_loss: 0.4526 - val_rpn_bbox_loss: 3.2057 - val_mrcnn_class_loss: 0.1969 - val_mrcnn_bbox_loss: 0.8998 - val_mrcnn_mask_loss: 0.7186
Epoch 2/20
4/4 [==============================] - 34s 9s/step - loss: 4.7096 - rpn_class_loss: 0.2795 - rpn_bbox_loss: 2.4749 - mrcnn_class_loss: 0.3384 - mrcnn_bbox_loss: 0.8388 - mrcnn_mask_loss: 0.7779 - val_loss: 5.1544 - val_rpn_class_loss: 0.4499 - val_rpn_bbox_loss: 3.0424 - val_mrcnn_class_loss: 0.1919 - val_mrcnn_bbox_loss: 0.8339 - val_mrcnn_mask_loss: 0.6363
Epoch 3/20
4/4 [==============================] - 35s 9s/step - loss: 5.0169 - rpn_class_loss: 0.6613 - rpn_bbox_loss: 2.5102 - mrcnn_class_loss: 0.2641 - mrcnn_bbox_loss: 0.8728 - mrcnn_mask_loss: 0.7084 - val_loss: 5.2908 - val_rpn_class_loss: 0.4530 - val_rpn_bbox_loss: 3.2057 - val_mrcnn_class_loss: 0.1784 - val_mrcnn_bbox_loss: 0.8449 - val_mrcnn_mask_loss: 0.6087
Epoch 4/20
4/4 [==============================] - 35s 9s/step - loss: 4.9625 - rpn_class_loss: 0.4266 - rpn_bbox_loss: 2.8895 - mrcnn_class_loss: 0.3757 - mrcnn_bbox_loss: 0.5905 - mrcnn_mask_loss: 0.6801 - val_loss: 5.2261 - val_rpn_class_loss: 0.4796 - val_rpn_bbox_loss: 3.0221 - val_mrcnn_class_loss: 0.2041 - val_mrcnn_bbox_loss: 0.9249 - val_mrcnn_mask_loss: 0.5955
Epoch 5/20
4/4 [==============================] - 35s 9s/step - loss: 5.7060 - rpn_class_loss: 0.3176 - rpn_bbox_loss: 3.5533 - mrcnn_class_loss: 0.1356 - mrcnn_bbox_loss: 1.0293 - mrcnn_mask_loss: 0.6702 - val_loss: 5.2917 - val_rpn_class_loss: 0.4526 - val_rpn_bbox_loss: 3.1720 - val_mrcnn_class_loss: 0.1723 - val_mrcnn_bbox_loss: 0.9272 - val_mrcnn_mask_loss: 0.5677
Epoch 6/20
4/4 [==============================] - 35s 9s/step - loss: 5.1299 - rpn_class_loss: 0.3119 - rpn_bbox_loss: 3.8910 - mrcnn_class_loss: 0.0966 - mrcnn_bbox_loss: 0.5184 - mrcnn_mask_loss: 0.3119 - val_loss: 5.2772 - val_rpn_class_loss: 0.4454 - val_rpn_bbox_loss: 3.2829 - val_mrcnn_class_loss: 0.1583 - val_mrcnn_bbox_loss: 0.8521 - val_mrcnn_mask_loss: 0.5384
Epoch 7/20
4/4 [==============================] - 35s 9s/step - loss: 4.3758 - rpn_class_loss: 0.3947 - rpn_bbox_loss: 3.0238 - mrcnn_class_loss: 0.0737 - mrcnn_bbox_loss: 0.4972 - mrcnn_mask_loss: 0.3864 - val_loss: 5.0990 - val_rpn_class_loss: 0.4625 - val_rpn_bbox_loss: 3.0978 - val_mrcnn_class_loss: 0.1535 - val_mrcnn_bbox_loss: 0.8098 - val_mrcnn_mask_loss: 0.5754
Epoch 8/20
4/4 [==============================] - 35s 9s/step - loss: 5.0478 - rpn_class_loss: 0.4810 - rpn_bbox_loss: 2.7356 - mrcnn_class_loss: 0.4230 - mrcnn_bbox_loss: 0.8059 - mrcnn_mask_loss: 0.6023 - val_loss: 5.0937 - val_rpn_class_loss: 0.4622 - val_rpn_bbox_loss: 3.0944 - val_mrcnn_class_loss: 0.1564 - val_mrcnn_bbox_loss: 0.7955 - val_mrcnn_mask_loss: 0.5852
Epoch 9/20
4/4 [==============================] - 35s 9s/step - loss: 3.9743 - rpn_class_loss: 0.4179 - rpn_bbox_loss: 2.6904 - mrcnn_class_loss: 0.1021 - mrcnn_bbox_loss: 0.4223 - mrcnn_mask_loss: 0.3417 - val_loss: 5.1162 - val_rpn_class_loss: 0.4461 - val_rpn_bbox_loss: 3.1777 - val_mrcnn_class_loss: 0.1454 - val_mrcnn_bbox_loss: 0.7916 - val_mrcnn_mask_loss: 0.5555
Epoch 10/20
4/4 [==============================] - 35s 9s/step - loss: 5.1841 - rpn_class_loss: 0.3120 - rpn_bbox_loss: 3.2495 - mrcnn_class_loss: 0.1510 - mrcnn_bbox_loss: 0.8353 - mrcnn_mask_loss: 0.6363 - val_loss: 5.1421 - val_rpn_class_loss: 0.4588 - val_rpn_bbox_loss: 3.1964 - val_mrcnn_class_loss: 0.1435 - val_mrcnn_bbox_loss: 0.7926 - val_mrcnn_mask_loss: 0.5507
Epoch 11/20
4/4 [==============================] - 35s 9s/step - loss: 4.2077 - rpn_class_loss: 0.6626 - rpn_bbox_loss: 2.5329 - mrcnn_class_loss: 0.2016 - mrcnn_bbox_loss: 0.5052 - mrcnn_mask_loss: 0.3055 - val_loss: 5.0796 - val_rpn_class_loss: 0.4700 - val_rpn_bbox_loss: 3.0264 - val_mrcnn_class_loss: 0.1477 - val_mrcnn_bbox_loss: 0.8569 - val_mrcnn_mask_loss: 0.5785
Epoch 12/20
4/4 [==============================] - 35s 9s/step - loss: 4.8810 - rpn_class_loss: 0.5272 - rpn_bbox_loss: 2.6703 - mrcnn_class_loss: 0.0785 - mrcnn_bbox_loss: 0.9320 - mrcnn_mask_loss: 0.6731 - val_loss: 5.1845 - val_rpn_class_loss: 0.4466 - val_rpn_bbox_loss: 3.2269 - val_mrcnn_class_loss: 0.1422 - val_mrcnn_bbox_loss: 0.8014 - val_mrcnn_mask_loss: 0.5674
Epoch 13/20
4/4 [==============================] - 35s 9s/step - loss: 5.7899 - rpn_class_loss: 0.5294 - rpn_bbox_loss: 3.5515 - mrcnn_class_loss: 0.0718 - mrcnn_bbox_loss: 0.9107 - mrcnn_mask_loss: 0.7264 - val_loss: 5.0641 - val_rpn_class_loss: 0.4451 - val_rpn_bbox_loss: 3.1201 - val_mrcnn_class_loss: 0.1487 - val_mrcnn_bbox_loss: 0.7863 - val_mrcnn_mask_loss: 0.5639
Epoch 14/20
4/4 [==============================] - 35s 9s/step - loss: 4.3428 - rpn_class_loss: 0.2202 - rpn_bbox_loss: 2.4305 - mrcnn_class_loss: 0.1134 - mrcnn_bbox_loss: 0.8932 - mrcnn_mask_loss: 0.6854 - val_loss: 5.0600 - val_rpn_class_loss: 0.4618 - val_rpn_bbox_loss: 3.1408 - val_mrcnn_class_loss: 0.1360 - val_mrcnn_bbox_loss: 0.7671 - val_mrcnn_mask_loss: 0.5542
Epoch 15/20
4/4 [==============================] - 35s 9s/step - loss: 4.5673 - rpn_class_loss: 0.3234 - rpn_bbox_loss: 2.5633 - mrcnn_class_loss: 0.1401 - mrcnn_bbox_loss: 0.9301 - mrcnn_mask_loss: 0.6103 - val_loss: 5.0507 - val_rpn_class_loss: 0.4515 - val_rpn_bbox_loss: 3.2209 - val_mrcnn_class_loss: 0.1280 - val_mrcnn_bbox_loss: 0.7179 - val_mrcnn_mask_loss: 0.5323
Epoch 16/20
4/4 [==============================] - 35s 9s/step - loss: 5.2067 - rpn_class_loss: 0.4863 - rpn_bbox_loss: 3.0315 - mrcnn_class_loss: 0.0682 - mrcnn_bbox_loss: 0.9464 - mrcnn_mask_loss: 0.6743 - val_loss: 5.0108 - val_rpn_class_loss: 0.4583 - val_rpn_bbox_loss: 3.1320 - val_mrcnn_class_loss: 0.1365 - val_mrcnn_bbox_loss: 0.7231 - val_mrcnn_mask_loss: 0.5609
Epoch 17/20
4/4 [==============================] - 35s 9s/step - loss: 4.5049 - rpn_class_loss: 0.5083 - rpn_bbox_loss: 2.3532 - mrcnn_class_loss: 0.1568 - mrcnn_bbox_loss: 0.8926 - mrcnn_mask_loss: 0.5939 - val_loss: 4.9976 - val_rpn_class_loss: 0.4517 - val_rpn_bbox_loss: 3.1586 - val_mrcnn_class_loss: 0.1346 - val_mrcnn_bbox_loss: 0.7034 - val_mrcnn_mask_loss: 0.5492
Epoch 18/20
4/4 [==============================] - 35s 9s/step - loss: 5.4132 - rpn_class_loss: 0.5659 - rpn_bbox_loss: 2.8916 - mrcnn_class_loss: 0.1842 - mrcnn_bbox_loss: 1.0914 - mrcnn_mask_loss: 0.6802 - val_loss: 4.9800 - val_rpn_class_loss: 0.4540 - val_rpn_bbox_loss: 3.0794 - val_mrcnn_class_loss: 0.1370 - val_mrcnn_bbox_loss: 0.7359 - val_mrcnn_mask_loss: 0.5737
Epoch 19/20
4/4 [==============================] - 35s 9s/step - loss: 4.7158 - rpn_class_loss: 0.6036 - rpn_bbox_loss: 2.6211 - mrcnn_class_loss: 0.1768 - mrcnn_bbox_loss: 0.6565 - mrcnn_mask_loss: 0.6577 - val_loss: 4.9926 - val_rpn_class_loss: 0.4648 - val_rpn_bbox_loss: 3.1051 - val_mrcnn_class_loss: 0.1457 - val_mrcnn_bbox_loss: 0.7180 - val_mrcnn_mask_loss: 0.5590
Epoch 20/20
4/4 [==============================] - 35s 9s/step - loss: 4.5762 - rpn_class_loss: 0.5522 - rpn_bbox_loss: 2.3786 - mrcnn_class_loss: 0.2206 - mrcnn_bbox_loss: 0.8537 - mrcnn_mask_loss: 0.5711 - val_loss: 5.0723 - val_rpn_class_loss: 0.4321 - val_rpn_bbox_loss: 3.2986 - val_mrcnn_class_loss: 0.1110 - val_mrcnn_bbox_loss: 0.7001 - val_mrcnn_mask_loss: 0.5304
Epoch 21/60
4/4 [==============================] - 78s 20s/step - loss: 4.2141 - rpn_class_loss: 0.1961 - rpn_bbox_loss: 2.5038 - mrcnn_class_loss: 0.1976 - mrcnn_bbox_loss: 0.6382 - mrcnn_mask_loss: 0.6784 - val_loss: 5.0627 - val_rpn_class_loss: 0.4523 - val_rpn_bbox_loss: 3.2057 - val_mrcnn_class_loss: 0.1288 - val_mrcnn_bbox_loss: 0.7196 - val_mrcnn_mask_loss: 0.5562
Epoch 22/60
4/4 [==============================] - 35s 9s/step - loss: 5.0791 - rpn_class_loss: 0.5175 - rpn_bbox_loss: 3.1092 - mrcnn_class_loss: 0.0579 - mrcnn_bbox_loss: 0.7688 - mrcnn_mask_loss: 0.6257 - val_loss: 4.9744 - val_rpn_class_loss: 0.4683 - val_rpn_bbox_loss: 3.0997 - val_mrcnn_class_loss: 0.1358 - val_mrcnn_bbox_loss: 0.7239 - val_mrcnn_mask_loss: 0.5466
Epoch 23/60
4/4 [==============================] - 35s 9s/step - loss: 5.6259 - rpn_class_loss: 0.4294 - rpn_bbox_loss: 3.5996 - mrcnn_class_loss: 0.0251 - mrcnn_bbox_loss: 0.8407 - mrcnn_mask_loss: 0.7310 - val_loss: 4.9749 - val_rpn_class_loss: 0.4452 - val_rpn_bbox_loss: 3.0871 - val_mrcnn_class_loss: 0.1363 - val_mrcnn_bbox_loss: 0.7454 - val_mrcnn_mask_loss: 0.5608
Epoch 24/60
4/4 [==============================] - 35s 9s/step - loss: 4.9077 - rpn_class_loss: 0.5302 - rpn_bbox_loss: 2.9337 - mrcnn_class_loss: 0.1303 - mrcnn_bbox_loss: 0.6862 - mrcnn_mask_loss: 0.6274 - val_loss: 5.0490 - val_rpn_class_loss: 0.4532 - val_rpn_bbox_loss: 3.1440 - val_mrcnn_class_loss: 0.1468 - val_mrcnn_bbox_loss: 0.7448 - val_mrcnn_mask_loss: 0.5602
Epoch 25/60
4/4 [==============================] - 35s 9s/step - loss: 5.1763 - rpn_class_loss: 0.7113 - rpn_bbox_loss: 3.6645 - mrcnn_class_loss: 0.0738 - mrcnn_bbox_loss: 0.3969 - mrcnn_mask_loss: 0.3298 - val_loss: 5.0689 - val_rpn_class_loss: 0.4600 - val_rpn_bbox_loss: 3.1964 - val_mrcnn_class_loss: 0.1340 - val_mrcnn_bbox_loss: 0.7245 - val_mrcnn_mask_loss: 0.5540
Epoch 26/60
4/4 [==============================] - 35s 9s/step - loss: 4.3063 - rpn_class_loss: 0.3085 - rpn_bbox_loss: 2.2864 - mrcnn_class_loss: 0.2702 - mrcnn_bbox_loss: 0.7853 - mrcnn_mask_loss: 0.6558 - val_loss: 5.0033 - val_rpn_class_loss: 0.4569 - val_rpn_bbox_loss: 3.0873 - val_mrcnn_class_loss: 0.1228 - val_mrcnn_bbox_loss: 0.7651 - val_mrcnn_mask_loss: 0.5712
Epoch 27/60
4/4 [==============================] - 35s 9s/step - loss: 6.1718 - rpn_class_loss: 0.4403 - rpn_bbox_loss: 4.2043 - mrcnn_class_loss: 0.0960 - mrcnn_bbox_loss: 0.7979 - mrcnn_mask_loss: 0.6333 - val_loss: 5.0423 - val_rpn_class_loss: 0.4670 - val_rpn_bbox_loss: 3.1784 - val_mrcnn_class_loss: 0.1264 - val_mrcnn_bbox_loss: 0.7305 - val_mrcnn_mask_loss: 0.5401
Epoch 28/60
4/4 [==============================] - 35s 9s/step - loss: 4.4004 - rpn_class_loss: 0.3384 - rpn_bbox_loss: 2.4106 - mrcnn_class_loss: 0.2344 - mrcnn_bbox_loss: 0.8057 - mrcnn_mask_loss: 0.6113 - val_loss: 5.1273 - val_rpn_class_loss: 0.4366 - val_rpn_bbox_loss: 3.1920 - val_mrcnn_class_loss: 0.1215 - val_mrcnn_bbox_loss: 0.8213 - val_mrcnn_mask_loss: 0.5558
Epoch 29/60
4/4 [==============================] - 35s 9s/step - loss: 5.1849 - rpn_class_loss: 0.2775 - rpn_bbox_loss: 3.1064 - mrcnn_class_loss: 0.1104 - mrcnn_bbox_loss: 0.9802 - mrcnn_mask_loss: 0.7104 - val_loss: 5.1241 - val_rpn_class_loss: 0.4621 - val_rpn_bbox_loss: 3.1418 - val_mrcnn_class_loss: 0.1260 - val_mrcnn_bbox_loss: 0.8217 - val_mrcnn_mask_loss: 0.5725
Epoch 30/60
4/4 [==============================] - 35s 9s/step - loss: 4.1551 - rpn_class_loss: 0.3777 - rpn_bbox_loss: 2.1388 - mrcnn_class_loss: 0.1097 - mrcnn_bbox_loss: 0.9283 - mrcnn_mask_loss: 0.6006 - val_loss: 5.0599 - val_rpn_class_loss: 0.4530 - val_rpn_bbox_loss: 3.1745 - val_mrcnn_class_loss: 0.1265 - val_mrcnn_bbox_loss: 0.7499 - val_mrcnn_mask_loss: 0.5560
Epoch 31/60
4/4 [==============================] - 35s 9s/step - loss: 5.2658 - rpn_class_loss: 0.3597 - rpn_bbox_loss: 3.3772 - mrcnn_class_loss: 0.0912 - mrcnn_bbox_loss: 0.7152 - mrcnn_mask_loss: 0.7225 - val_loss: 4.9990 - val_rpn_class_loss: 0.4603 - val_rpn_bbox_loss: 3.1081 - val_mrcnn_class_loss: 0.1327 - val_mrcnn_bbox_loss: 0.7450 - val_mrcnn_mask_loss: 0.5530
Epoch 32/60
4/4 [==============================] - 35s 9s/step - loss: 5.2877 - rpn_class_loss: 0.3129 - rpn_bbox_loss: 3.5167 - mrcnn_class_loss: 0.0660 - mrcnn_bbox_loss: 0.6861 - mrcnn_mask_loss: 0.7061 - val_loss: 5.0090 - val_rpn_class_loss: 0.4501 - val_rpn_bbox_loss: 3.1320 - val_mrcnn_class_loss: 0.1212 - val_mrcnn_bbox_loss: 0.7393 - val_mrcnn_mask_loss: 0.5664
Epoch 33/60
4/4 [==============================] - 35s 9s/step - loss: 4.2652 - rpn_class_loss: 0.3290 - rpn_bbox_loss: 2.4419 - mrcnn_class_loss: 0.0947 - mrcnn_bbox_loss: 0.7208 - mrcnn_mask_loss: 0.6787 - val_loss: 5.0739 - val_rpn_class_loss: 0.4640 - val_rpn_bbox_loss: 3.1592 - val_mrcnn_class_loss: 0.1308 - val_mrcnn_bbox_loss: 0.7061 - val_mrcnn_mask_loss: 0.6138
Epoch 34/60
4/4 [==============================] - 35s 9s/step - loss: 5.8787 - rpn_class_loss: 0.6534 - rpn_bbox_loss: 3.6417 - mrcnn_class_loss: 0.0752 - mrcnn_bbox_loss: 0.8582 - mrcnn_mask_loss: 0.6502 - val_loss: 4.9693 - val_rpn_class_loss: 0.4550 - val_rpn_bbox_loss: 3.1511 - val_mrcnn_class_loss: 0.1257 - val_mrcnn_bbox_loss: 0.6705 - val_mrcnn_mask_loss: 0.5670
Epoch 35/60
4/4 [==============================] - 35s 9s/step - loss: 5.7142 - rpn_class_loss: 0.2264 - rpn_bbox_loss: 3.8315 - mrcnn_class_loss: 0.0281 - mrcnn_bbox_loss: 0.8705 - mrcnn_mask_loss: 0.7577 - val_loss: 4.9663 - val_rpn_class_loss: 0.4522 - val_rpn_bbox_loss: 3.1586 - val_mrcnn_class_loss: 0.1219 - val_mrcnn_bbox_loss: 0.6861 - val_mrcnn_mask_loss: 0.5475
Epoch 36/60
4/4 [==============================] - 35s 9s/step - loss: 5.0321 - rpn_class_loss: 0.3545 - rpn_bbox_loss: 3.3442 - mrcnn_class_loss: 0.1330 - mrcnn_bbox_loss: 0.6210 - mrcnn_mask_loss: 0.5795 - val_loss: 4.9826 - val_rpn_class_loss: 0.4535 - val_rpn_bbox_loss: 3.1104 - val_mrcnn_class_loss: 0.1246 - val_mrcnn_bbox_loss: 0.7188 - val_mrcnn_mask_loss: 0.5753
Epoch 37/60
4/4 [==============================] - 35s 9s/step - loss: 5.6440 - rpn_class_loss: 0.4494 - rpn_bbox_loss: 3.6249 - mrcnn_class_loss: 0.1465 - mrcnn_bbox_loss: 0.7486 - mrcnn_mask_loss: 0.6746 - val_loss: 4.9568 - val_rpn_class_loss: 0.4658 - val_rpn_bbox_loss: 3.1279 - val_mrcnn_class_loss: 0.1286 - val_mrcnn_bbox_loss: 0.6660 - val_mrcnn_mask_loss: 0.5684
Epoch 38/60
4/4 [==============================] - 35s 9s/step - loss: 4.5442 - rpn_class_loss: 0.4877 - rpn_bbox_loss: 2.3121 - mrcnn_class_loss: 0.0858 - mrcnn_bbox_loss: 1.0123 - mrcnn_mask_loss: 0.6463 - val_loss: 4.9407 - val_rpn_class_loss: 0.4501 - val_rpn_bbox_loss: 3.1816 - val_mrcnn_class_loss: 0.1217 - val_mrcnn_bbox_loss: 0.6486 - val_mrcnn_mask_loss: 0.5388
Epoch 39/60
4/4 [==============================] - 35s 9s/step - loss: 4.3964 - rpn_class_loss: 0.3067 - rpn_bbox_loss: 2.8098 - mrcnn_class_loss: 0.0692 - mrcnn_bbox_loss: 0.5606 - mrcnn_mask_loss: 0.6502 - val_loss: 5.0010 - val_rpn_class_loss: 0.4489 - val_rpn_bbox_loss: 3.1223 - val_mrcnn_class_loss: 0.1287 - val_mrcnn_bbox_loss: 0.7203 - val_mrcnn_mask_loss: 0.5808
Epoch 40/60
4/4 [==============================] - 35s 9s/step - loss: 4.8682 - rpn_class_loss: 0.2168 - rpn_bbox_loss: 3.2476 - mrcnn_class_loss: 0.1152 - mrcnn_bbox_loss: 0.6965 - mrcnn_mask_loss: 0.5922 - val_loss: 5.0159 - val_rpn_class_loss: 0.4677 - val_rpn_bbox_loss: 3.1311 - val_mrcnn_class_loss: 0.1348 - val_mrcnn_bbox_loss: 0.7031 - val_mrcnn_mask_loss: 0.5792
Epoch 41/60
4/4 [==============================] - 36s 9s/step - loss: 5.0398 - rpn_class_loss: 0.3107 - rpn_bbox_loss: 3.1402 - mrcnn_class_loss: 0.0741 - mrcnn_bbox_loss: 0.8022 - mrcnn_mask_loss: 0.7126 - val_loss: 4.9238 - val_rpn_class_loss: 0.4417 - val_rpn_bbox_loss: 3.2050 - val_mrcnn_class_loss: 0.1114 - val_mrcnn_bbox_loss: 0.6364 - val_mrcnn_mask_loss: 0.5292
Epoch 42/60
4/4 [==============================] - 35s 9s/step - loss: 4.5235 - rpn_class_loss: 0.3175 - rpn_bbox_loss: 2.8551 - mrcnn_class_loss: 0.0958 - mrcnn_bbox_loss: 0.6264 - mrcnn_mask_loss: 0.6288 - val_loss: 4.9662 - val_rpn_class_loss: 0.4653 - val_rpn_bbox_loss: 3.1518 - val_mrcnn_class_loss: 0.1244 - val_mrcnn_bbox_loss: 0.6691 - val_mrcnn_mask_loss: 0.5556
Epoch 43/60
4/4 [==============================] - 35s 9s/step - loss: 3.3932 - rpn_class_loss: 0.1287 - rpn_bbox_loss: 1.8200 - mrcnn_class_loss: 0.1011 - mrcnn_bbox_loss: 0.6518 - mrcnn_mask_loss: 0.6915 - val_loss: 5.0373 - val_rpn_class_loss: 0.4547 - val_rpn_bbox_loss: 3.1449 - val_mrcnn_class_loss: 0.1201 - val_mrcnn_bbox_loss: 0.7611 - val_mrcnn_mask_loss: 0.5565
Epoch 44/60
4/4 [==============================] - 35s 9s/step - loss: 4.6570 - rpn_class_loss: 0.5796 - rpn_bbox_loss: 2.5466 - mrcnn_class_loss: 0.0867 - mrcnn_bbox_loss: 0.8193 - mrcnn_mask_loss: 0.6249 - val_loss: 5.0258 - val_rpn_class_loss: 0.4512 - val_rpn_bbox_loss: 3.1642 - val_mrcnn_class_loss: 0.1226 - val_mrcnn_bbox_loss: 0.7390 - val_mrcnn_mask_loss: 0.5488
Epoch 45/60
4/4 [==============================] - 35s 9s/step - loss: 4.7991 - rpn_class_loss: 0.7205 - rpn_bbox_loss: 2.4417 - mrcnn_class_loss: 0.1828 - mrcnn_bbox_loss: 0.8647 - mrcnn_mask_loss: 0.5894 - val_loss: 4.9406 - val_rpn_class_loss: 0.4597 - val_rpn_bbox_loss: 3.1395 - val_mrcnn_class_loss: 0.1137 - val_mrcnn_bbox_loss: 0.6871 - val_mrcnn_mask_loss: 0.5405
Epoch 46/60
4/4 [==============================] - 35s 9s/step - loss: 4.5206 - rpn_class_loss: 0.3631 - rpn_bbox_loss: 2.4835 - mrcnn_class_loss: 0.1326 - mrcnn_bbox_loss: 0.9667 - mrcnn_mask_loss: 0.5748 - val_loss: 5.0304 - val_rpn_class_loss: 0.4555 - val_rpn_bbox_loss: 3.1191 - val_mrcnn_class_loss: 0.1225 - val_mrcnn_bbox_loss: 0.7413 - val_mrcnn_mask_loss: 0.5919
Epoch 47/60
4/4 [==============================] - 35s 9s/step - loss: 3.4845 - rpn_class_loss: 0.2753 - rpn_bbox_loss: 1.6891 - mrcnn_class_loss: 0.2126 - mrcnn_bbox_loss: 0.6705 - mrcnn_mask_loss: 0.6370 - val_loss: 5.0485 - val_rpn_class_loss: 0.4522 - val_rpn_bbox_loss: 3.2165 - val_mrcnn_class_loss: 0.1301 - val_mrcnn_bbox_loss: 0.7053 - val_mrcnn_mask_loss: 0.5444
Epoch 48/60
4/4 [==============================] - 35s 9s/step - loss: 2.9635 - rpn_class_loss: 0.2854 - rpn_bbox_loss: 1.9025 - mrcnn_class_loss: 0.0581 - mrcnn_bbox_loss: 0.4383 - mrcnn_mask_loss: 0.2792 - val_loss: 4.9316 - val_rpn_class_loss: 0.4609 - val_rpn_bbox_loss: 3.0517 - val_mrcnn_class_loss: 0.1409 - val_mrcnn_bbox_loss: 0.7390 - val_mrcnn_mask_loss: 0.5392
Epoch 49/60
4/4 [==============================] - 35s 9s/step - loss: 5.0155 - rpn_class_loss: 0.3874 - rpn_bbox_loss: 3.8676 - mrcnn_class_loss: 0.0919 - mrcnn_bbox_loss: 0.3476 - mrcnn_mask_loss: 0.3209 - val_loss: 5.1087 - val_rpn_class_loss: 0.4485 - val_rpn_bbox_loss: 3.1735 - val_mrcnn_class_loss: 0.1305 - val_mrcnn_bbox_loss: 0.7939 - val_mrcnn_mask_loss: 0.5622
Epoch 50/60
4/4 [==============================] - 35s 9s/step - loss: 4.7760 - rpn_class_loss: 0.5115 - rpn_bbox_loss: 2.5014 - mrcnn_class_loss: 0.1078 - mrcnn_bbox_loss: 1.0033 - mrcnn_mask_loss: 0.6521 - val_loss: 5.0039 - val_rpn_class_loss: 0.4613 - val_rpn_bbox_loss: 3.1399 - val_mrcnn_class_loss: 0.1270 - val_mrcnn_bbox_loss: 0.7237 - val_mrcnn_mask_loss: 0.5519
Epoch 51/60
4/4 [==============================] - 35s 9s/step - loss: 5.2237 - rpn_class_loss: 0.6172 - rpn_bbox_loss: 3.2543 - mrcnn_class_loss: 0.1493 - mrcnn_bbox_loss: 0.6104 - mrcnn_mask_loss: 0.5924 - val_loss: 5.0117 - val_rpn_class_loss: 0.4571 - val_rpn_bbox_loss: 3.1359 - val_mrcnn_class_loss: 0.1224 - val_mrcnn_bbox_loss: 0.7413 - val_mrcnn_mask_loss: 0.5550
Epoch 52/60
4/4 [==============================] - 35s 9s/step - loss: 3.9216 - rpn_class_loss: 0.4113 - rpn_bbox_loss: 1.9576 - mrcnn_class_loss: 0.2389 - mrcnn_bbox_loss: 0.6943 - mrcnn_mask_loss: 0.6196 - val_loss: 4.9969 - val_rpn_class_loss: 0.4548 - val_rpn_bbox_loss: 3.1436 - val_mrcnn_class_loss: 0.1185 - val_mrcnn_bbox_loss: 0.7361 - val_mrcnn_mask_loss: 0.5438
Epoch 53/60
4/4 [==============================] - 35s 9s/step - loss: 4.6116 - rpn_class_loss: 0.5494 - rpn_bbox_loss: 2.4281 - mrcnn_class_loss: 0.1200 - mrcnn_bbox_loss: 0.8331 - mrcnn_mask_loss: 0.6810 - val_loss: 5.0231 - val_rpn_class_loss: 0.4615 - val_rpn_bbox_loss: 3.1717 - val_mrcnn_class_loss: 0.1143 - val_mrcnn_bbox_loss: 0.7158 - val_mrcnn_mask_loss: 0.5598
Epoch 54/60
4/4 [==============================] - 35s 9s/step - loss: 4.7944 - rpn_class_loss: 0.4911 - rpn_bbox_loss: 2.6841 - mrcnn_class_loss: 0.2030 - mrcnn_bbox_loss: 0.7393 - mrcnn_mask_loss: 0.6769 - val_loss: 4.9543 - val_rpn_class_loss: 0.4501 - val_rpn_bbox_loss: 3.1498 - val_mrcnn_class_loss: 0.1231 - val_mrcnn_bbox_loss: 0.6938 - val_mrcnn_mask_loss: 0.5374
Epoch 55/60
4/4 [==============================] - 35s 9s/step - loss: 4.2298 - rpn_class_loss: 0.4213 - rpn_bbox_loss: 2.4513 - mrcnn_class_loss: 0.0775 - mrcnn_bbox_loss: 0.7259 - mrcnn_mask_loss: 0.5537 - val_loss: 4.9622 - val_rpn_class_loss: 0.4545 - val_rpn_bbox_loss: 3.1595 - val_mrcnn_class_loss: 0.1164 - val_mrcnn_bbox_loss: 0.6948 - val_mrcnn_mask_loss: 0.5371
Epoch 56/60
4/4 [==============================] - 35s 9s/step - loss: 4.7168 - rpn_class_loss: 0.3867 - rpn_bbox_loss: 3.1589 - mrcnn_class_loss: 0.0420 - mrcnn_bbox_loss: 0.4378 - mrcnn_mask_loss: 0.6915 - val_loss: 4.9184 - val_rpn_class_loss: 0.4546 - val_rpn_bbox_loss: 3.1029 - val_mrcnn_class_loss: 0.1142 - val_mrcnn_bbox_loss: 0.6956 - val_mrcnn_mask_loss: 0.5511
Epoch 57/60
4/4 [==============================] - 35s 9s/step - loss: 5.2594 - rpn_class_loss: 0.5681 - rpn_bbox_loss: 3.1466 - mrcnn_class_loss: 0.1576 - mrcnn_bbox_loss: 0.7112 - mrcnn_mask_loss: 0.6759 - val_loss: 4.9975 - val_rpn_class_loss: 0.4600 - val_rpn_bbox_loss: 3.1809 - val_mrcnn_class_loss: 0.1157 - val_mrcnn_bbox_loss: 0.6910 - val_mrcnn_mask_loss: 0.5499
Epoch 58/60
4/4 [==============================] - 35s 9s/step - loss: 5.5993 - rpn_class_loss: 0.3759 - rpn_bbox_loss: 3.6613 - mrcnn_class_loss: 0.1417 - mrcnn_bbox_loss: 0.7411 - mrcnn_mask_loss: 0.6793 - val_loss: 5.0459 - val_rpn_class_loss: 0.4504 - val_rpn_bbox_loss: 3.1559 - val_mrcnn_class_loss: 0.1221 - val_mrcnn_bbox_loss: 0.7613 - val_mrcnn_mask_loss: 0.5561
Epoch 59/60
4/4 [==============================] - 35s 9s/step - loss: 4.3998 - rpn_class_loss: 0.5343 - rpn_bbox_loss: 2.6913 - mrcnn_class_loss: 0.0358 - mrcnn_bbox_loss: 0.4680 - mrcnn_mask_loss: 0.6704 - val_loss: 5.0150 - val_rpn_class_loss: 0.4596 - val_rpn_bbox_loss: 3.1151 - val_mrcnn_class_loss: 0.1334 - val_mrcnn_bbox_loss: 0.7494 - val_mrcnn_mask_loss: 0.5576
Epoch 60/60
4/4 [==============================] - 35s 9s/step - loss: 4.0986 - rpn_class_loss: 0.5681 - rpn_bbox_loss: 2.5218 - mrcnn_class_loss: 0.0964 - mrcnn_bbox_loss: 0.5932 - mrcnn_mask_loss: 0.3191 - val_loss: 5.0112 - val_rpn_class_loss: 0.4530 - val_rpn_bbox_loss: 3.1440 - val_mrcnn_class_loss: 0.1379 - val_mrcnn_bbox_loss: 0.7124 - val_mrcnn_mask_loss: 0.5639
Epoch 1/120
4/4 [==============================] - 79s 20s/step - loss: 5.4421 - rpn_class_loss: 0.5111 - rpn_bbox_loss: 3.5576 - mrcnn_class_loss: 0.0879 - mrcnn_bbox_loss: 0.6378 - mrcnn_mask_loss: 0.6476 - val_loss: 5.0175 - val_rpn_class_loss: 0.4622 - val_rpn_bbox_loss: 3.1500 - val_mrcnn_class_loss: 0.1410 - val_mrcnn_bbox_loss: 0.7086 - val_mrcnn_mask_loss: 0.5557
Epoch 2/120
4/4 [==============================] - 36s 9s/step - loss: 4.2305 - rpn_class_loss: 0.5847 - rpn_bbox_loss: 2.9377 - mrcnn_class_loss: 0.0189 - mrcnn_bbox_loss: 0.3575 - mrcnn_mask_loss: 0.3318 - val_loss: 5.0087 - val_rpn_class_loss: 0.4489 - val_rpn_bbox_loss: 3.1079 - val_mrcnn_class_loss: 0.1329 - val_mrcnn_bbox_loss: 0.7469 - val_mrcnn_mask_loss: 0.5720
Epoch 3/120
4/4 [==============================] - 36s 9s/step - loss: 4.3668 - rpn_class_loss: 0.4914 - rpn_bbox_loss: 2.2911 - mrcnn_class_loss: 0.2208 - mrcnn_bbox_loss: 0.7121 - mrcnn_mask_loss: 0.6514 - val_loss: 5.0216 - val_rpn_class_loss: 0.4610 - val_rpn_bbox_loss: 3.2278 - val_mrcnn_class_loss: 0.1163 - val_mrcnn_bbox_loss: 0.6714 - val_mrcnn_mask_loss: 0.5450
Epoch 4/120
4/4 [==============================] - 36s 9s/step - loss: 4.9950 - rpn_class_loss: 0.3905 - rpn_bbox_loss: 3.1168 - mrcnn_class_loss: 0.0764 - mrcnn_bbox_loss: 0.7256 - mrcnn_mask_loss: 0.6857 - val_loss: 4.9383 - val_rpn_class_loss: 0.4466 - val_rpn_bbox_loss: 3.0963 - val_mrcnn_class_loss: 0.1178 - val_mrcnn_bbox_loss: 0.7106 - val_mrcnn_mask_loss: 0.5669
Epoch 5/120
4/4 [==============================] - 36s 9s/step - loss: 4.6672 - rpn_class_loss: 0.2955 - rpn_bbox_loss: 3.0276 - mrcnn_class_loss: 0.0799 - mrcnn_bbox_loss: 0.6188 - mrcnn_mask_loss: 0.6454 - val_loss: 4.9939 - val_rpn_class_loss: 0.4672 - val_rpn_bbox_loss: 3.1746 - val_mrcnn_class_loss: 0.1143 - val_mrcnn_bbox_loss: 0.6861 - val_mrcnn_mask_loss: 0.5517
Epoch 6/120
4/4 [==============================] - 36s 9s/step - loss: 5.4699 - rpn_class_loss: 0.4293 - rpn_bbox_loss: 3.5996 - mrcnn_class_loss: 0.0370 - mrcnn_bbox_loss: 0.6613 - mrcnn_mask_loss: 0.7426 - val_loss: 4.9478 - val_rpn_class_loss: 0.4555 - val_rpn_bbox_loss: 3.0508 - val_mrcnn_class_loss: 0.1392 - val_mrcnn_bbox_loss: 0.7374 - val_mrcnn_mask_loss: 0.5649
Epoch 7/120
4/4 [==============================] - 36s 9s/step - loss: 4.3732 - rpn_class_loss: 0.6158 - rpn_bbox_loss: 2.1164 - mrcnn_class_loss: 0.1241 - mrcnn_bbox_loss: 0.8693 - mrcnn_mask_loss: 0.6477 - val_loss: 5.0374 - val_rpn_class_loss: 0.4551 - val_rpn_bbox_loss: 3.2403 - val_mrcnn_class_loss: 0.1147 - val_mrcnn_bbox_loss: 0.6875 - val_mrcnn_mask_loss: 0.5398
Epoch 8/120
4/4 [==============================] - 36s 9s/step - loss: 5.8012 - rpn_class_loss: 0.2869 - rpn_bbox_loss: 4.0702 - mrcnn_class_loss: 0.0999 - mrcnn_bbox_loss: 0.6190 - mrcnn_mask_loss: 0.7251 - val_loss: 4.9804 - val_rpn_class_loss: 0.4431 - val_rpn_bbox_loss: 3.1400 - val_mrcnn_class_loss: 0.1102 - val_mrcnn_bbox_loss: 0.7262 - val_mrcnn_mask_loss: 0.5610
Epoch 9/120
4/4 [==============================] - 36s 9s/step - loss: 4.6215 - rpn_class_loss: 0.4056 - rpn_bbox_loss: 2.6197 - mrcnn_class_loss: 0.1150 - mrcnn_bbox_loss: 0.7670 - mrcnn_mask_loss: 0.7142 - val_loss: 4.9773 - val_rpn_class_loss: 0.4717 - val_rpn_bbox_loss: 3.1099 - val_mrcnn_class_loss: 0.1207 - val_mrcnn_bbox_loss: 0.7034 - val_mrcnn_mask_loss: 0.5716
Epoch 10/120
4/4 [==============================] - 36s 9s/step - loss: 5.0261 - rpn_class_loss: 0.5489 - rpn_bbox_loss: 3.7132 - mrcnn_class_loss: 0.1030 - mrcnn_bbox_loss: 0.3389 - mrcnn_mask_loss: 0.3222 - val_loss: 5.0019 - val_rpn_class_loss: 0.4530 - val_rpn_bbox_loss: 3.1510 - val_mrcnn_class_loss: 0.1149 - val_mrcnn_bbox_loss: 0.7076 - val_mrcnn_mask_loss: 0.5754
Epoch 11/120
4/4 [==============================] - 36s 9s/step - loss: 4.4523 - rpn_class_loss: 0.3257 - rpn_bbox_loss: 2.5545 - mrcnn_class_loss: 0.1214 - mrcnn_bbox_loss: 0.7655 - mrcnn_mask_loss: 0.6852 - val_loss: 5.0240 - val_rpn_class_loss: 0.4501 - val_rpn_bbox_loss: 3.1139 - val_mrcnn_class_loss: 0.1242 - val_mrcnn_bbox_loss: 0.7431 - val_mrcnn_mask_loss: 0.5926
Epoch 12/120
4/4 [==============================] - 36s 9s/step - loss: 5.5412 - rpn_class_loss: 0.3888 - rpn_bbox_loss: 3.7124 - mrcnn_class_loss: 0.0913 - mrcnn_bbox_loss: 0.5609 - mrcnn_mask_loss: 0.7878 - val_loss: 5.0216 - val_rpn_class_loss: 0.4683 - val_rpn_bbox_loss: 3.1882 - val_mrcnn_class_loss: 0.1242 - val_mrcnn_bbox_loss: 0.6960 - val_mrcnn_mask_loss: 0.5449
Epoch 13/120
4/4 [==============================] - 36s 9s/step - loss: 4.3665 - rpn_class_loss: 0.2539 - rpn_bbox_loss: 2.6361 - mrcnn_class_loss: 0.1354 - mrcnn_bbox_loss: 0.6770 - mrcnn_mask_loss: 0.6640 - val_loss: 5.0117 - val_rpn_class_loss: 0.4410 - val_rpn_bbox_loss: 3.1236 - val_mrcnn_class_loss: 0.1199 - val_mrcnn_bbox_loss: 0.7335 - val_mrcnn_mask_loss: 0.5937
Epoch 14/120
4/4 [==============================] - 36s 9s/step - loss: 4.1236 - rpn_class_loss: 0.1758 - rpn_bbox_loss: 2.5187 - mrcnn_class_loss: 0.1449 - mrcnn_bbox_loss: 0.6150 - mrcnn_mask_loss: 0.6692 - val_loss: 5.0106 - val_rpn_class_loss: 0.4580 - val_rpn_bbox_loss: 3.2002 - val_mrcnn_class_loss: 0.1103 - val_mrcnn_bbox_loss: 0.6800 - val_mrcnn_mask_loss: 0.5622
Epoch 15/120
4/4 [==============================] - 36s 9s/step - loss: 5.5516 - rpn_class_loss: 0.3505 - rpn_bbox_loss: 3.6928 - mrcnn_class_loss: 0.0713 - mrcnn_bbox_loss: 0.7704 - mrcnn_mask_loss: 0.6666 - val_loss: 4.9400 - val_rpn_class_loss: 0.4660 - val_rpn_bbox_loss: 3.0964 - val_mrcnn_class_loss: 0.1180 - val_mrcnn_bbox_loss: 0.6937 - val_mrcnn_mask_loss: 0.5658
Epoch 16/120
4/4 [==============================] - 36s 9s/step - loss: 3.6978 - rpn_class_loss: 0.1933 - rpn_bbox_loss: 1.9329 - mrcnn_class_loss: 0.1980 - mrcnn_bbox_loss: 0.7246 - mrcnn_mask_loss: 0.6490 - val_loss: 4.9763 - val_rpn_class_loss: 0.4580 - val_rpn_bbox_loss: 3.1815 - val_mrcnn_class_loss: 0.1184 - val_mrcnn_bbox_loss: 0.6768 - val_mrcnn_mask_loss: 0.5415
Epoch 17/120
4/4 [==============================] - 36s 9s/step - loss: 4.5495 - rpn_class_loss: 0.3706 - rpn_bbox_loss: 2.7762 - mrcnn_class_loss: 0.1001 - mrcnn_bbox_loss: 0.7013 - mrcnn_mask_loss: 0.6013 - val_loss: 5.0018 - val_rpn_class_loss: 0.4541 - val_rpn_bbox_loss: 3.1488 - val_mrcnn_class_loss: 0.1131 - val_mrcnn_bbox_loss: 0.7297 - val_mrcnn_mask_loss: 0.5561
Epoch 18/120
4/4 [==============================] - 36s 9s/step - loss: 5.1649 - rpn_class_loss: 0.5102 - rpn_bbox_loss: 3.2726 - mrcnn_class_loss: 0.1086 - mrcnn_bbox_loss: 0.6148 - mrcnn_mask_loss: 0.6587 - val_loss: 4.9234 - val_rpn_class_loss: 0.4462 - val_rpn_bbox_loss: 3.1309 - val_mrcnn_class_loss: 0.1159 - val_mrcnn_bbox_loss: 0.6924 - val_mrcnn_mask_loss: 0.5380
Epoch 19/120
4/4 [==============================] - 36s 9s/step - loss: 4.3547 - rpn_class_loss: 0.5103 - rpn_bbox_loss: 2.5070 - mrcnn_class_loss: 0.1685 - mrcnn_bbox_loss: 0.6037 - mrcnn_mask_loss: 0.5654 - val_loss: 5.0349 - val_rpn_class_loss: 0.4733 - val_rpn_bbox_loss: 3.2024 - val_mrcnn_class_loss: 0.1133 - val_mrcnn_bbox_loss: 0.6968 - val_mrcnn_mask_loss: 0.5491
Epoch 20/120
4/4 [==============================] - 36s 9s/step - loss: 5.5191 - rpn_class_loss: 0.4003 - rpn_bbox_loss: 4.5937 - mrcnn_class_loss: 0.0275 - mrcnn_bbox_loss: 0.2285 - mrcnn_mask_loss: 0.2692 - val_loss: 4.9649 - val_rpn_class_loss: 0.4463 - val_rpn_bbox_loss: 3.1116 - val_mrcnn_class_loss: 0.1221 - val_mrcnn_bbox_loss: 0.7230 - val_mrcnn_mask_loss: 0.5618
Epoch 21/120
4/4 [==============================] - 36s 9s/step - loss: 4.2105 - rpn_class_loss: 0.3847 - rpn_bbox_loss: 2.4726 - mrcnn_class_loss: 0.0824 - mrcnn_bbox_loss: 0.6514 - mrcnn_mask_loss: 0.6194 - val_loss: 4.9608 - val_rpn_class_loss: 0.4533 - val_rpn_bbox_loss: 3.2021 - val_mrcnn_class_loss: 0.1194 - val_mrcnn_bbox_loss: 0.6619 - val_mrcnn_mask_loss: 0.5240
Epoch 22/120
4/4 [==============================] - 36s 9s/step - loss: 4.9013 - rpn_class_loss: 0.5619 - rpn_bbox_loss: 2.8665 - mrcnn_class_loss: 0.0413 - mrcnn_bbox_loss: 0.8263 - mrcnn_mask_loss: 0.6053 - val_loss: 4.9949 - val_rpn_class_loss: 0.4512 - val_rpn_bbox_loss: 3.0935 - val_mrcnn_class_loss: 0.1255 - val_mrcnn_bbox_loss: 0.7542 - val_mrcnn_mask_loss: 0.5704
Epoch 23/120
4/4 [==============================] - 36s 9s/step - loss: 5.4259 - rpn_class_loss: 0.6479 - rpn_bbox_loss: 3.5099 - mrcnn_class_loss: 0.0927 - mrcnn_bbox_loss: 0.4989 - mrcnn_mask_loss: 0.6765 - val_loss: 4.9874 - val_rpn_class_loss: 0.4582 - val_rpn_bbox_loss: 3.1444 - val_mrcnn_class_loss: 0.1178 - val_mrcnn_bbox_loss: 0.7147 - val_mrcnn_mask_loss: 0.5523
Epoch 24/120
4/4 [==============================] - 36s 9s/step - loss: 3.8023 - rpn_class_loss: 0.3573 - rpn_bbox_loss: 2.1529 - mrcnn_class_loss: 0.0485 - mrcnn_bbox_loss: 0.5663 - mrcnn_mask_loss: 0.6772 - val_loss: 5.0481 - val_rpn_class_loss: 0.4630 - val_rpn_bbox_loss: 3.1360 - val_mrcnn_class_loss: 0.1186 - val_mrcnn_bbox_loss: 0.7745 - val_mrcnn_mask_loss: 0.5559
Epoch 25/120
4/4 [==============================] - 36s 9s/step - loss: 4.9651 - rpn_class_loss: 0.4417 - rpn_bbox_loss: 3.1394 - mrcnn_class_loss: 0.1339 - mrcnn_bbox_loss: 0.5965 - mrcnn_mask_loss: 0.6537 - val_loss: 5.0425 - val_rpn_class_loss: 0.4492 - val_rpn_bbox_loss: 3.2014 - val_mrcnn_class_loss: 0.1100 - val_mrcnn_bbox_loss: 0.7440 - val_mrcnn_mask_loss: 0.5379
Epoch 26/120
4/4 [==============================] - 36s 9s/step - loss: 4.6154 - rpn_class_loss: 0.2613 - rpn_bbox_loss: 3.1244 - mrcnn_class_loss: 0.1114 - mrcnn_bbox_loss: 0.4930 - mrcnn_mask_loss: 0.6253 - val_loss: 4.9550 - val_rpn_class_loss: 0.4555 - val_rpn_bbox_loss: 3.0817 - val_mrcnn_class_loss: 0.1216 - val_mrcnn_bbox_loss: 0.7343 - val_mrcnn_mask_loss: 0.5620
Epoch 27/120
4/4 [==============================] - 36s 9s/step - loss: 4.4162 - rpn_class_loss: 0.3154 - rpn_bbox_loss: 2.6267 - mrcnn_class_loss: 0.1359 - mrcnn_bbox_loss: 0.7231 - mrcnn_mask_loss: 0.6151 - val_loss: 4.9971 - val_rpn_class_loss: 0.4668 - val_rpn_bbox_loss: 3.1777 - val_mrcnn_class_loss: 0.1147 - val_mrcnn_bbox_loss: 0.6895 - val_mrcnn_mask_loss: 0.5484
Epoch 28/120
4/4 [==============================] - 36s 9s/step - loss: 3.6313 - rpn_class_loss: 0.5157 - rpn_bbox_loss: 1.8404 - mrcnn_class_loss: 0.0993 - mrcnn_bbox_loss: 0.6118 - mrcnn_mask_loss: 0.5640 - val_loss: 5.0045 - val_rpn_class_loss: 0.4455 - val_rpn_bbox_loss: 3.1518 - val_mrcnn_class_loss: 0.1140 - val_mrcnn_bbox_loss: 0.7419 - val_mrcnn_mask_loss: 0.5512
Epoch 29/120
4/4 [==============================] - 36s 9s/step - loss: 3.8262 - rpn_class_loss: 0.2779 - rpn_bbox_loss: 1.8306 - mrcnn_class_loss: 0.3212 - mrcnn_bbox_loss: 0.7359 - mrcnn_mask_loss: 0.6607 - val_loss: 4.9220 - val_rpn_class_loss: 0.4486 - val_rpn_bbox_loss: 3.0850 - val_mrcnn_class_loss: 0.1176 - val_mrcnn_bbox_loss: 0.7358 - val_mrcnn_mask_loss: 0.5350
Epoch 30/120
4/4 [==============================] - 36s 9s/step - loss: 5.2227 - rpn_class_loss: 0.4073 - rpn_bbox_loss: 3.6354 - mrcnn_class_loss: 0.0619 - mrcnn_bbox_loss: 0.4861 - mrcnn_mask_loss: 0.6321 - val_loss: 5.0515 - val_rpn_class_loss: 0.4624 - val_rpn_bbox_loss: 3.1562 - val_mrcnn_class_loss: 0.1181 - val_mrcnn_bbox_loss: 0.7492 - val_mrcnn_mask_loss: 0.5656
Epoch 31/120
4/4 [==============================] - 36s 9s/step - loss: 4.5078 - rpn_class_loss: 0.4074 - rpn_bbox_loss: 2.4739 - mrcnn_class_loss: 0.1488 - mrcnn_bbox_loss: 0.9010 - mrcnn_mask_loss: 0.5767 - val_loss: 4.9957 - val_rpn_class_loss: 0.4634 - val_rpn_bbox_loss: 3.1900 - val_mrcnn_class_loss: 0.1226 - val_mrcnn_bbox_loss: 0.6938 - val_mrcnn_mask_loss: 0.5260
Epoch 32/120
4/4 [==============================] - 36s 9s/step - loss: 4.0119 - rpn_class_loss: 0.3431 - rpn_bbox_loss: 2.2592 - mrcnn_class_loss: 0.1006 - mrcnn_bbox_loss: 0.7449 - mrcnn_mask_loss: 0.5641 - val_loss: 4.9796 - val_rpn_class_loss: 0.4527 - val_rpn_bbox_loss: 3.1430 - val_mrcnn_class_loss: 0.1221 - val_mrcnn_bbox_loss: 0.7111 - val_mrcnn_mask_loss: 0.5506
Epoch 33/120
4/4 [==============================] - 36s 9s/step - loss: 4.9023 - rpn_class_loss: 0.4270 - rpn_bbox_loss: 3.0231 - mrcnn_class_loss: 0.0310 - mrcnn_bbox_loss: 0.8110 - mrcnn_mask_loss: 0.6102 - val_loss: 4.9749 - val_rpn_class_loss: 0.4635 - val_rpn_bbox_loss: 3.1099 - val_mrcnn_class_loss: 0.1219 - val_mrcnn_bbox_loss: 0.7299 - val_mrcnn_mask_loss: 0.5497
Epoch 34/120
4/4 [==============================] - 36s 9s/step - loss: 5.1391 - rpn_class_loss: 0.6272 - rpn_bbox_loss: 2.8844 - mrcnn_class_loss: 0.1043 - mrcnn_bbox_loss: 0.8939 - mrcnn_mask_loss: 0.6293 - val_loss: 5.0723 - val_rpn_class_loss: 0.4423 - val_rpn_bbox_loss: 3.2208 - val_mrcnn_class_loss: 0.1115 - val_mrcnn_bbox_loss: 0.7473 - val_mrcnn_mask_loss: 0.5505
Epoch 35/120
4/4 [==============================] - 36s 9s/step - loss: 3.6871 - rpn_class_loss: 0.2253 - rpn_bbox_loss: 2.0856 - mrcnn_class_loss: 0.1666 - mrcnn_bbox_loss: 0.6377 - mrcnn_mask_loss: 0.5719 - val_loss: 4.8975 - val_rpn_class_loss: 0.4715 - val_rpn_bbox_loss: 3.0402 - val_mrcnn_class_loss: 0.1235 - val_mrcnn_bbox_loss: 0.7155 - val_mrcnn_mask_loss: 0.5469
Epoch 36/120
4/4 [==============================] - 36s 9s/step - loss: 5.2727 - rpn_class_loss: 0.4035 - rpn_bbox_loss: 3.6728 - mrcnn_class_loss: 0.0911 - mrcnn_bbox_loss: 0.5234 - mrcnn_mask_loss: 0.5819 - val_loss: 4.9355 - val_rpn_class_loss: 0.4378 - val_rpn_bbox_loss: 3.1687 - val_mrcnn_class_loss: 0.1113 - val_mrcnn_bbox_loss: 0.6797 - val_mrcnn_mask_loss: 0.5380
Epoch 37/120
4/4 [==============================] - 36s 9s/step - loss: 4.7392 - rpn_class_loss: 0.7760 - rpn_bbox_loss: 3.2425 - mrcnn_class_loss: 0.0293 - mrcnn_bbox_loss: 0.3703 - mrcnn_mask_loss: 0.3211 - val_loss: 5.1352 - val_rpn_class_loss: 0.4548 - val_rpn_bbox_loss: 3.2553 - val_mrcnn_class_loss: 0.1168 - val_mrcnn_bbox_loss: 0.7609 - val_mrcnn_mask_loss: 0.5475
Epoch 38/120
4/4 [==============================] - 36s 9s/step - loss: 5.0340 - rpn_class_loss: 0.3823 - rpn_bbox_loss: 3.0745 - mrcnn_class_loss: 0.1168 - mrcnn_bbox_loss: 0.8105 - mrcnn_mask_loss: 0.6499 - val_loss: 4.9978 - val_rpn_class_loss: 0.4724 - val_rpn_bbox_loss: 3.0768 - val_mrcnn_class_loss: 0.1182 - val_mrcnn_bbox_loss: 0.7605 - val_mrcnn_mask_loss: 0.5700
Epoch 39/120
4/4 [==============================] - 36s 9s/step - loss: 3.5947 - rpn_class_loss: 0.3432 - rpn_bbox_loss: 1.8105 - mrcnn_class_loss: 0.1834 - mrcnn_bbox_loss: 0.6392 - mrcnn_mask_loss: 0.6184 - val_loss: 4.9039 - val_rpn_class_loss: 0.4526 - val_rpn_bbox_loss: 3.0776 - val_mrcnn_class_loss: 0.1155 - val_mrcnn_bbox_loss: 0.6956 - val_mrcnn_mask_loss: 0.5626
Epoch 40/120
4/4 [==============================] - 36s 9s/step - loss: 4.4244 - rpn_class_loss: 0.5252 - rpn_bbox_loss: 2.3357 - mrcnn_class_loss: 0.1806 - mrcnn_bbox_loss: 0.7558 - mrcnn_mask_loss: 0.6272 - val_loss: 4.9638 - val_rpn_class_loss: 0.4438 - val_rpn_bbox_loss: 3.2550 - val_mrcnn_class_loss: 0.1101 - val_mrcnn_bbox_loss: 0.6224 - val_mrcnn_mask_loss: 0.5326
Epoch 41/120
4/4 [==============================] - 36s 9s/step - loss: 5.8200 - rpn_class_loss: 0.3851 - rpn_bbox_loss: 3.7156 - mrcnn_class_loss: 0.0174 - mrcnn_bbox_loss: 0.9967 - mrcnn_mask_loss: 0.7051 - val_loss: 5.0009 - val_rpn_class_loss: 0.4708 - val_rpn_bbox_loss: 3.1062 - val_mrcnn_class_loss: 0.1226 - val_mrcnn_bbox_loss: 0.7239 - val_mrcnn_mask_loss: 0.5774
Epoch 42/120
4/4 [==============================] - 36s 9s/step - loss: 4.6796 - rpn_class_loss: 0.6124 - rpn_bbox_loss: 2.8095 - mrcnn_class_loss: 0.0876 - mrcnn_bbox_loss: 0.5250 - mrcnn_mask_loss: 0.6451 - val_loss: 4.9966 - val_rpn_class_loss: 0.4529 - val_rpn_bbox_loss: 3.0884 - val_mrcnn_class_loss: 0.1214 - val_mrcnn_bbox_loss: 0.7859 - val_mrcnn_mask_loss: 0.5480
Epoch 43/120
4/4 [==============================] - 36s 9s/step - loss: 4.8940 - rpn_class_loss: 0.3207 - rpn_bbox_loss: 3.4129 - mrcnn_class_loss: 0.0788 - mrcnn_bbox_loss: 0.5098 - mrcnn_mask_loss: 0.5718 - val_loss: 5.0803 - val_rpn_class_loss: 0.4561 - val_rpn_bbox_loss: 3.2093 - val_mrcnn_class_loss: 0.1096 - val_mrcnn_bbox_loss: 0.7635 - val_mrcnn_mask_loss: 0.5419
Epoch 44/120
4/4 [==============================] - 36s 9s/step - loss: 4.2362 - rpn_class_loss: 0.2082 - rpn_bbox_loss: 2.5709 - mrcnn_class_loss: 0.1141 - mrcnn_bbox_loss: 0.6955 - mrcnn_mask_loss: 0.6475 - val_loss: 4.9189 - val_rpn_class_loss: 0.4465 - val_rpn_bbox_loss: 3.1179 - val_mrcnn_class_loss: 0.1128 - val_mrcnn_bbox_loss: 0.6888 - val_mrcnn_mask_loss: 0.5529
Epoch 45/120
4/4 [==============================] - 36s 9s/step - loss: 3.8882 - rpn_class_loss: 0.2558 - rpn_bbox_loss: 2.2906 - mrcnn_class_loss: 0.0954 - mrcnn_bbox_loss: 0.6073 - mrcnn_mask_loss: 0.6391 - val_loss: 4.9573 - val_rpn_class_loss: 0.4709 - val_rpn_bbox_loss: 3.1243 - val_mrcnn_class_loss: 0.1198 - val_mrcnn_bbox_loss: 0.6797 - val_mrcnn_mask_loss: 0.5626
Epoch 46/120
4/4 [==============================] - 36s 9s/step - loss: 3.8657 - rpn_class_loss: 0.4036 - rpn_bbox_loss: 2.0581 - mrcnn_class_loss: 0.1827 - mrcnn_bbox_loss: 0.5856 - mrcnn_mask_loss: 0.6358 - val_loss: 4.9154 - val_rpn_class_loss: 0.4579 - val_rpn_bbox_loss: 3.1632 - val_mrcnn_class_loss: 0.1119 - val_mrcnn_bbox_loss: 0.6582 - val_mrcnn_mask_loss: 0.5240
Epoch 47/120
4/4 [==============================] - 36s 9s/step - loss: 5.1405 - rpn_class_loss: 0.4864 - rpn_bbox_loss: 3.9115 - mrcnn_class_loss: 0.0149 - mrcnn_bbox_loss: 0.4095 - mrcnn_mask_loss: 0.3183 - val_loss: 4.9746 - val_rpn_class_loss: 0.4484 - val_rpn_bbox_loss: 3.1359 - val_mrcnn_class_loss: 0.1132 - val_mrcnn_bbox_loss: 0.7150 - val_mrcnn_mask_loss: 0.5621
Epoch 48/120
4/4 [==============================] - 36s 9s/step - loss: 5.3011 - rpn_class_loss: 0.7855 - rpn_bbox_loss: 3.1319 - mrcnn_class_loss: 0.0896 - mrcnn_bbox_loss: 0.6720 - mrcnn_mask_loss: 0.6220 - val_loss: 4.9929 - val_rpn_class_loss: 0.4596 - val_rpn_bbox_loss: 3.1558 - val_mrcnn_class_loss: 0.1214 - val_mrcnn_bbox_loss: 0.6961 - val_mrcnn_mask_loss: 0.5600
Epoch 49/120
4/4 [==============================] - 36s 9s/step - loss: 5.2336 - rpn_class_loss: 0.3511 - rpn_bbox_loss: 4.1922 - mrcnn_class_loss: 0.1138 - mrcnn_bbox_loss: 0.2362 - mrcnn_mask_loss: 0.3403 - val_loss: 4.9539 - val_rpn_class_loss: 0.4478 - val_rpn_bbox_loss: 3.1470 - val_mrcnn_class_loss: 0.1143 - val_mrcnn_bbox_loss: 0.6910 - val_mrcnn_mask_loss: 0.5538
Epoch 50/120
4/4 [==============================] - 36s 9s/step - loss: 3.9639 - rpn_class_loss: 0.3132 - rpn_bbox_loss: 2.0206 - mrcnn_class_loss: 0.3995 - mrcnn_bbox_loss: 0.5896 - mrcnn_mask_loss: 0.6411 - val_loss: 4.9477 - val_rpn_class_loss: 0.4658 - val_rpn_bbox_loss: 3.1514 - val_mrcnn_class_loss: 0.1121 - val_mrcnn_bbox_loss: 0.6792 - val_mrcnn_mask_loss: 0.5392
Epoch 51/120
4/4 [==============================] - 36s 9s/step - loss: 4.3060 - rpn_class_loss: 0.4912 - rpn_bbox_loss: 2.5103 - mrcnn_class_loss: 0.1723 - mrcnn_bbox_loss: 0.5564 - mrcnn_mask_loss: 0.5759 - val_loss: 5.0548 - val_rpn_class_loss: 0.4395 - val_rpn_bbox_loss: 3.2774 - val_mrcnn_class_loss: 0.1141 - val_mrcnn_bbox_loss: 0.6860 - val_mrcnn_mask_loss: 0.5377
Epoch 52/120
4/4 [==============================] - 36s 9s/step - loss: 3.9370 - rpn_class_loss: 0.3617 - rpn_bbox_loss: 2.2860 - mrcnn_class_loss: 0.0922 - mrcnn_bbox_loss: 0.5072 - mrcnn_mask_loss: 0.6899 - val_loss: 4.9192 - val_rpn_class_loss: 0.4630 - val_rpn_bbox_loss: 3.0308 - val_mrcnn_class_loss: 0.1218 - val_mrcnn_bbox_loss: 0.7287 - val_mrcnn_mask_loss: 0.5748
Epoch 53/120
4/4 [==============================] - 36s 9s/step - loss: 4.4870 - rpn_class_loss: 0.3445 - rpn_bbox_loss: 2.8522 - mrcnn_class_loss: 0.0994 - mrcnn_bbox_loss: 0.5750 - mrcnn_mask_loss: 0.6160 - val_loss: 4.9884 - val_rpn_class_loss: 0.4530 - val_rpn_bbox_loss: 3.1970 - val_mrcnn_class_loss: 0.1058 - val_mrcnn_bbox_loss: 0.7086 - val_mrcnn_mask_loss: 0.5240
Epoch 54/120
4/4 [==============================] - 36s 9s/step - loss: 3.5760 - rpn_class_loss: 0.3339 - rpn_bbox_loss: 1.8105 - mrcnn_class_loss: 0.1804 - mrcnn_bbox_loss: 0.6451 - mrcnn_mask_loss: 0.6061 - val_loss: 4.9949 - val_rpn_class_loss: 0.4547 - val_rpn_bbox_loss: 3.0582 - val_mrcnn_class_loss: 0.1222 - val_mrcnn_bbox_loss: 0.7851 - val_mrcnn_mask_loss: 0.5746
Epoch 55/120
4/4 [==============================] - 36s 9s/step - loss: 5.1518 - rpn_class_loss: 0.7530 - rpn_bbox_loss: 2.8282 - mrcnn_class_loss: 0.1202 - mrcnn_bbox_loss: 0.8679 - mrcnn_mask_loss: 0.5825 - val_loss: 4.9656 - val_rpn_class_loss: 0.4614 - val_rpn_bbox_loss: 3.1731 - val_mrcnn_class_loss: 0.1163 - val_mrcnn_bbox_loss: 0.6922 - val_mrcnn_mask_loss: 0.5226
Epoch 56/120
4/4 [==============================] - 36s 9s/step - loss: 4.5833 - rpn_class_loss: 0.2683 - rpn_bbox_loss: 2.9149 - mrcnn_class_loss: 0.0244 - mrcnn_bbox_loss: 0.6126 - mrcnn_mask_loss: 0.7632 - val_loss: 4.9527 - val_rpn_class_loss: 0.4564 - val_rpn_bbox_loss: 3.1134 - val_mrcnn_class_loss: 0.1102 - val_mrcnn_bbox_loss: 0.7055 - val_mrcnn_mask_loss: 0.5672
Epoch 57/120
4/4 [==============================] - 36s 9s/step - loss: 5.0235 - rpn_class_loss: 0.3705 - rpn_bbox_loss: 3.2505 - mrcnn_class_loss: 0.1054 - mrcnn_bbox_loss: 0.6882 - mrcnn_mask_loss: 0.6090 - val_loss: 4.9874 - val_rpn_class_loss: 0.4551 - val_rpn_bbox_loss: 3.1934 - val_mrcnn_class_loss: 0.1149 - val_mrcnn_bbox_loss: 0.6875 - val_mrcnn_mask_loss: 0.5365
Epoch 58/120
4/4 [==============================] - 36s 9s/step - loss: 4.7850 - rpn_class_loss: 0.4819 - rpn_bbox_loss: 3.2124 - mrcnn_class_loss: 0.0267 - mrcnn_bbox_loss: 0.4045 - mrcnn_mask_loss: 0.6595 - val_loss: 5.0224 - val_rpn_class_loss: 0.4466 - val_rpn_bbox_loss: 3.1359 - val_mrcnn_class_loss: 0.1103 - val_mrcnn_bbox_loss: 0.7740 - val_mrcnn_mask_loss: 0.5557
Epoch 59/120
4/4 [==============================] - 36s 9s/step - loss: 5.5892 - rpn_class_loss: 0.3290 - rpn_bbox_loss: 4.0666 - mrcnn_class_loss: 0.0830 - mrcnn_bbox_loss: 0.5157 - mrcnn_mask_loss: 0.5949 - val_loss: 5.1191 - val_rpn_class_loss: 0.4634 - val_rpn_bbox_loss: 3.1577 - val_mrcnn_class_loss: 0.1089 - val_mrcnn_bbox_loss: 0.8241 - val_mrcnn_mask_loss: 0.5651
Epoch 60/120
4/4 [==============================] - 36s 9s/step - loss: 3.6176 - rpn_class_loss: 0.3212 - rpn_bbox_loss: 1.6966 - mrcnn_class_loss: 0.2271 - mrcnn_bbox_loss: 0.7280 - mrcnn_mask_loss: 0.6446 - val_loss: 5.0121 - val_rpn_class_loss: 0.4560 - val_rpn_bbox_loss: 3.1350 - val_mrcnn_class_loss: 0.1165 - val_mrcnn_bbox_loss: 0.7480 - val_mrcnn_mask_loss: 0.5565
Epoch 61/120
4/4 [==============================] - 37s 9s/step - loss: 4.5268 - rpn_class_loss: 0.5087 - rpn_bbox_loss: 2.7283 - mrcnn_class_loss: 0.0852 - mrcnn_bbox_loss: 0.6015 - mrcnn_mask_loss: 0.6031 - val_loss: 4.9513 - val_rpn_class_loss: 0.4543 - val_rpn_bbox_loss: 3.1223 - val_mrcnn_class_loss: 0.1137 - val_mrcnn_bbox_loss: 0.7125 - val_mrcnn_mask_loss: 0.5485
Epoch 62/120
4/4 [==============================] - 36s 9s/step - loss: 4.5757 - rpn_class_loss: 0.4808 - rpn_bbox_loss: 2.8148 - mrcnn_class_loss: 0.0935 - mrcnn_bbox_loss: 0.5467 - mrcnn_mask_loss: 0.6398 - val_loss: 4.9777 - val_rpn_class_loss: 0.4499 - val_rpn_bbox_loss: 3.2347 - val_mrcnn_class_loss: 0.0996 - val_mrcnn_bbox_loss: 0.6683 - val_mrcnn_mask_loss: 0.5252
Epoch 63/120
4/4 [==============================] - 36s 9s/step - loss: 5.3403 - rpn_class_loss: 0.2831 - rpn_bbox_loss: 3.4530 - mrcnn_class_loss: 0.0791 - mrcnn_bbox_loss: 0.7479 - mrcnn_mask_loss: 0.7772 - val_loss: 4.9100 - val_rpn_class_loss: 0.4640 - val_rpn_bbox_loss: 3.0626 - val_mrcnn_class_loss: 0.1211 - val_mrcnn_bbox_loss: 0.7012 - val_mrcnn_mask_loss: 0.5612
Epoch 64/120
4/4 [==============================] - 36s 9s/step - loss: 3.4852 - rpn_class_loss: 0.4312 - rpn_bbox_loss: 1.6477 - mrcnn_class_loss: 0.1256 - mrcnn_bbox_loss: 0.7032 - mrcnn_mask_loss: 0.5775 - val_loss: 4.9280 - val_rpn_class_loss: 0.4561 - val_rpn_bbox_loss: 3.1775 - val_mrcnn_class_loss: 0.1108 - val_mrcnn_bbox_loss: 0.6455 - val_mrcnn_mask_loss: 0.5380
Epoch 65/120
4/4 [==============================] - 36s 9s/step - loss: 5.1618 - rpn_class_loss: 0.2633 - rpn_bbox_loss: 3.5248 - mrcnn_class_loss: 0.0187 - mrcnn_bbox_loss: 0.6683 - mrcnn_mask_loss: 0.6867 - val_loss: 4.9417 - val_rpn_class_loss: 0.4542 - val_rpn_bbox_loss: 3.1598 - val_mrcnn_class_loss: 0.1134 - val_mrcnn_bbox_loss: 0.6605 - val_mrcnn_mask_loss: 0.5537
Epoch 66/120
4/4 [==============================] - 36s 9s/step - loss: 5.5897 - rpn_class_loss: 0.6592 - rpn_bbox_loss: 3.3114 - mrcnn_class_loss: 0.0611 - mrcnn_bbox_loss: 0.9091 - mrcnn_mask_loss: 0.6488 - val_loss: 4.9029 - val_rpn_class_loss: 0.4517 - val_rpn_bbox_loss: 3.2050 - val_mrcnn_class_loss: 0.1102 - val_mrcnn_bbox_loss: 0.6011 - val_mrcnn_mask_loss: 0.5348
Epoch 67/120
4/4 [==============================] - 36s 9s/step - loss: 4.3449 - rpn_class_loss: 0.3817 - rpn_bbox_loss: 2.6986 - mrcnn_class_loss: 0.1126 - mrcnn_bbox_loss: 0.5386 - mrcnn_mask_loss: 0.6134 - val_loss: 4.9319 - val_rpn_class_loss: 0.4508 - val_rpn_bbox_loss: 3.1238 - val_mrcnn_class_loss: 0.1133 - val_mrcnn_bbox_loss: 0.6639 - val_mrcnn_mask_loss: 0.5801
Epoch 68/120
4/4 [==============================] - 36s 9s/step - loss: 3.8177 - rpn_class_loss: 0.2616 - rpn_bbox_loss: 2.3554 - mrcnn_class_loss: 0.0915 - mrcnn_bbox_loss: 0.4529 - mrcnn_mask_loss: 0.6562 - val_loss: 4.8591 - val_rpn_class_loss: 0.4711 - val_rpn_bbox_loss: 3.1410 - val_mrcnn_class_loss: 0.1063 - val_mrcnn_bbox_loss: 0.6062 - val_mrcnn_mask_loss: 0.5344
Epoch 69/120
4/4 [==============================] - 36s 9s/step - loss: 5.3805 - rpn_class_loss: 0.5476 - rpn_bbox_loss: 3.4584 - mrcnn_class_loss: 0.0499 - mrcnn_bbox_loss: 0.6535 - mrcnn_mask_loss: 0.6712 - val_loss: 4.9028 - val_rpn_class_loss: 0.4430 - val_rpn_bbox_loss: 3.0878 - val_mrcnn_class_loss: 0.1097 - val_mrcnn_bbox_loss: 0.6728 - val_mrcnn_mask_loss: 0.5895
Epoch 70/120
4/4 [==============================] - 36s 9s/step - loss: 4.8228 - rpn_class_loss: 0.3348 - rpn_bbox_loss: 3.0524 - mrcnn_class_loss: 0.0871 - mrcnn_bbox_loss: 0.6950 - mrcnn_mask_loss: 0.6535 - val_loss: 4.9407 - val_rpn_class_loss: 0.4730 - val_rpn_bbox_loss: 3.1594 - val_mrcnn_class_loss: 0.1202 - val_mrcnn_bbox_loss: 0.6258 - val_mrcnn_mask_loss: 0.5623
Epoch 71/120
4/4 [==============================] - 36s 9s/step - loss: 5.6745 - rpn_class_loss: 0.3570 - rpn_bbox_loss: 4.0888 - mrcnn_class_loss: 0.1067 - mrcnn_bbox_loss: 0.5082 - mrcnn_mask_loss: 0.6138 - val_loss: 4.9311 - val_rpn_class_loss: 0.4421 - val_rpn_bbox_loss: 3.1647 - val_mrcnn_class_loss: 0.1063 - val_mrcnn_bbox_loss: 0.6622 - val_mrcnn_mask_loss: 0.5558
Epoch 72/120
4/4 [==============================] - 36s 9s/step - loss: 3.5653 - rpn_class_loss: 0.3995 - rpn_bbox_loss: 1.9817 - mrcnn_class_loss: 0.0647 - mrcnn_bbox_loss: 0.5014 - mrcnn_mask_loss: 0.6180 - val_loss: 4.9893 - val_rpn_class_loss: 0.4528 - val_rpn_bbox_loss: 3.1421 - val_mrcnn_class_loss: 0.1205 - val_mrcnn_bbox_loss: 0.6888 - val_mrcnn_mask_loss: 0.5852
Epoch 73/120
4/4 [==============================] - 36s 9s/step - loss: 5.1374 - rpn_class_loss: 0.5644 - rpn_bbox_loss: 3.0875 - mrcnn_class_loss: 0.1094 - mrcnn_bbox_loss: 0.7589 - mrcnn_mask_loss: 0.6171 - val_loss: 4.9949 - val_rpn_class_loss: 0.4664 - val_rpn_bbox_loss: 3.1139 - val_mrcnn_class_loss: 0.1183 - val_mrcnn_bbox_loss: 0.7049 - val_mrcnn_mask_loss: 0.5914
Epoch 74/120
4/4 [==============================] - 36s 9s/step - loss: 4.3848 - rpn_class_loss: 0.3647 - rpn_bbox_loss: 3.1795 - mrcnn_class_loss: 0.0478 - mrcnn_bbox_loss: 0.4460 - mrcnn_mask_loss: 0.3468 - val_loss: 5.0255 - val_rpn_class_loss: 0.4547 - val_rpn_bbox_loss: 3.1281 - val_mrcnn_class_loss: 0.1220 - val_mrcnn_bbox_loss: 0.7376 - val_mrcnn_mask_loss: 0.5832
Epoch 75/120
4/4 [==============================] - 36s 9s/step - loss: 4.6207 - rpn_class_loss: 0.4251 - rpn_bbox_loss: 2.8152 - mrcnn_class_loss: 0.0645 - mrcnn_bbox_loss: 0.6647 - mrcnn_mask_loss: 0.6512 - val_loss: 5.0178 - val_rpn_class_loss: 0.4450 - val_rpn_bbox_loss: 3.2562 - val_mrcnn_class_loss: 0.0989 - val_mrcnn_bbox_loss: 0.6716 - val_mrcnn_mask_loss: 0.5461
Epoch 76/120
4/4 [==============================] - 36s 9s/step - loss: 4.6233 - rpn_class_loss: 0.4285 - rpn_bbox_loss: 2.8733 - mrcnn_class_loss: 0.0592 - mrcnn_bbox_loss: 0.6285 - mrcnn_mask_loss: 0.6338 - val_loss: 4.7997 - val_rpn_class_loss: 0.4638 - val_rpn_bbox_loss: 2.9738 - val_mrcnn_class_loss: 0.1087 - val_mrcnn_bbox_loss: 0.6921 - val_mrcnn_mask_loss: 0.5613
Epoch 77/120
4/4 [==============================] - 36s 9s/step - loss: 4.3480 - rpn_class_loss: 0.3325 - rpn_bbox_loss: 2.6021 - mrcnn_class_loss: 0.2111 - mrcnn_bbox_loss: 0.5905 - mrcnn_mask_loss: 0.6118 - val_loss: 5.0610 - val_rpn_class_loss: 0.4571 - val_rpn_bbox_loss: 3.2098 - val_mrcnn_class_loss: 0.1074 - val_mrcnn_bbox_loss: 0.7114 - val_mrcnn_mask_loss: 0.5753
Epoch 78/120
4/4 [==============================] - 36s 9s/step - loss: 5.0642 - rpn_class_loss: 0.5152 - rpn_bbox_loss: 3.0710 - mrcnn_class_loss: 0.0966 - mrcnn_bbox_loss: 0.7117 - mrcnn_mask_loss: 0.6697 - val_loss: 4.9483 - val_rpn_class_loss: 0.4403 - val_rpn_bbox_loss: 3.1962 - val_mrcnn_class_loss: 0.1072 - val_mrcnn_bbox_loss: 0.6654 - val_mrcnn_mask_loss: 0.5391
Epoch 79/120
4/4 [==============================] - 36s 9s/step - loss: 3.8795 - rpn_class_loss: 0.5729 - rpn_bbox_loss: 2.5218 - mrcnn_class_loss: 0.0760 - mrcnn_bbox_loss: 0.4002 - mrcnn_mask_loss: 0.3085 - val_loss: 4.9763 - val_rpn_class_loss: 0.4659 - val_rpn_bbox_loss: 3.1518 - val_mrcnn_class_loss: 0.1123 - val_mrcnn_bbox_loss: 0.6922 - val_mrcnn_mask_loss: 0.5542
Epoch 80/120
4/4 [==============================] - 36s 9s/step - loss: 4.4478 - rpn_class_loss: 0.3592 - rpn_bbox_loss: 2.5000 - mrcnn_class_loss: 0.1190 - mrcnn_bbox_loss: 0.7664 - mrcnn_mask_loss: 0.7033 - val_loss: 4.9075 - val_rpn_class_loss: 0.4661 - val_rpn_bbox_loss: 3.1129 - val_mrcnn_class_loss: 0.1067 - val_mrcnn_bbox_loss: 0.6720 - val_mrcnn_mask_loss: 0.5498
Epoch 81/120
4/4 [==============================] - 36s 9s/step - loss: 4.2786 - rpn_class_loss: 0.5808 - rpn_bbox_loss: 2.6482 - mrcnn_class_loss: 0.0306 - mrcnn_bbox_loss: 0.3360 - mrcnn_mask_loss: 0.6830 - val_loss: 5.0139 - val_rpn_class_loss: 0.4466 - val_rpn_bbox_loss: 3.1939 - val_mrcnn_class_loss: 0.1079 - val_mrcnn_bbox_loss: 0.6749 - val_mrcnn_mask_loss: 0.5905
Epoch 82/120
4/4 [==============================] - 36s 9s/step - loss: 5.2607 - rpn_class_loss: 0.3488 - rpn_bbox_loss: 4.1922 - mrcnn_class_loss: 0.0961 - mrcnn_bbox_loss: 0.2525 - mrcnn_mask_loss: 0.3711 - val_loss: 4.9512 - val_rpn_class_loss: 0.4678 - val_rpn_bbox_loss: 3.1310 - val_mrcnn_class_loss: 0.1079 - val_mrcnn_bbox_loss: 0.6642 - val_mrcnn_mask_loss: 0.5804
Epoch 83/120
4/4 [==============================] - 36s 9s/step - loss: 3.7680 - rpn_class_loss: 0.4864 - rpn_bbox_loss: 1.8974 - mrcnn_class_loss: 0.1404 - mrcnn_bbox_loss: 0.6326 - mrcnn_mask_loss: 0.6111 - val_loss: 4.8742 - val_rpn_class_loss: 0.4544 - val_rpn_bbox_loss: 3.1118 - val_mrcnn_class_loss: 0.1112 - val_mrcnn_bbox_loss: 0.6545 - val_mrcnn_mask_loss: 0.5422
Epoch 84/120
4/4 [==============================] - 36s 9s/step - loss: 4.5364 - rpn_class_loss: 0.3772 - rpn_bbox_loss: 3.0011 - mrcnn_class_loss: 0.0673 - mrcnn_bbox_loss: 0.4811 - mrcnn_mask_loss: 0.6096 - val_loss: 5.0229 - val_rpn_class_loss: 0.4482 - val_rpn_bbox_loss: 3.1542 - val_mrcnn_class_loss: 0.1086 - val_mrcnn_bbox_loss: 0.7454 - val_mrcnn_mask_loss: 0.5664
Epoch 85/120
4/4 [==============================] - 36s 9s/step - loss: 4.5305 - rpn_class_loss: 0.3558 - rpn_bbox_loss: 2.8172 - mrcnn_class_loss: 0.1989 - mrcnn_bbox_loss: 0.4923 - mrcnn_mask_loss: 0.6663 - val_loss: 4.9849 - val_rpn_class_loss: 0.4622 - val_rpn_bbox_loss: 3.1509 - val_mrcnn_class_loss: 0.1072 - val_mrcnn_bbox_loss: 0.7121 - val_mrcnn_mask_loss: 0.5524
Epoch 86/120
4/4 [==============================] - 36s 9s/step - loss: 4.7928 - rpn_class_loss: 0.4289 - rpn_bbox_loss: 3.0231 - mrcnn_class_loss: 0.0314 - mrcnn_bbox_loss: 0.7010 - mrcnn_mask_loss: 0.6084 - val_loss: 4.9232 - val_rpn_class_loss: 0.4549 - val_rpn_bbox_loss: 3.1821 - val_mrcnn_class_loss: 0.1129 - val_mrcnn_bbox_loss: 0.6373 - val_mrcnn_mask_loss: 0.5360
Epoch 87/120
4/4 [==============================] - 36s 9s/step - loss: 5.0894 - rpn_class_loss: 0.7382 - rpn_bbox_loss: 3.0651 - mrcnn_class_loss: 0.0703 - mrcnn_bbox_loss: 0.6187 - mrcnn_mask_loss: 0.5972 - val_loss: 4.9560 - val_rpn_class_loss: 0.4501 - val_rpn_bbox_loss: 3.1549 - val_mrcnn_class_loss: 0.1142 - val_mrcnn_bbox_loss: 0.6744 - val_mrcnn_mask_loss: 0.5624
Epoch 88/120
4/4 [==============================] - 36s 9s/step - loss: 3.5149 - rpn_class_loss: 0.3814 - rpn_bbox_loss: 2.0737 - mrcnn_class_loss: 0.1701 - mrcnn_bbox_loss: 0.4407 - mrcnn_mask_loss: 0.4489 - val_loss: 4.9444 - val_rpn_class_loss: 0.4490 - val_rpn_bbox_loss: 3.1060 - val_mrcnn_class_loss: 0.1085 - val_mrcnn_bbox_loss: 0.7169 - val_mrcnn_mask_loss: 0.5640
Epoch 89/120
4/4 [==============================] - 36s 9s/step - loss: 4.9636 - rpn_class_loss: 0.4780 - rpn_bbox_loss: 3.5943 - mrcnn_class_loss: 0.0541 - mrcnn_bbox_loss: 0.3870 - mrcnn_mask_loss: 0.4502 - val_loss: 4.9786 - val_rpn_class_loss: 0.4551 - val_rpn_bbox_loss: 3.1775 - val_mrcnn_class_loss: 0.1098 - val_mrcnn_bbox_loss: 0.6942 - val_mrcnn_mask_loss: 0.5420
Epoch 90/120
4/4 [==============================] - 36s 9s/step - loss: 5.1523 - rpn_class_loss: 0.4342 - rpn_bbox_loss: 3.8523 - mrcnn_class_loss: 0.0540 - mrcnn_bbox_loss: 0.3454 - mrcnn_mask_loss: 0.4664 - val_loss: 4.9302 - val_rpn_class_loss: 0.4583 - val_rpn_bbox_loss: 3.1476 - val_mrcnn_class_loss: 0.1096 - val_mrcnn_bbox_loss: 0.6809 - val_mrcnn_mask_loss: 0.5339
Epoch 91/120
4/4 [==============================] - 36s 9s/step - loss: 4.5188 - rpn_class_loss: 0.5127 - rpn_bbox_loss: 3.0188 - mrcnn_class_loss: 0.0693 - mrcnn_bbox_loss: 0.4608 - mrcnn_mask_loss: 0.4573 - val_loss: 5.0133 - val_rpn_class_loss: 0.4580 - val_rpn_bbox_loss: 3.0898 - val_mrcnn_class_loss: 0.1316 - val_mrcnn_bbox_loss: 0.7541 - val_mrcnn_mask_loss: 0.5798
Epoch 92/120
4/4 [==============================] - 36s 9s/step - loss: 4.5529 - rpn_class_loss: 0.4456 - rpn_bbox_loss: 2.6792 - mrcnn_class_loss: 0.1285 - mrcnn_bbox_loss: 0.6480 - mrcnn_mask_loss: 0.6515 - val_loss: 4.9552 - val_rpn_class_loss: 0.4625 - val_rpn_bbox_loss: 3.1901 - val_mrcnn_class_loss: 0.1276 - val_mrcnn_bbox_loss: 0.6514 - val_mrcnn_mask_loss: 0.5237
Epoch 93/120
4/4 [==============================] - 36s 9s/step - loss: 5.1037 - rpn_class_loss: 0.3278 - rpn_bbox_loss: 3.3723 - mrcnn_class_loss: 0.1140 - mrcnn_bbox_loss: 0.5566 - mrcnn_mask_loss: 0.7330 - val_loss: 4.9684 - val_rpn_class_loss: 0.4370 - val_rpn_bbox_loss: 3.2079 - val_mrcnn_class_loss: 0.1105 - val_mrcnn_bbox_loss: 0.6554 - val_mrcnn_mask_loss: 0.5575
Epoch 94/120
4/4 [==============================] - 36s 9s/step - loss: 5.0030 - rpn_class_loss: 0.3350 - rpn_bbox_loss: 3.3775 - mrcnn_class_loss: 0.0536 - mrcnn_bbox_loss: 0.5117 - mrcnn_mask_loss: 0.7252 - val_loss: 4.9858 - val_rpn_class_loss: 0.4777 - val_rpn_bbox_loss: 3.1297 - val_mrcnn_class_loss: 0.1148 - val_mrcnn_bbox_loss: 0.6661 - val_mrcnn_mask_loss: 0.5975
Epoch 95/120
4/4 [==============================] - 36s 9s/step - loss: 4.2874 - rpn_class_loss: 0.3467 - rpn_bbox_loss: 2.6120 - mrcnn_class_loss: 0.0619 - mrcnn_bbox_loss: 0.5662 - mrcnn_mask_loss: 0.7006 - val_loss: 4.9303 - val_rpn_class_loss: 0.4512 - val_rpn_bbox_loss: 3.0776 - val_mrcnn_class_loss: 0.1124 - val_mrcnn_bbox_loss: 0.7116 - val_mrcnn_mask_loss: 0.5774
Epoch 96/120
4/4 [==============================] - 36s 9s/step - loss: 3.4651 - rpn_class_loss: 0.2864 - rpn_bbox_loss: 1.8191 - mrcnn_class_loss: 0.1013 - mrcnn_bbox_loss: 0.6207 - mrcnn_mask_loss: 0.6376 - val_loss: 4.9371 - val_rpn_class_loss: 0.4535 - val_rpn_bbox_loss: 3.1595 - val_mrcnn_class_loss: 0.1084 - val_mrcnn_bbox_loss: 0.6671 - val_mrcnn_mask_loss: 0.5486
Epoch 97/120
4/4 [==============================] - 36s 9s/step - loss: 3.8203 - rpn_class_loss: 0.2809 - rpn_bbox_loss: 2.2256 - mrcnn_class_loss: 0.0898 - mrcnn_bbox_loss: 0.6103 - mrcnn_mask_loss: 0.6136 - val_loss: 4.9552 - val_rpn_class_loss: 0.4560 - val_rpn_bbox_loss: 3.1595 - val_mrcnn_class_loss: 0.1067 - val_mrcnn_bbox_loss: 0.6751 - val_mrcnn_mask_loss: 0.5579
Epoch 98/120
4/4 [==============================] - 36s 9s/step - loss: 5.0260 - rpn_class_loss: 0.5638 - rpn_bbox_loss: 3.1916 - mrcnn_class_loss: 0.0678 - mrcnn_bbox_loss: 0.5893 - mrcnn_mask_loss: 0.6134 - val_loss: 4.9645 - val_rpn_class_loss: 0.4628 - val_rpn_bbox_loss: 3.0794 - val_mrcnn_class_loss: 0.1175 - val_mrcnn_bbox_loss: 0.7392 - val_mrcnn_mask_loss: 0.5656
Epoch 99/120
4/4 [==============================] - 36s 9s/step - loss: 5.0622 - rpn_class_loss: 0.5154 - rpn_bbox_loss: 3.0855 - mrcnn_class_loss: 0.1056 - mrcnn_bbox_loss: 0.6733 - mrcnn_mask_loss: 0.6824 - val_loss: 4.9515 - val_rpn_class_loss: 0.4594 - val_rpn_bbox_loss: 3.1805 - val_mrcnn_class_loss: 0.1097 - val_mrcnn_bbox_loss: 0.6688 - val_mrcnn_mask_loss: 0.5330
Epoch 100/120
4/4 [==============================] - 36s 9s/step - loss: 4.5838 - rpn_class_loss: 0.2958 - rpn_bbox_loss: 2.9828 - mrcnn_class_loss: 0.0811 - mrcnn_bbox_loss: 0.5395 - mrcnn_mask_loss: 0.6845 - val_loss: 5.0176 - val_rpn_class_loss: 0.4453 - val_rpn_bbox_loss: 3.2372 - val_mrcnn_class_loss: 0.1113 - val_mrcnn_bbox_loss: 0.6743 - val_mrcnn_mask_loss: 0.5495
Epoch 101/120
4/4 [==============================] - 36s 9s/step - loss: 4.5774 - rpn_class_loss: 0.3478 - rpn_bbox_loss: 2.9697 - mrcnn_class_loss: 0.0763 - mrcnn_bbox_loss: 0.5240 - mrcnn_mask_loss: 0.6595 - val_loss: 4.9133 - val_rpn_class_loss: 0.4481 - val_rpn_bbox_loss: 3.1076 - val_mrcnn_class_loss: 0.1128 - val_mrcnn_bbox_loss: 0.6807 - val_mrcnn_mask_loss: 0.5640
Epoch 102/120
4/4 [==============================] - 36s 9s/step - loss: 4.8036 - rpn_class_loss: 0.3513 - rpn_bbox_loss: 3.1572 - mrcnn_class_loss: 0.0534 - mrcnn_bbox_loss: 0.5732 - mrcnn_mask_loss: 0.6685 - val_loss: 4.9780 - val_rpn_class_loss: 0.4734 - val_rpn_bbox_loss: 3.1130 - val_mrcnn_class_loss: 0.1221 - val_mrcnn_bbox_loss: 0.7156 - val_mrcnn_mask_loss: 0.5539
Epoch 103/120
4/4 [==============================] - 36s 9s/step - loss: 5.4753 - rpn_class_loss: 0.2987 - rpn_bbox_loss: 3.7930 - mrcnn_class_loss: 0.0219 - mrcnn_bbox_loss: 0.6598 - mrcnn_mask_loss: 0.7018 - val_loss: 4.9607 - val_rpn_class_loss: 0.4486 - val_rpn_bbox_loss: 3.1525 - val_mrcnn_class_loss: 0.1068 - val_mrcnn_bbox_loss: 0.7122 - val_mrcnn_mask_loss: 0.5407
Epoch 104/120
4/4 [==============================] - 36s 9s/step - loss: 4.8788 - rpn_class_loss: 0.2814 - rpn_bbox_loss: 3.5055 - mrcnn_class_loss: 0.0506 - mrcnn_bbox_loss: 0.3716 - mrcnn_mask_loss: 0.6698 - val_loss: 4.9861 - val_rpn_class_loss: 0.4520 - val_rpn_bbox_loss: 3.1426 - val_mrcnn_class_loss: 0.1120 - val_mrcnn_bbox_loss: 0.7335 - val_mrcnn_mask_loss: 0.5460
Epoch 105/120
4/4 [==============================] - 36s 9s/step - loss: 4.2690 - rpn_class_loss: 0.3509 - rpn_bbox_loss: 2.7381 - mrcnn_class_loss: 0.0940 - mrcnn_bbox_loss: 0.4521 - mrcnn_mask_loss: 0.6340 - val_loss: 4.9875 - val_rpn_class_loss: 0.4571 - val_rpn_bbox_loss: 3.1134 - val_mrcnn_class_loss: 0.1156 - val_mrcnn_bbox_loss: 0.7269 - val_mrcnn_mask_loss: 0.5745
Epoch 106/120
4/4 [==============================] - 36s 9s/step - loss: 4.6590 - rpn_class_loss: 0.4266 - rpn_bbox_loss: 3.0043 - mrcnn_class_loss: 0.0986 - mrcnn_bbox_loss: 0.5128 - mrcnn_mask_loss: 0.6167 - val_loss: 4.9834 - val_rpn_class_loss: 0.4546 - val_rpn_bbox_loss: 3.2239 - val_mrcnn_class_loss: 0.1058 - val_mrcnn_bbox_loss: 0.6670 - val_mrcnn_mask_loss: 0.5321
Epoch 107/120
4/4 [==============================] - 36s 9s/step - loss: 5.0378 - rpn_class_loss: 0.6278 - rpn_bbox_loss: 3.1196 - mrcnn_class_loss: 0.1061 - mrcnn_bbox_loss: 0.5848 - mrcnn_mask_loss: 0.5995 - val_loss: 4.9422 - val_rpn_class_loss: 0.4609 - val_rpn_bbox_loss: 3.0449 - val_mrcnn_class_loss: 0.1256 - val_mrcnn_bbox_loss: 0.7347 - val_mrcnn_mask_loss: 0.5761
Epoch 108/120
4/4 [==============================] - 36s 9s/step - loss: 4.5736 - rpn_class_loss: 0.6532 - rpn_bbox_loss: 2.6280 - mrcnn_class_loss: 0.1271 - mrcnn_bbox_loss: 0.5702 - mrcnn_mask_loss: 0.5950 - val_loss: 4.9999 - val_rpn_class_loss: 0.4635 - val_rpn_bbox_loss: 3.1747 - val_mrcnn_class_loss: 0.1162 - val_mrcnn_bbox_loss: 0.6956 - val_mrcnn_mask_loss: 0.5499
Epoch 109/120
4/4 [==============================] - 36s 9s/step - loss: 4.0651 - rpn_class_loss: 0.4638 - rpn_bbox_loss: 2.6059 - mrcnn_class_loss: 0.1099 - mrcnn_bbox_loss: 0.4343 - mrcnn_mask_loss: 0.4513 - val_loss: 4.9945 - val_rpn_class_loss: 0.4432 - val_rpn_bbox_loss: 3.2400 - val_mrcnn_class_loss: 0.1069 - val_mrcnn_bbox_loss: 0.6644 - val_mrcnn_mask_loss: 0.5400
Epoch 110/120
4/4 [==============================] - 36s 9s/step - loss: 4.3496 - rpn_class_loss: 0.3836 - rpn_bbox_loss: 2.8429 - mrcnn_class_loss: 0.1495 - mrcnn_bbox_loss: 0.5238 - mrcnn_mask_loss: 0.4499 - val_loss: 4.9302 - val_rpn_class_loss: 0.4462 - val_rpn_bbox_loss: 3.1359 - val_mrcnn_class_loss: 0.1091 - val_mrcnn_bbox_loss: 0.6755 - val_mrcnn_mask_loss: 0.5634
Epoch 111/120
4/4 [==============================] - 36s 9s/step - loss: 4.3575 - rpn_class_loss: 0.4072 - rpn_bbox_loss: 2.6199 - mrcnn_class_loss: 0.1225 - mrcnn_bbox_loss: 0.5865 - mrcnn_mask_loss: 0.6215 - val_loss: 4.9058 - val_rpn_class_loss: 0.4681 - val_rpn_bbox_loss: 3.1152 - val_mrcnn_class_loss: 0.1125 - val_mrcnn_bbox_loss: 0.6601 - val_mrcnn_mask_loss: 0.5500
Epoch 112/120
4/4 [==============================] - 36s 9s/step - loss: 3.7824 - rpn_class_loss: 0.3673 - rpn_bbox_loss: 2.2595 - mrcnn_class_loss: 0.0793 - mrcnn_bbox_loss: 0.4780 - mrcnn_mask_loss: 0.5984 - val_loss: 4.8704 - val_rpn_class_loss: 0.4596 - val_rpn_bbox_loss: 3.0754 - val_mrcnn_class_loss: 0.1087 - val_mrcnn_bbox_loss: 0.6611 - val_mrcnn_mask_loss: 0.5657
Epoch 113/120
4/4 [==============================] - 36s 9s/step - loss: 4.3550 - rpn_class_loss: 0.5301 - rpn_bbox_loss: 2.4687 - mrcnn_class_loss: 0.1409 - mrcnn_bbox_loss: 0.6108 - mrcnn_mask_loss: 0.6045 - val_loss: 4.8978 - val_rpn_class_loss: 0.4501 - val_rpn_bbox_loss: 3.1816 - val_mrcnn_class_loss: 0.1050 - val_mrcnn_bbox_loss: 0.6242 - val_mrcnn_mask_loss: 0.5370
Epoch 114/120
4/4 [==============================] - 36s 9s/step - loss: 5.2041 - rpn_class_loss: 0.5551 - rpn_bbox_loss: 3.1917 - mrcnn_class_loss: 0.1431 - mrcnn_bbox_loss: 0.6708 - mrcnn_mask_loss: 0.6435 - val_loss: 4.9364 - val_rpn_class_loss: 0.4537 - val_rpn_bbox_loss: 3.1580 - val_mrcnn_class_loss: 0.1065 - val_mrcnn_bbox_loss: 0.6687 - val_mrcnn_mask_loss: 0.5495
Epoch 115/120
4/4 [==============================] - 36s 9s/step - loss: 4.8302 - rpn_class_loss: 0.3371 - rpn_bbox_loss: 3.1428 - mrcnn_class_loss: 0.0771 - mrcnn_bbox_loss: 0.6007 - mrcnn_mask_loss: 0.6724 - val_loss: 4.9052 - val_rpn_class_loss: 0.4559 - val_rpn_bbox_loss: 3.1267 - val_mrcnn_class_loss: 0.1058 - val_mrcnn_bbox_loss: 0.6615 - val_mrcnn_mask_loss: 0.5553
Epoch 116/120
4/4 [==============================] - 36s 9s/step - loss: 4.0611 - rpn_class_loss: 0.2488 - rpn_bbox_loss: 2.5052 - mrcnn_class_loss: 0.0757 - mrcnn_bbox_loss: 0.5865 - mrcnn_mask_loss: 0.6448 - val_loss: 4.9341 - val_rpn_class_loss: 0.4423 - val_rpn_bbox_loss: 3.2312 - val_mrcnn_class_loss: 0.0996 - val_mrcnn_bbox_loss: 0.6364 - val_mrcnn_mask_loss: 0.5247
Epoch 117/120
4/4 [==============================] - 36s 9s/step - loss: 4.1426 - rpn_class_loss: 0.3033 - rpn_bbox_loss: 2.5536 - mrcnn_class_loss: 0.0839 - mrcnn_bbox_loss: 0.5992 - mrcnn_mask_loss: 0.6025 - val_loss: 4.9144 - val_rpn_class_loss: 0.4737 - val_rpn_bbox_loss: 3.0803 - val_mrcnn_class_loss: 0.1153 - val_mrcnn_bbox_loss: 0.6848 - val_mrcnn_mask_loss: 0.5602
Epoch 118/120
4/4 [==============================] - 36s 9s/step - loss: 4.5551 - rpn_class_loss: 0.3444 - rpn_bbox_loss: 2.9148 - mrcnn_class_loss: 0.0886 - mrcnn_bbox_loss: 0.5600 - mrcnn_mask_loss: 0.6474 - val_loss: 4.9208 - val_rpn_class_loss: 0.4443 - val_rpn_bbox_loss: 3.1682 - val_mrcnn_class_loss: 0.1054 - val_mrcnn_bbox_loss: 0.6533 - val_mrcnn_mask_loss: 0.5496
Epoch 119/120
4/4 [==============================] - 36s 9s/step - loss: 4.3092 - rpn_class_loss: 0.3887 - rpn_bbox_loss: 2.5636 - mrcnn_class_loss: 0.1066 - mrcnn_bbox_loss: 0.5887 - mrcnn_mask_loss: 0.6617 - val_loss: 4.8645 - val_rpn_class_loss: 0.4593 - val_rpn_bbox_loss: 3.1294 - val_mrcnn_class_loss: 0.1028 - val_mrcnn_bbox_loss: 0.6367 - val_mrcnn_mask_loss: 0.5364
Epoch 120/120
4/4 [==============================] - 36s 9s/step - loss: 4.1824 - rpn_class_loss: 0.4720 - rpn_bbox_loss: 2.3986 - mrcnn_class_loss: 0.0943 - mrcnn_bbox_loss: 0.5724 - mrcnn_mask_loss: 0.6451 - val_loss: 4.8948 - val_rpn_class_loss: 0.4598 - val_rpn_bbox_loss: 3.1320 - val_mrcnn_class_loss: 0.1066 - val_mrcnn_bbox_loss: 0.6435 - val_mrcnn_mask_loss: 0.5529