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train_HCF_demo_20231112_201631.log
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2023-11-12 20:16:31,353 INFO:
Version Information:
PyTorch: 1.13.1+cu117
TorchVision: 0.14.1+cu117
2023-11-12 20:16:31,353 INFO:
exp:[
name: HCF_demo
save_exp: True
bs: 4
total_epochs: 300
log_interval: 1
save_interval: 150
test_interval: 1
device: 3
dist: False
num_devices: 1
total_iters: 25800
exp_root: experiment/HCF_demo/20231112_201631
]
model:[
net:[
type: HCFnet
gt_ds: True
]
optim:[
type: AdamW
init_lr: 0.0005
weight_decay: 0.0001
betas: [0.9, 0.999]
]
loss:[
loss_1:[
type: Bce_loss
weight: 1
]
loss_2:[
type: Iou_loss
weight: 1
]
]
lr:[
warmup_iter: -1
scheduler:[
type: CosineAnnealingLR
step_interval: iter
eta_min: 1e-05
]
]
]
dataset:[
name: None
train:[
type: Dataset_aug_bac
data_root: /media/data2/xxx/code/HCFnet/sirst/trainval
img_sz: 512
]
test:[
type: Dataset_test
data_root: /media/data2/xxx/code/HCFnet/sirst/test
img_sz: 512
]
]
resume:[
net_path: None
state_path: None
]
2023-11-12 20:16:38,560 INFO: load from random initialized network
2023-11-12 20:16:38,560 INFO: training from epoch: 1
2023-11-12 20:17:24,987 INFO: [HCF_demo][epoch: 1, lr:(5.000e-04,)] [eta: 3:51:21, time (epoch): 41.558 ]
TrainSet
Bce_loss_0:5.1104e+01 Iou_loss_0:1.6651e+02
m_fscore:0.0070 m_iou:0.0035 n_fscore:0.0111 n_iou:0.0052
TestSet
Bce_loss_0:5.8274e+00 Iou_loss_0:2.1986e+01
m_fscore:0.0000 m_iou:0.0000 n_fscore:0.0000 n_iou:0.0000
2023-11-12 20:18:05,550 INFO: [HCF_demo][epoch: 2, lr:(4.999e-04,)] [eta: 3:36:01, time (epoch): 36.871 ]
TrainSet
Bce_loss_0:2.4326e+01 Iou_loss_0:1.6640e+02
m_fscore:0.0007 m_iou:0.0003 n_fscore:0.0006 n_iou:0.0003
TestSet
Bce_loss_0:3.2845e+00 Iou_loss_0:2.1986e+01
m_fscore:0.0000 m_iou:0.0000 n_fscore:0.0000 n_iou:0.0000
2023-11-12 20:18:46,502 INFO: [HCF_demo][epoch: 3, lr:(4.999e-04,)] [eta: 3:31:06, time (epoch): 37.158 ]
TrainSet
Bce_loss_0:1.4942e+01 Iou_loss_0:1.6525e+02
m_fscore:0.0162 m_iou:0.0082 n_fscore:0.0112 n_iou:0.0057
TestSet
Bce_loss_0:1.9927e+00 Iou_loss_0:2.1972e+01
m_fscore:0.0765 m_iou:0.0398 n_fscore:0.0776 n_iou:0.0412
2023-11-12 20:19:27,729 INFO: [HCF_demo][epoch: 4, lr:(4.998e-04,)] [eta: 3:28:38, time (epoch): 37.431 ]
TrainSet
Bce_loss_0:9.7068e+00 Iou_loss_0:1.6248e+02
m_fscore:0.2913 m_iou:0.1705 n_fscore:0.2629 n_iou:0.1512
TestSet
Bce_loss_0:1.4308e+00 Iou_loss_0:2.1881e+01
m_fscore:0.5542 m_iou:0.3834 n_fscore:0.5847 n_iou:0.4075
2023-11-12 20:20:09,347 INFO: [HCF_demo][epoch: 5, lr:(4.997e-04,)] [eta: 3:27:16, time (epoch): 37.850 ]
TrainSet
Bce_loss_0:6.5601e+00 Iou_loss_0:1.5889e+02
m_fscore:0.4076 m_iou:0.2560 n_fscore:0.3955 n_iou:0.2418
TestSet
Bce_loss_0:1.1924e+00 Iou_loss_0:2.1795e+01
m_fscore:0.5296 m_iou:0.3602 n_fscore:0.5445 n_iou:0.3705
2023-11-12 20:20:51,186 INFO: [HCF_demo][epoch: 6, lr:(4.995e-04,)] [eta: 3:26:18, time (epoch): 38.000 ]
TrainSet
Bce_loss_0:4.4950e+00 Iou_loss_0:1.5290e+02
m_fscore:0.4400 m_iou:0.2821 n_fscore:0.4282 n_iou:0.2834
TestSet
Bce_loss_0:8.0885e-01 Iou_loss_0:2.1726e+01
m_fscore:0.5775 m_iou:0.4060 n_fscore:0.5924 n_iou:0.4213
2023-11-12 20:21:33,119 INFO: [HCF_demo][epoch: 7, lr:(4.993e-04,)] [eta: 3:25:29, time (epoch): 38.090 ]
TrainSet
Bce_loss_0:2.8880e+00 Iou_loss_0:1.4432e+02
m_fscore:0.5055 m_iou:0.3383 n_fscore:0.5122 n_iou:0.3497
TestSet
Bce_loss_0:6.1298e-01 Iou_loss_0:2.1569e+01
m_fscore:0.6176 m_iou:0.4467 n_fscore:0.6019 n_iou:0.4232
2023-11-12 20:22:15,031 INFO: [HCF_demo][epoch: 8, lr:(4.991e-04,)] [eta: 3:24:41, time (epoch): 38.097 ]
TrainSet
Bce_loss_0:1.8865e+00 Iou_loss_0:1.3252e+02
m_fscore:0.5735 m_iou:0.4021 n_fscore:0.5546 n_iou:0.3944
TestSet
Bce_loss_0:3.9456e-01 Iou_loss_0:2.1267e+01
m_fscore:0.5388 m_iou:0.3687 n_fscore:0.6169 n_iou:0.4440
2023-11-12 20:22:56,895 INFO: [HCF_demo][epoch: 9, lr:(4.989e-04,)] [eta: 3:23:52, time (epoch): 38.058 ]
TrainSet
Bce_loss_0:1.2724e+00 Iou_loss_0:1.2678e+02
m_fscore:0.5771 m_iou:0.4055 n_fscore:0.5562 n_iou:0.4019
TestSet
Bce_loss_0:3.1772e-01 Iou_loss_0:1.9579e+01
m_fscore:0.5490 m_iou:0.3783 n_fscore:0.6124 n_iou:0.4480
2023-11-12 20:23:38,897 INFO: [HCF_demo][epoch: 10, lr:(4.987e-04,)] [eta: 3:23:09, time (epoch): 38.203 ]
TrainSet
Bce_loss_0:8.9444e-01 Iou_loss_0:1.1688e+02
m_fscore:0.6760 m_iou:0.5106 n_fscore:0.6198 n_iou:0.4731
TestSet
Bce_loss_0:2.7730e-01 Iou_loss_0:1.7113e+01
m_fscore:0.5911 m_iou:0.4195 n_fscore:0.7283 n_iou:0.5747
2023-11-12 20:24:21,063 INFO: [HCF_demo][epoch: 11, lr:(4.984e-04,)] [eta: 3:22:31, time (epoch): 38.360 ]
TrainSet
Bce_loss_0:6.1897e-01 Iou_loss_0:1.0239e+02
m_fscore:0.7096 m_iou:0.5499 n_fscore:0.6658 n_iou:0.5196
TestSet
Bce_loss_0:4.4702e-02 Iou_loss_0:1.3627e+01
m_fscore:0.7491 m_iou:0.5989 n_fscore:0.7779 n_iou:0.6254
2023-11-12 20:25:03,330 INFO: [HCF_demo][epoch: 12, lr:(4.981e-04,)] [eta: 3:21:54, time (epoch): 38.334 ]
TrainSet
Bce_loss_0:5.3124e-01 Iou_loss_0:8.9277e+01
m_fscore:0.7173 m_iou:0.5592 n_fscore:0.6968 n_iou:0.5491
TestSet
Bce_loss_0:4.6007e-02 Iou_loss_0:1.0876e+01
m_fscore:0.7614 m_iou:0.6148 n_fscore:0.7872 n_iou:0.6411
2023-11-12 20:25:45,497 INFO: [HCF_demo][epoch: 13, lr:(4.977e-04,)] [eta: 3:21:14, time (epoch): 38.304 ]
TrainSet
Bce_loss_0:5.2410e-01 Iou_loss_0:8.2205e+01
m_fscore:0.7316 m_iou:0.5768 n_fscore:0.7096 n_iou:0.5596
TestSet
Bce_loss_0:4.4925e-02 Iou_loss_0:9.1475e+00
m_fscore:0.7877 m_iou:0.6498 n_fscore:0.7725 n_iou:0.6393
2023-11-12 20:26:27,647 INFO: [HCF_demo][epoch: 14, lr:(4.974e-04,)] [eta: 3:20:34, time (epoch): 38.333 ]
TrainSet
Bce_loss_0:6.1084e-01 Iou_loss_0:8.3996e+01
m_fscore:0.6882 m_iou:0.5246 n_fscore:0.6918 n_iou:0.5385
TestSet
Bce_loss_0:5.9401e-02 Iou_loss_0:9.2022e+00
m_fscore:0.7337 m_iou:0.5794 n_fscore:0.7607 n_iou:0.6267
2023-11-12 20:27:10,109 INFO: [HCF_demo][epoch: 15, lr:(4.970e-04,)] [eta: 3:19:59, time (epoch): 38.481 ]
TrainSet
Bce_loss_0:4.8531e-01 Iou_loss_0:7.7132e+01
m_fscore:0.7668 m_iou:0.6218 n_fscore:0.7182 n_iou:0.5832
TestSet
Bce_loss_0:6.8124e-02 Iou_loss_0:8.7946e+00
m_fscore:0.7168 m_iou:0.5586 n_fscore:0.7909 n_iou:0.6471
2023-11-12 20:27:52,491 INFO: [HCF_demo][epoch: 16, lr:(4.966e-04,)] [eta: 3:19:22, time (epoch): 38.445 ]
TrainSet
Bce_loss_0:4.9145e-01 Iou_loss_0:7.4560e+01
m_fscore:0.7661 m_iou:0.6209 n_fscore:0.7371 n_iou:0.6011
TestSet
Bce_loss_0:5.2347e-02 Iou_loss_0:7.5385e+00
m_fscore:0.7836 m_iou:0.6442 n_fscore:0.8091 n_iou:0.6704
2023-11-12 20:28:34,989 INFO: [HCF_demo][epoch: 17, lr:(4.961e-04,)] [eta: 3:18:46, time (epoch): 38.314 ]
TrainSet
Bce_loss_0:5.3533e-01 Iou_loss_0:7.3702e+01
m_fscore:0.7610 m_iou:0.6143 n_fscore:0.7353 n_iou:0.6015
TestSet
Bce_loss_0:4.8918e-02 Iou_loss_0:6.9757e+00
m_fscore:0.8131 m_iou:0.6851 n_fscore:0.8300 n_iou:0.6998
2023-11-12 20:29:17,414 INFO: [HCF_demo][epoch: 18, lr:(4.957e-04,)] [eta: 3:18:08, time (epoch): 38.521 ]
TrainSet
Bce_loss_0:4.9136e-01 Iou_loss_0:7.3024e+01
m_fscore:0.7607 m_iou:0.6138 n_fscore:0.7303 n_iou:0.5951
TestSet
Bce_loss_0:4.2367e-02 Iou_loss_0:6.9781e+00
m_fscore:0.8098 m_iou:0.6804 n_fscore:0.8233 n_iou:0.6973
2023-11-12 20:29:59,683 INFO: [HCF_demo][epoch: 19, lr:(4.952e-04,)] [eta: 3:17:28, time (epoch): 38.162 ]
TrainSet
Bce_loss_0:4.6493e-01 Iou_loss_0:7.2448e+01
m_fscore:0.7893 m_iou:0.6520 n_fscore:0.7373 n_iou:0.6060
TestSet
Bce_loss_0:4.4279e-02 Iou_loss_0:6.9935e+00
m_fscore:0.8075 m_iou:0.6771 n_fscore:0.8240 n_iou:0.6936
2023-11-12 20:30:42,214 INFO: [HCF_demo][epoch: 20, lr:(4.947e-04,)] [eta: 3:16:51, time (epoch): 38.584 ]
TrainSet
Bce_loss_0:4.3990e-01 Iou_loss_0:7.1209e+01
m_fscore:0.7869 m_iou:0.6487 n_fscore:0.7385 n_iou:0.6094
TestSet
Bce_loss_0:3.9063e-02 Iou_loss_0:6.5872e+00
m_fscore:0.8350 m_iou:0.7168 n_fscore:0.8352 n_iou:0.7094
2023-11-12 20:31:24,502 INFO: [HCF_demo][epoch: 21, lr:(4.941e-04,)] [eta: 3:16:10, time (epoch): 38.317 ]
TrainSet
Bce_loss_0:4.8380e-01 Iou_loss_0:6.8434e+01
m_fscore:0.7893 m_iou:0.6520 n_fscore:0.7579 n_iou:0.6275
TestSet
Bce_loss_0:4.9053e-02 Iou_loss_0:6.9543e+00
m_fscore:0.8020 m_iou:0.6695 n_fscore:0.8162 n_iou:0.6916
2023-11-12 20:32:06,648 INFO: [HCF_demo][epoch: 22, lr:(4.935e-04,)] [eta: 3:15:27, time (epoch): 38.334 ]
TrainSet
Bce_loss_0:5.1960e-01 Iou_loss_0:6.8709e+01
m_fscore:0.7800 m_iou:0.6393 n_fscore:0.7549 n_iou:0.6247
TestSet
Bce_loss_0:4.3874e-02 Iou_loss_0:6.9532e+00
m_fscore:0.8171 m_iou:0.6908 n_fscore:0.8254 n_iou:0.6936
2023-11-12 20:32:48,917 INFO: [HCF_demo][epoch: 23, lr:(4.929e-04,)] [eta: 3:14:46, time (epoch): 38.441 ]
TrainSet
Bce_loss_0:5.1677e-01 Iou_loss_0:6.6782e+01
m_fscore:0.7799 m_iou:0.6393 n_fscore:0.7714 n_iou:0.6395
TestSet
Bce_loss_0:5.4474e-02 Iou_loss_0:6.9588e+00
m_fscore:0.7867 m_iou:0.6485 n_fscore:0.8111 n_iou:0.6862
2023-11-12 20:33:30,991 INFO: [HCF_demo][epoch: 24, lr:(4.923e-04,)] [eta: 3:14:02, time (epoch): 38.300 ]
TrainSet
Bce_loss_0:4.9789e-01 Iou_loss_0:6.6843e+01
m_fscore:0.7973 m_iou:0.6630 n_fscore:0.7574 n_iou:0.6335
TestSet
Bce_loss_0:6.5936e-02 Iou_loss_0:7.2455e+00
m_fscore:0.7197 m_iou:0.5621 n_fscore:0.8062 n_iou:0.6772
2023-11-12 20:34:13,243 INFO: [HCF_demo][epoch: 25, lr:(4.917e-04,)] [eta: 3:13:21, time (epoch): 38.457 ]
TrainSet
Bce_loss_0:4.9134e-01 Iou_loss_0:7.0900e+01
m_fscore:0.7890 m_iou:0.6515 n_fscore:0.7367 n_iou:0.6114
TestSet
Bce_loss_0:5.4584e-02 Iou_loss_0:7.0498e+00
m_fscore:0.7728 m_iou:0.6298 n_fscore:0.8176 n_iou:0.6857
2023-11-12 20:34:55,416 INFO: [HCF_demo][epoch: 26, lr:(4.910e-04,)] [eta: 3:12:39, time (epoch): 38.374 ]
TrainSet
Bce_loss_0:4.2527e-01 Iou_loss_0:6.4443e+01
m_fscore:0.8054 m_iou:0.6742 n_fscore:0.7776 n_iou:0.6525
TestSet
Bce_loss_0:4.5746e-02 Iou_loss_0:6.8467e+00
m_fscore:0.7937 m_iou:0.6579 n_fscore:0.8226 n_iou:0.6949
2023-11-12 20:35:37,776 INFO: [HCF_demo][epoch: 27, lr:(4.903e-04,)] [eta: 3:11:58, time (epoch): 38.504 ]
TrainSet
Bce_loss_0:4.5174e-01 Iou_loss_0:6.5360e+01
m_fscore:0.8018 m_iou:0.6691 n_fscore:0.7651 n_iou:0.6404
TestSet
Bce_loss_0:4.1047e-02 Iou_loss_0:6.3023e+00
m_fscore:0.8311 m_iou:0.7110 n_fscore:0.8378 n_iou:0.7155
2023-11-12 20:36:20,077 INFO: [HCF_demo][epoch: 28, lr:(4.896e-04,)] [eta: 3:11:17, time (epoch): 38.464 ]
TrainSet
Bce_loss_0:5.2329e-01 Iou_loss_0:6.8936e+01
m_fscore:0.7848 m_iou:0.6458 n_fscore:0.7486 n_iou:0.6204
TestSet
Bce_loss_0:5.5333e-02 Iou_loss_0:6.8630e+00
m_fscore:0.7744 m_iou:0.6318 n_fscore:0.8272 n_iou:0.6948
2023-11-12 20:37:02,424 INFO: [HCF_demo][epoch: 29, lr:(4.888e-04,)] [eta: 3:10:36, time (epoch): 38.536 ]
TrainSet
Bce_loss_0:5.3878e-01 Iou_loss_0:6.7548e+01
m_fscore:0.7905 m_iou:0.6536 n_fscore:0.7514 n_iou:0.6267
TestSet
Bce_loss_0:5.3613e-02 Iou_loss_0:6.8881e+00
m_fscore:0.7870 m_iou:0.6487 n_fscore:0.8194 n_iou:0.6885
2023-11-12 20:37:44,580 INFO: [HCF_demo][epoch: 30, lr:(4.880e-04,)] [eta: 3:09:54, time (epoch): 38.330 ]
TrainSet
Bce_loss_0:5.3708e-01 Iou_loss_0:6.6898e+01
m_fscore:0.7876 m_iou:0.6496 n_fscore:0.7611 n_iou:0.6313
TestSet
Bce_loss_0:6.4043e-02 Iou_loss_0:6.9999e+00
m_fscore:0.7801 m_iou:0.6394 n_fscore:0.8158 n_iou:0.6832
2023-11-12 20:38:26,823 INFO: [HCF_demo][epoch: 31, lr:(4.872e-04,)] [eta: 3:09:12, time (epoch): 38.406 ]
TrainSet
Bce_loss_0:4.3780e-01 Iou_loss_0:6.4159e+01
m_fscore:0.8154 m_iou:0.6884 n_fscore:0.7673 n_iou:0.6438
TestSet
Bce_loss_0:4.0266e-02 Iou_loss_0:6.2561e+00
m_fscore:0.8308 m_iou:0.7105 n_fscore:0.8398 n_iou:0.7170
2023-11-12 20:39:09,166 INFO: [HCF_demo][epoch: 32, lr:(4.864e-04,)] [eta: 3:08:31, time (epoch): 38.533 ]
TrainSet
Bce_loss_0:4.8840e-01 Iou_loss_0:6.7102e+01
m_fscore:0.7953 m_iou:0.6601 n_fscore:0.7535 n_iou:0.6290
TestSet
Bce_loss_0:6.6420e-02 Iou_loss_0:7.3123e+00
m_fscore:0.7337 m_iou:0.5794 n_fscore:0.7981 n_iou:0.6685
2023-11-12 20:39:51,690 INFO: [HCF_demo][epoch: 33, lr:(4.855e-04,)] [eta: 3:07:51, time (epoch): 38.718 ]
TrainSet
Bce_loss_0:5.2408e-01 Iou_loss_0:6.9247e+01
m_fscore:0.7737 m_iou:0.6309 n_fscore:0.7382 n_iou:0.6145
TestSet
Bce_loss_0:3.8934e-02 Iou_loss_0:6.6436e+00
m_fscore:0.8310 m_iou:0.7109 n_fscore:0.8302 n_iou:0.7017
2023-11-12 20:40:34,120 INFO: [HCF_demo][epoch: 34, lr:(4.846e-04,)] [eta: 3:07:11, time (epoch): 38.539 ]
TrainSet
Bce_loss_0:4.8899e-01 Iou_loss_0:6.8212e+01
m_fscore:0.7902 m_iou:0.6531 n_fscore:0.7525 n_iou:0.6279
TestSet
Bce_loss_0:5.1397e-02 Iou_loss_0:6.7981e+00
m_fscore:0.8170 m_iou:0.6906 n_fscore:0.8195 n_iou:0.6918
2023-11-12 20:41:16,637 INFO: [HCF_demo][epoch: 35, lr:(4.837e-04,)] [eta: 3:06:31, time (epoch): 38.520 ]
TrainSet
Bce_loss_0:5.2981e-01 Iou_loss_0:7.2632e+01
m_fscore:0.7593 m_iou:0.6120 n_fscore:0.7240 n_iou:0.5983
TestSet
Bce_loss_0:3.9019e-02 Iou_loss_0:6.0729e+00
m_fscore:0.8441 m_iou:0.7302 n_fscore:0.8456 n_iou:0.7243
2023-11-12 20:41:59,137 INFO: [HCF_demo][epoch: 36, lr:(4.828e-04,)] [eta: 3:05:50, time (epoch): 38.470 ]
TrainSet
Bce_loss_0:4.2369e-01 Iou_loss_0:6.4421e+01
m_fscore:0.8160 m_iou:0.6892 n_fscore:0.7721 n_iou:0.6444
TestSet
Bce_loss_0:3.7499e-02 Iou_loss_0:6.0910e+00
m_fscore:0.8312 m_iou:0.7112 n_fscore:0.8490 n_iou:0.7299
2023-11-12 20:42:41,637 INFO: [HCF_demo][epoch: 37, lr:(4.818e-04,)] [eta: 3:05:10, time (epoch): 38.489 ]
TrainSet
Bce_loss_0:4.7806e-01 Iou_loss_0:6.7268e+01
m_fscore:0.8014 m_iou:0.6686 n_fscore:0.7473 n_iou:0.6287
TestSet
Bce_loss_0:4.0404e-02 Iou_loss_0:6.1939e+00
m_fscore:0.8276 m_iou:0.7059 n_fscore:0.8441 n_iou:0.7229
2023-11-12 20:43:24,240 INFO: [HCF_demo][epoch: 38, lr:(4.809e-04,)] [eta: 3:04:30, time (epoch): 38.448 ]
TrainSet
Bce_loss_0:4.4208e-01 Iou_loss_0:6.4447e+01
m_fscore:0.8071 m_iou:0.6766 n_fscore:0.7675 n_iou:0.6457
TestSet
Bce_loss_0:4.2909e-02 Iou_loss_0:6.2543e+00
m_fscore:0.8322 m_iou:0.7126 n_fscore:0.8351 n_iou:0.7181
2023-11-12 20:44:06,552 INFO: [HCF_demo][epoch: 39, lr:(4.799e-04,)] [eta: 3:03:48, time (epoch): 38.460 ]
TrainSet
Bce_loss_0:5.2422e-01 Iou_loss_0:6.6126e+01
m_fscore:0.7982 m_iou:0.6642 n_fscore:0.7633 n_iou:0.6379
TestSet
Bce_loss_0:4.6867e-02 Iou_loss_0:6.0639e+00
m_fscore:0.8364 m_iou:0.7188 n_fscore:0.8442 n_iou:0.7252
2023-11-12 20:44:48,887 INFO: [HCF_demo][epoch: 40, lr:(4.788e-04,)] [eta: 3:03:07, time (epoch): 38.326 ]
TrainSet
Bce_loss_0:4.5907e-01 Iou_loss_0:6.7798e+01
m_fscore:0.8167 m_iou:0.6902 n_fscore:0.7489 n_iou:0.6301
TestSet
Bce_loss_0:4.2709e-02 Iou_loss_0:6.1908e+00
m_fscore:0.8384 m_iou:0.7217 n_fscore:0.8415 n_iou:0.7189
2023-11-12 20:45:31,300 INFO: [HCF_demo][epoch: 41, lr:(4.778e-04,)] [eta: 3:02:25, time (epoch): 38.608 ]
TrainSet
Bce_loss_0:4.1502e-01 Iou_loss_0:6.6646e+01
m_fscore:0.8264 m_iou:0.7042 n_fscore:0.7467 n_iou:0.6286
TestSet
Bce_loss_0:4.6187e-02 Iou_loss_0:6.2199e+00
m_fscore:0.8093 m_iou:0.6797 n_fscore:0.8311 n_iou:0.7188
2023-11-12 20:46:13,514 INFO: [HCF_demo][epoch: 42, lr:(4.767e-04,)] [eta: 3:01:43, time (epoch): 38.393 ]
TrainSet
Bce_loss_0:4.3835e-01 Iou_loss_0:6.3726e+01
m_fscore:0.8268 m_iou:0.7047 n_fscore:0.7743 n_iou:0.6528
TestSet
Bce_loss_0:4.1563e-02 Iou_loss_0:6.0410e+00
m_fscore:0.8293 m_iou:0.7084 n_fscore:0.8459 n_iou:0.7250
2023-11-12 20:46:55,852 INFO: [HCF_demo][epoch: 43, lr:(4.756e-04,)] [eta: 3:01:01, time (epoch): 38.531 ]
TrainSet
Bce_loss_0:4.4240e-01 Iou_loss_0:6.7466e+01
m_fscore:0.7929 m_iou:0.6569 n_fscore:0.7495 n_iou:0.6246
TestSet
Bce_loss_0:5.4779e-02 Iou_loss_0:7.0457e+00
m_fscore:0.7802 m_iou:0.6396 n_fscore:0.7971 n_iou:0.6798
2023-11-12 20:47:38,086 INFO: [HCF_demo][epoch: 44, lr:(4.745e-04,)] [eta: 3:00:19, time (epoch): 38.422 ]
TrainSet
Bce_loss_0:5.0541e-01 Iou_loss_0:6.6275e+01
m_fscore:0.7902 m_iou:0.6531 n_fscore:0.7612 n_iou:0.6370
TestSet
Bce_loss_0:5.4685e-02 Iou_loss_0:6.4859e+00
m_fscore:0.8067 m_iou:0.6760 n_fscore:0.8318 n_iou:0.7065
2023-11-12 20:48:20,569 INFO: [HCF_demo][epoch: 45, lr:(4.733e-04,)] [eta: 2:59:38, time (epoch): 38.640 ]
TrainSet
Bce_loss_0:4.7314e-01 Iou_loss_0:6.5238e+01
m_fscore:0.8087 m_iou:0.6789 n_fscore:0.7634 n_iou:0.6438
TestSet
Bce_loss_0:5.7826e-02 Iou_loss_0:6.3340e+00
m_fscore:0.8065 m_iou:0.6757 n_fscore:0.8367 n_iou:0.7130
2023-11-12 20:49:02,663 INFO: [HCF_demo][epoch: 46, lr:(4.721e-04,)] [eta: 2:58:54, time (epoch): 38.271 ]
TrainSet
Bce_loss_0:4.4501e-01 Iou_loss_0:6.3010e+01
m_fscore:0.8085 m_iou:0.6785 n_fscore:0.7686 n_iou:0.6495
TestSet
Bce_loss_0:4.5226e-02 Iou_loss_0:5.9890e+00
m_fscore:0.8263 m_iou:0.7040 n_fscore:0.8478 n_iou:0.7286
2023-11-12 20:49:45,054 INFO: [HCF_demo][epoch: 47, lr:(4.709e-04,)] [eta: 2:58:13, time (epoch): 38.580 ]
TrainSet
Bce_loss_0:4.6227e-01 Iou_loss_0:6.2773e+01
m_fscore:0.8238 m_iou:0.7004 n_fscore:0.7725 n_iou:0.6535
TestSet
Bce_loss_0:4.4586e-02 Iou_loss_0:5.9902e+00
m_fscore:0.8230 m_iou:0.6993 n_fscore:0.8477 n_iou:0.7296
2023-11-12 20:50:27,434 INFO: [HCF_demo][epoch: 48, lr:(4.697e-04,)] [eta: 2:57:31, time (epoch): 38.564 ]
TrainSet
Bce_loss_0:5.0475e-01 Iou_loss_0:6.1962e+01
m_fscore:0.8153 m_iou:0.6881 n_fscore:0.7854 n_iou:0.6610
TestSet
Bce_loss_0:4.5439e-02 Iou_loss_0:6.2466e+00
m_fscore:0.8161 m_iou:0.6893 n_fscore:0.8381 n_iou:0.7155
2023-11-12 20:51:09,834 INFO: [HCF_demo][epoch: 49, lr:(4.685e-04,)] [eta: 2:56:49, time (epoch): 38.513 ]
TrainSet
Bce_loss_0:4.2943e-01 Iou_loss_0:6.4638e+01
m_fscore:0.8235 m_iou:0.7000 n_fscore:0.7616 n_iou:0.6452
TestSet
Bce_loss_0:4.1891e-02 Iou_loss_0:5.8852e+00
m_fscore:0.8452 m_iou:0.7318 n_fscore:0.8509 n_iou:0.7332
2023-11-12 20:51:52,120 INFO: [HCF_demo][epoch: 50, lr:(4.672e-04,)] [eta: 2:56:07, time (epoch): 38.459 ]
TrainSet
Bce_loss_0:4.5947e-01 Iou_loss_0:6.3818e+01
m_fscore:0.8171 m_iou:0.6908 n_fscore:0.7653 n_iou:0.6461
TestSet
Bce_loss_0:6.7231e-02 Iou_loss_0:7.4267e+00
m_fscore:0.6696 m_iou:0.5033 n_fscore:0.7984 n_iou:0.6611
2023-11-12 20:52:35,243 INFO: [HCF_demo][epoch: 51, lr:(4.659e-04,)] [eta: 2:55:29, time (epoch): 39.299 ]
TrainSet
Bce_loss_0:4.5185e-01 Iou_loss_0:6.1664e+01
m_fscore:0.8245 m_iou:0.7014 n_fscore:0.7792 n_iou:0.6598
TestSet
Bce_loss_0:5.2909e-02 Iou_loss_0:6.4014e+00
m_fscore:0.8038 m_iou:0.6719 n_fscore:0.8312 n_iou:0.7099
2023-11-12 20:53:17,681 INFO: [HCF_demo][epoch: 52, lr:(4.646e-04,)] [eta: 2:54:48, time (epoch): 38.633 ]
TrainSet
Bce_loss_0:4.9321e-01 Iou_loss_0:6.4226e+01
m_fscore:0.8091 m_iou:0.6793 n_fscore:0.7601 n_iou:0.6441
TestSet
Bce_loss_0:4.6553e-02 Iou_loss_0:6.2699e+00
m_fscore:0.8202 m_iou:0.6952 n_fscore:0.8344 n_iou:0.7163
2023-11-12 20:53:59,934 INFO: [HCF_demo][epoch: 53, lr:(4.632e-04,)] [eta: 2:54:05, time (epoch): 38.424 ]
TrainSet
Bce_loss_0:4.6212e-01 Iou_loss_0:6.3242e+01
m_fscore:0.8176 m_iou:0.6915 n_fscore:0.7716 n_iou:0.6535
TestSet
Bce_loss_0:4.3290e-02 Iou_loss_0:5.9427e+00
m_fscore:0.8329 m_iou:0.7136 n_fscore:0.8491 n_iou:0.7308
2023-11-12 20:54:42,355 INFO: [HCF_demo][epoch: 54, lr:(4.619e-04,)] [eta: 2:53:23, time (epoch): 38.556 ]
TrainSet
Bce_loss_0:4.1811e-01 Iou_loss_0:6.4126e+01
m_fscore:0.8329 m_iou:0.7137 n_fscore:0.7632 n_iou:0.6491
TestSet
Bce_loss_0:4.1006e-02 Iou_loss_0:5.7012e+00
m_fscore:0.8377 m_iou:0.7207 n_fscore:0.8557 n_iou:0.7418
2023-11-12 20:55:24,768 INFO: [HCF_demo][epoch: 55, lr:(4.605e-04,)] [eta: 2:52:42, time (epoch): 38.528 ]
TrainSet
Bce_loss_0:4.7033e-01 Iou_loss_0:6.0764e+01
m_fscore:0.8240 m_iou:0.7007 n_fscore:0.7867 n_iou:0.6701
TestSet
Bce_loss_0:4.5934e-02 Iou_loss_0:6.0464e+00
m_fscore:0.8168 m_iou:0.6904 n_fscore:0.8466 n_iou:0.7264
2023-11-12 20:56:07,151 INFO: [HCF_demo][epoch: 56, lr:(4.591e-04,)] [eta: 2:52:00, time (epoch): 38.429 ]
TrainSet
Bce_loss_0:5.0656e-01 Iou_loss_0:6.3711e+01
m_fscore:0.7957 m_iou:0.6607 n_fscore:0.7705 n_iou:0.6514
TestSet
Bce_loss_0:5.1015e-02 Iou_loss_0:6.0563e+00
m_fscore:0.8119 m_iou:0.6834 n_fscore:0.8423 n_iou:0.7258
2023-11-12 20:56:49,998 INFO: [HCF_demo][epoch: 57, lr:(4.577e-04,)] [eta: 2:51:20, time (epoch): 38.586 ]
TrainSet
Bce_loss_0:4.1401e-01 Iou_loss_0:6.3863e+01
m_fscore:0.8240 m_iou:0.7006 n_fscore:0.7626 n_iou:0.6441
TestSet
Bce_loss_0:6.5536e-02 Iou_loss_0:6.7693e+00
m_fscore:0.7599 m_iou:0.6128 n_fscore:0.8265 n_iou:0.6928
2023-11-12 20:57:32,575 INFO: [HCF_demo][epoch: 58, lr:(4.562e-04,)] [eta: 2:50:39, time (epoch): 38.456 ]
TrainSet
Bce_loss_0:4.5235e-01 Iou_loss_0:6.1782e+01
m_fscore:0.8146 m_iou:0.6873 n_fscore:0.7764 n_iou:0.6593
TestSet
Bce_loss_0:4.6540e-02 Iou_loss_0:6.4528e+00
m_fscore:0.8076 m_iou:0.6773 n_fscore:0.8342 n_iou:0.7069
2023-11-12 20:58:14,900 INFO: [HCF_demo][epoch: 59, lr:(4.547e-04,)] [eta: 2:49:56, time (epoch): 38.358 ]
TrainSet
Bce_loss_0:4.3746e-01 Iou_loss_0:6.2162e+01
m_fscore:0.8214 m_iou:0.6969 n_fscore:0.7747 n_iou:0.6551
TestSet
Bce_loss_0:3.6858e-02 Iou_loss_0:6.1216e+00
m_fscore:0.8449 m_iou:0.7314 n_fscore:0.8434 n_iou:0.7214
2023-11-12 20:58:57,173 INFO: [HCF_demo][epoch: 60, lr:(4.532e-04,)] [eta: 2:49:14, time (epoch): 38.464 ]
TrainSet
Bce_loss_0:3.7631e-01 Iou_loss_0:6.1044e+01
m_fscore:0.8400 m_iou:0.7241 n_fscore:0.7767 n_iou:0.6618
TestSet
Bce_loss_0:4.3821e-02 Iou_loss_0:5.9930e+00
m_fscore:0.8311 m_iou:0.7110 n_fscore:0.8469 n_iou:0.7271
2023-11-12 20:59:39,362 INFO: [HCF_demo][epoch: 61, lr:(4.517e-04,)] [eta: 2:48:31, time (epoch): 38.343 ]
TrainSet
Bce_loss_0:4.1313e-01 Iou_loss_0:6.2656e+01
m_fscore:0.8306 m_iou:0.7103 n_fscore:0.7709 n_iou:0.6531
TestSet
Bce_loss_0:3.7329e-02 Iou_loss_0:5.9506e+00
m_fscore:0.8471 m_iou:0.7348 n_fscore:0.8479 n_iou:0.7292
2023-11-12 21:00:21,758 INFO: [HCF_demo][epoch: 62, lr:(4.502e-04,)] [eta: 2:47:49, time (epoch): 38.561 ]
TrainSet
Bce_loss_0:3.8827e-01 Iou_loss_0:6.0295e+01
m_fscore:0.8307 m_iou:0.7105 n_fscore:0.7868 n_iou:0.6717
TestSet
Bce_loss_0:3.8117e-02 Iou_loss_0:6.0115e+00
m_fscore:0.8403 m_iou:0.7246 n_fscore:0.8473 n_iou:0.7273
2023-11-12 21:01:04,228 INFO: [HCF_demo][epoch: 63, lr:(4.486e-04,)] [eta: 2:47:07, time (epoch): 38.637 ]
TrainSet
Bce_loss_0:4.0409e-01 Iou_loss_0:6.1012e+01
m_fscore:0.8311 m_iou:0.7110 n_fscore:0.7820 n_iou:0.6676
TestSet
Bce_loss_0:4.3077e-02 Iou_loss_0:6.7522e+00
m_fscore:0.8055 m_iou:0.6743 n_fscore:0.8234 n_iou:0.6940
2023-11-12 21:01:46,439 INFO: [HCF_demo][epoch: 64, lr:(4.470e-04,)] [eta: 2:46:25, time (epoch): 38.376 ]
TrainSet
Bce_loss_0:4.8861e-01 Iou_loss_0:6.3058e+01
m_fscore:0.8216 m_iou:0.6973 n_fscore:0.7725 n_iou:0.6555
TestSet
Bce_loss_0:4.4964e-02 Iou_loss_0:5.8629e+00
m_fscore:0.8317 m_iou:0.7119 n_fscore:0.8510 n_iou:0.7328
2023-11-12 21:02:28,898 INFO: [HCF_demo][epoch: 65, lr:(4.454e-04,)] [eta: 2:45:43, time (epoch): 38.601 ]
TrainSet
Bce_loss_0:4.5439e-01 Iou_loss_0:6.1412e+01
m_fscore:0.8286 m_iou:0.7073 n_fscore:0.7822 n_iou:0.6652
TestSet
Bce_loss_0:3.9570e-02 Iou_loss_0:6.0428e+00
m_fscore:0.8517 m_iou:0.7418 n_fscore:0.8486 n_iou:0.7311
2023-11-12 21:03:11,295 INFO: [HCF_demo][epoch: 66, lr:(4.438e-04,)] [eta: 2:45:01, time (epoch): 38.545 ]
TrainSet
Bce_loss_0:4.9621e-01 Iou_loss_0:6.3056e+01
m_fscore:0.8140 m_iou:0.6864 n_fscore:0.7604 n_iou:0.6483
TestSet
Bce_loss_0:3.5619e-02 Iou_loss_0:5.5616e+00
m_fscore:0.8623 m_iou:0.7579 n_fscore:0.8598 n_iou:0.7479
2023-11-12 21:03:53,610 INFO: [HCF_demo][epoch: 67, lr:(4.421e-04,)] [eta: 2:44:19, time (epoch): 38.492 ]
TrainSet
Bce_loss_0:4.6309e-01 Iou_loss_0:6.2736e+01
m_fscore:0.8243 m_iou:0.7011 n_fscore:0.7702 n_iou:0.6544
TestSet
Bce_loss_0:3.5796e-02 Iou_loss_0:5.9022e+00
m_fscore:0.8563 m_iou:0.7487 n_fscore:0.8496 n_iou:0.7314
2023-11-12 21:04:35,879 INFO: [HCF_demo][epoch: 68, lr:(4.405e-04,)] [eta: 2:43:36, time (epoch): 38.430 ]
TrainSet
Bce_loss_0:3.6010e-01 Iou_loss_0:5.8758e+01
m_fscore:0.8505 m_iou:0.7399 n_fscore:0.7914 n_iou:0.6786
TestSet
Bce_loss_0:4.6740e-02 Iou_loss_0:5.9457e+00
m_fscore:0.8254 m_iou:0.7027 n_fscore:0.8512 n_iou:0.7293
2023-11-12 21:05:18,108 INFO: [HCF_demo][epoch: 69, lr:(4.388e-04,)] [eta: 2:42:54, time (epoch): 38.402 ]
TrainSet
Bce_loss_0:5.6607e-01 Iou_loss_0:6.3566e+01
m_fscore:0.7829 m_iou:0.6433 n_fscore:0.7710 n_iou:0.6527
TestSet
Bce_loss_0:7.1823e-02 Iou_loss_0:7.0578e+00
m_fscore:0.7004 m_iou:0.5389 n_fscore:0.8151 n_iou:0.6779
2023-11-12 21:06:00,523 INFO: [HCF_demo][epoch: 70, lr:(4.371e-04,)] [eta: 2:42:12, time (epoch): 38.633 ]
TrainSet
Bce_loss_0:5.3371e-01 Iou_loss_0:6.6977e+01
m_fscore:0.7941 m_iou:0.6586 n_fscore:0.7509 n_iou:0.6296
TestSet
Bce_loss_0:4.1330e-02 Iou_loss_0:5.6864e+00
m_fscore:0.8542 m_iou:0.7456 n_fscore:0.8560 n_iou:0.7414
2023-11-12 21:06:42,863 INFO: [HCF_demo][epoch: 71, lr:(4.354e-04,)] [eta: 2:41:29, time (epoch): 38.517 ]
TrainSet
Bce_loss_0:5.1853e-01 Iou_loss_0:6.4498e+01
m_fscore:0.7996 m_iou:0.6661 n_fscore:0.7606 n_iou:0.6416
TestSet
Bce_loss_0:5.5869e-02 Iou_loss_0:6.4686e+00
m_fscore:0.8088 m_iou:0.6790 n_fscore:0.8349 n_iou:0.7092
2023-11-12 21:07:25,049 INFO: [HCF_demo][epoch: 72, lr:(4.336e-04,)] [eta: 2:40:47, time (epoch): 38.351 ]
TrainSet
Bce_loss_0:4.6196e-01 Iou_loss_0:6.2940e+01
m_fscore:0.8200 m_iou:0.6949 n_fscore:0.7684 n_iou:0.6497
TestSet
Bce_loss_0:4.4615e-02 Iou_loss_0:5.8666e+00
m_fscore:0.8325 m_iou:0.7131 n_fscore:0.8444 n_iou:0.7323
2023-11-12 21:08:07,600 INFO: [HCF_demo][epoch: 73, lr:(4.319e-04,)] [eta: 2:40:05, time (epoch): 38.724 ]
TrainSet
Bce_loss_0:3.9927e-01 Iou_loss_0:6.1125e+01
m_fscore:0.8439 m_iou:0.7300 n_fscore:0.7777 n_iou:0.6619
TestSet
Bce_loss_0:4.9265e-02 Iou_loss_0:6.4601e+00
m_fscore:0.8349 m_iou:0.7166 n_fscore:0.8379 n_iou:0.7197
2023-11-12 21:08:49,959 INFO: [HCF_demo][epoch: 74, lr:(4.301e-04,)] [eta: 2:39:23, time (epoch): 38.484 ]
TrainSet
Bce_loss_0:4.1264e-01 Iou_loss_0:5.9250e+01
m_fscore:0.8406 m_iou:0.7250 n_fscore:0.7867 n_iou:0.6711
TestSet
Bce_loss_0:7.5892e-02 Iou_loss_0:6.3983e+00
m_fscore:0.7633 m_iou:0.6171 n_fscore:0.8430 n_iou:0.7284
2023-11-12 21:09:32,098 INFO: [HCF_demo][epoch: 75, lr:(4.283e-04,)] [eta: 2:38:40, time (epoch): 38.282 ]
TrainSet
Bce_loss_0:4.2896e-01 Iou_loss_0:5.8593e+01
m_fscore:0.8349 m_iou:0.7166 n_fscore:0.7968 n_iou:0.6797
TestSet
Bce_loss_0:4.2015e-02 Iou_loss_0:5.9999e+00
m_fscore:0.8418 m_iou:0.7268 n_fscore:0.8427 n_iou:0.7279
2023-11-12 21:10:14,435 INFO: [HCF_demo][epoch: 76, lr:(4.264e-04,)] [eta: 2:37:58, time (epoch): 38.344 ]
TrainSet
Bce_loss_0:3.6956e-01 Iou_loss_0:5.9428e+01
m_fscore:0.8411 m_iou:0.7258 n_fscore:0.7809 n_iou:0.6697
TestSet
Bce_loss_0:5.0497e-02 Iou_loss_0:6.1282e+00
m_fscore:0.8132 m_iou:0.6852 n_fscore:0.8341 n_iou:0.7210
2023-11-12 21:10:57,066 INFO: [HCF_demo][epoch: 77, lr:(4.246e-04,)] [eta: 2:37:16, time (epoch): 38.589 ]
TrainSet
Bce_loss_0:4.4592e-01 Iou_loss_0:6.0043e+01
m_fscore:0.8345 m_iou:0.7160 n_fscore:0.7846 n_iou:0.6687
TestSet
Bce_loss_0:4.5463e-02 Iou_loss_0:5.6517e+00
m_fscore:0.8312 m_iou:0.7112 n_fscore:0.8568 n_iou:0.7424
2023-11-12 21:11:39,682 INFO: [HCF_demo][epoch: 78, lr:(4.227e-04,)] [eta: 2:36:35, time (epoch): 38.446 ]
TrainSet
Bce_loss_0:4.3090e-01 Iou_loss_0:6.0618e+01
m_fscore:0.8396 m_iou:0.7235 n_fscore:0.7829 n_iou:0.6697
TestSet
Bce_loss_0:4.1480e-02 Iou_loss_0:5.9819e+00
m_fscore:0.8407 m_iou:0.7252 n_fscore:0.8468 n_iou:0.7270
2023-11-12 21:12:22,010 INFO: [HCF_demo][epoch: 79, lr:(4.209e-04,)] [eta: 2:35:53, time (epoch): 38.201 ]
TrainSet
Bce_loss_0:4.2126e-01 Iou_loss_0:5.9659e+01
m_fscore:0.8336 m_iou:0.7147 n_fscore:0.7851 n_iou:0.6714
TestSet
Bce_loss_0:4.4403e-02 Iou_loss_0:5.8560e+00
m_fscore:0.8352 m_iou:0.7170 n_fscore:0.8506 n_iou:0.7336
2023-11-12 21:13:04,331 INFO: [HCF_demo][epoch: 80, lr:(4.190e-04,)] [eta: 2:35:10, time (epoch): 38.476 ]
TrainSet
Bce_loss_0:4.1928e-01 Iou_loss_0:5.9095e+01
m_fscore:0.8385 m_iou:0.7219 n_fscore:0.7859 n_iou:0.6727
TestSet
Bce_loss_0:4.5377e-02 Iou_loss_0:5.8123e+00
m_fscore:0.8324 m_iou:0.7129 n_fscore:0.8506 n_iou:0.7335
2023-11-12 21:13:46,572 INFO: [HCF_demo][epoch: 81, lr:(4.170e-04,)] [eta: 2:34:28, time (epoch): 38.249 ]
TrainSet
Bce_loss_0:4.4326e-01 Iou_loss_0:6.1734e+01
m_fscore:0.8200 m_iou:0.6950 n_fscore:0.7705 n_iou:0.6567
TestSet
Bce_loss_0:3.6903e-02 Iou_loss_0:5.6190e+00
m_fscore:0.8470 m_iou:0.7347 n_fscore:0.8559 n_iou:0.7442
2023-11-12 21:14:28,675 INFO: [HCF_demo][epoch: 82, lr:(4.151e-04,)] [eta: 2:33:45, time (epoch): 38.272 ]
TrainSet
Bce_loss_0:3.9023e-01 Iou_loss_0:6.0343e+01
m_fscore:0.8448 m_iou:0.7313 n_fscore:0.7816 n_iou:0.6711
TestSet
Bce_loss_0:4.2661e-02 Iou_loss_0:5.7122e+00
m_fscore:0.8340 m_iou:0.7152 n_fscore:0.8548 n_iou:0.7407
2023-11-12 21:15:10,794 INFO: [HCF_demo][epoch: 83, lr:(4.132e-04,)] [eta: 2:33:02, time (epoch): 38.304 ]
TrainSet
Bce_loss_0:3.8638e-01 Iou_loss_0:5.8845e+01
m_fscore:0.8428 m_iou:0.7283 n_fscore:0.7857 n_iou:0.6752
TestSet
Bce_loss_0:4.4116e-02 Iou_loss_0:5.8672e+00
m_fscore:0.8316 m_iou:0.7118 n_fscore:0.8453 n_iou:0.7335
2023-11-12 21:15:53,077 INFO: [HCF_demo][epoch: 84, lr:(4.112e-04,)] [eta: 2:32:20, time (epoch): 38.491 ]
TrainSet
Bce_loss_0:4.1801e-01 Iou_loss_0:5.9584e+01
m_fscore:0.8380 m_iou:0.7212 n_fscore:0.7908 n_iou:0.6774
TestSet
Bce_loss_0:2.4984e-01 Iou_loss_0:6.1936e+00
m_fscore:0.1424 m_iou:0.0766 n_fscore:0.8407 n_iou:0.7190
2023-11-12 21:16:35,216 INFO: [HCF_demo][epoch: 85, lr:(4.092e-04,)] [eta: 2:31:37, time (epoch): 38.341 ]
TrainSet
Bce_loss_0:4.3036e-01 Iou_loss_0:5.6795e+01
m_fscore:0.8475 m_iou:0.7353 n_fscore:0.8011 n_iou:0.6876
TestSet
Bce_loss_0:5.1102e-02 Iou_loss_0:6.2201e+00
m_fscore:0.8150 m_iou:0.6878 n_fscore:0.8339 n_iou:0.7166
2023-11-12 21:17:17,332 INFO: [HCF_demo][epoch: 86, lr:(4.072e-04,)] [eta: 2:30:54, time (epoch): 38.275 ]
TrainSet
Bce_loss_0:3.9951e-01 Iou_loss_0:6.1056e+01
m_fscore:0.8480 m_iou:0.7361 n_fscore:0.7736 n_iou:0.6626
TestSet
Bce_loss_0:5.0833e-02 Iou_loss_0:5.8620e+00
m_fscore:0.8267 m_iou:0.7046 n_fscore:0.8429 n_iou:0.7333
2023-11-12 21:17:59,527 INFO: [HCF_demo][epoch: 87, lr:(4.052e-04,)] [eta: 2:30:12, time (epoch): 38.374 ]
TrainSet
Bce_loss_0:4.2786e-01 Iou_loss_0:6.2090e+01
m_fscore:0.8354 m_iou:0.7173 n_fscore:0.7662 n_iou:0.6552
TestSet
Bce_loss_0:4.9479e-02 Iou_loss_0:5.7484e+00
m_fscore:0.8262 m_iou:0.7039 n_fscore:0.8438 n_iou:0.7367
2023-11-12 21:18:41,849 INFO: [HCF_demo][epoch: 88, lr:(4.032e-04,)] [eta: 2:29:29, time (epoch): 38.502 ]
TrainSet
Bce_loss_0:4.3533e-01 Iou_loss_0:6.0030e+01
m_fscore:0.8412 m_iou:0.7259 n_fscore:0.7814 n_iou:0.6685
TestSet
Bce_loss_0:4.4596e-02 Iou_loss_0:5.5671e+00
m_fscore:0.8430 m_iou:0.7287 n_fscore:0.8577 n_iou:0.7465
2023-11-12 21:19:24,098 INFO: [HCF_demo][epoch: 89, lr:(4.011e-04,)] [eta: 2:28:47, time (epoch): 38.415 ]
TrainSet
Bce_loss_0:4.1906e-01 Iou_loss_0:5.9712e+01
m_fscore:0.8458 m_iou:0.7328 n_fscore:0.7888 n_iou:0.6751
TestSet
Bce_loss_0:4.3775e-02 Iou_loss_0:5.6825e+00
m_fscore:0.8329 m_iou:0.7136 n_fscore:0.8543 n_iou:0.7406
2023-11-12 21:20:06,516 INFO: [HCF_demo][epoch: 90, lr:(3.990e-04,)] [eta: 2:28:05, time (epoch): 38.592 ]
TrainSet
Bce_loss_0:4.4739e-01 Iou_loss_0:5.8646e+01
m_fscore:0.8427 m_iou:0.7281 n_fscore:0.7869 n_iou:0.6765
TestSet
Bce_loss_0:4.0095e-02 Iou_loss_0:5.7527e+00
m_fscore:0.8539 m_iou:0.7451 n_fscore:0.8540 n_iou:0.7382
2023-11-12 21:20:48,888 INFO: [HCF_demo][epoch: 91, lr:(3.969e-04,)] [eta: 2:27:23, time (epoch): 38.539 ]
TrainSet
Bce_loss_0:4.3013e-01 Iou_loss_0:5.7744e+01
m_fscore:0.8467 m_iou:0.7341 n_fscore:0.8010 n_iou:0.6876
TestSet
Bce_loss_0:3.2320e-02 Iou_loss_0:5.5836e+00
m_fscore:0.8655 m_iou:0.7629 n_fscore:0.8593 n_iou:0.7460
2023-11-12 21:21:31,059 INFO: [HCF_demo][epoch: 92, lr:(3.948e-04,)] [eta: 2:26:40, time (epoch): 38.348 ]
TrainSet
Bce_loss_0:3.3305e-01 Iou_loss_0:5.6102e+01
m_fscore:0.8583 m_iou:0.7518 n_fscore:0.8021 n_iou:0.6918
TestSet
Bce_loss_0:3.9299e-02 Iou_loss_0:5.6960e+00
m_fscore:0.8514 m_iou:0.7413 n_fscore:0.8572 n_iou:0.7409
2023-11-12 21:22:13,322 INFO: [HCF_demo][epoch: 93, lr:(3.927e-04,)] [eta: 2:25:58, time (epoch): 38.462 ]
TrainSet
Bce_loss_0:4.2772e-01 Iou_loss_0:5.6721e+01
m_fscore:0.8454 m_iou:0.7321 n_fscore:0.7990 n_iou:0.6895
TestSet
Bce_loss_0:3.5892e-02 Iou_loss_0:5.5668e+00
m_fscore:0.8621 m_iou:0.7576 n_fscore:0.8603 n_iou:0.7471
2023-11-12 21:22:55,679 INFO: [HCF_demo][epoch: 94, lr:(3.906e-04,)] [eta: 2:25:15, time (epoch): 38.411 ]
TrainSet
Bce_loss_0:3.6263e-01 Iou_loss_0:5.7933e+01
m_fscore:0.8543 m_iou:0.7457 n_fscore:0.7936 n_iou:0.6837
TestSet
Bce_loss_0:3.5103e-02 Iou_loss_0:5.3526e+00
m_fscore:0.8648 m_iou:0.7618 n_fscore:0.8664 n_iou:0.7579
2023-11-12 21:23:37,924 INFO: [HCF_demo][epoch: 95, lr:(3.885e-04,)] [eta: 2:24:33, time (epoch): 38.351 ]
TrainSet
Bce_loss_0:4.3204e-01 Iou_loss_0:6.1270e+01
m_fscore:0.8407 m_iou:0.7251 n_fscore:0.7783 n_iou:0.6623
TestSet
Bce_loss_0:5.8958e-02 Iou_loss_0:6.3426e+00
m_fscore:0.8195 m_iou:0.6942 n_fscore:0.8435 n_iou:0.7218
2023-11-12 21:24:20,422 INFO: [HCF_demo][epoch: 96, lr:(3.863e-04,)] [eta: 2:23:51, time (epoch): 38.540 ]
TrainSet
Bce_loss_0:4.2364e-01 Iou_loss_0:6.0746e+01
m_fscore:0.8411 m_iou:0.7258 n_fscore:0.7739 n_iou:0.6621
TestSet
Bce_loss_0:5.0714e-02 Iou_loss_0:6.0137e+00
m_fscore:0.8216 m_iou:0.6973 n_fscore:0.8438 n_iou:0.7282
2023-11-12 21:25:03,031 INFO: [HCF_demo][epoch: 97, lr:(3.841e-04,)] [eta: 2:23:09, time (epoch): 38.649 ]
TrainSet
Bce_loss_0:5.0597e-01 Iou_loss_0:6.0341e+01
m_fscore:0.8206 m_iou:0.6957 n_fscore:0.7795 n_iou:0.6655
TestSet
Bce_loss_0:3.8994e-02 Iou_loss_0:5.8574e+00
m_fscore:0.8568 m_iou:0.7495 n_fscore:0.8512 n_iou:0.7331
2023-11-12 21:25:45,245 INFO: [HCF_demo][epoch: 98, lr:(3.819e-04,)] [eta: 2:22:27, time (epoch): 38.265 ]
TrainSet
Bce_loss_0:4.3368e-01 Iou_loss_0:6.0172e+01
m_fscore:0.8376 m_iou:0.7205 n_fscore:0.7788 n_iou:0.6670
TestSet
Bce_loss_0:5.0906e-02 Iou_loss_0:6.2989e+00
m_fscore:0.8146 m_iou:0.6872 n_fscore:0.8415 n_iou:0.7194
2023-11-12 21:26:27,665 INFO: [HCF_demo][epoch: 99, lr:(3.797e-04,)] [eta: 2:21:45, time (epoch): 38.595 ]
TrainSet
Bce_loss_0:4.8953e-01 Iou_loss_0:5.9333e+01
m_fscore:0.8335 m_iou:0.7146 n_fscore:0.7832 n_iou:0.6708
TestSet
Bce_loss_0:3.8785e-02 Iou_loss_0:5.6640e+00
m_fscore:0.8604 m_iou:0.7550 n_fscore:0.8574 n_iou:0.7434
2023-11-12 21:27:10,001 INFO: [HCF_demo][epoch:100, lr:(3.775e-04,)] [eta: 2:21:02, time (epoch): 38.352 ]
TrainSet
Bce_loss_0:4.1640e-01 Iou_loss_0:5.8189e+01
m_fscore:0.8437 m_iou:0.7296 n_fscore:0.7888 n_iou:0.6763
TestSet
Bce_loss_0:3.9342e-02 Iou_loss_0:5.5039e+00
m_fscore:0.8640 m_iou:0.7606 n_fscore:0.8596 n_iou:0.7504
2023-11-12 21:27:52,416 INFO: [HCF_demo][epoch:101, lr:(3.753e-04,)] [eta: 2:20:20, time (epoch): 38.491 ]
TrainSet
Bce_loss_0:4.7882e-01 Iou_loss_0:5.9823e+01
m_fscore:0.8347 m_iou:0.7163 n_fscore:0.7800 n_iou:0.6678
TestSet
Bce_loss_0:3.8527e-02 Iou_loss_0:5.6032e+00
m_fscore:0.8603 m_iou:0.7549 n_fscore:0.8553 n_iou:0.7436
2023-11-12 21:28:34,793 INFO: [HCF_demo][epoch:102, lr:(3.731e-04,)] [eta: 2:19:38, time (epoch): 38.388 ]
TrainSet
Bce_loss_0:4.1595e-01 Iou_loss_0:5.6884e+01
m_fscore:0.8417 m_iou:0.7267 n_fscore:0.7967 n_iou:0.6848
TestSet
Bce_loss_0:3.9350e-02 Iou_loss_0:5.4040e+00
m_fscore:0.8547 m_iou:0.7463 n_fscore:0.8636 n_iou:0.7541
2023-11-12 21:29:17,072 INFO: [HCF_demo][epoch:103, lr:(3.708e-04,)] [eta: 2:18:56, time (epoch): 38.480 ]
TrainSet
Bce_loss_0:4.6036e-01 Iou_loss_0:5.7711e+01
m_fscore:0.8299 m_iou:0.7093 n_fscore:0.7851 n_iou:0.6776
TestSet
Bce_loss_0:3.7794e-02 Iou_loss_0:5.3643e+00
m_fscore:0.8568 m_iou:0.7495 n_fscore:0.8653 n_iou:0.7555
2023-11-12 21:29:59,468 INFO: [HCF_demo][epoch:104, lr:(3.685e-04,)] [eta: 2:18:14, time (epoch): 38.536 ]
TrainSet
Bce_loss_0:3.8702e-01 Iou_loss_0:6.0438e+01
m_fscore:0.8520 m_iou:0.7421 n_fscore:0.7789 n_iou:0.6698
TestSet
Bce_loss_0:3.0283e-02 Iou_loss_0:5.2505e+00
m_fscore:0.8778 m_iou:0.7821 n_fscore:0.8669 n_iou:0.7605
2023-11-12 21:30:41,754 INFO: [HCF_demo][epoch:105, lr:(3.663e-04,)] [eta: 2:17:31, time (epoch): 38.436 ]
TrainSet
Bce_loss_0:3.4804e-01 Iou_loss_0:5.5648e+01
m_fscore:0.8549 m_iou:0.7466 n_fscore:0.8055 n_iou:0.6921
TestSet
Bce_loss_0:3.2944e-02 Iou_loss_0:5.2609e+00
m_fscore:0.8789 m_iou:0.7840 n_fscore:0.8672 n_iou:0.7604
2023-11-12 21:31:24,041 INFO: [HCF_demo][epoch:106, lr:(3.640e-04,)] [eta: 2:16:49, time (epoch): 38.448 ]
TrainSet
Bce_loss_0:3.5934e-01 Iou_loss_0:5.8547e+01
m_fscore:0.8589 m_iou:0.7527 n_fscore:0.7870 n_iou:0.6794
TestSet
Bce_loss_0:3.6971e-02 Iou_loss_0:5.4515e+00
m_fscore:0.8659 m_iou:0.7634 n_fscore:0.8623 n_iou:0.7521
2023-11-12 21:32:06,209 INFO: [HCF_demo][epoch:107, lr:(3.617e-04,)] [eta: 2:16:06, time (epoch): 38.335 ]
TrainSet
Bce_loss_0:3.5403e-01 Iou_loss_0:5.6462e+01
m_fscore:0.8645 m_iou:0.7613 n_fscore:0.7973 n_iou:0.6910
TestSet
Bce_loss_0:3.8092e-02 Iou_loss_0:5.3340e+00
m_fscore:0.8654 m_iou:0.7628 n_fscore:0.8646 n_iou:0.7575
2023-11-12 21:32:48,551 INFO: [HCF_demo][epoch:108, lr:(3.593e-04,)] [eta: 2:15:24, time (epoch): 38.529 ]
TrainSet
Bce_loss_0:4.0520e-01 Iou_loss_0:5.7825e+01
m_fscore:0.8518 m_iou:0.7418 n_fscore:0.7970 n_iou:0.6861
TestSet
Bce_loss_0:3.4181e-02 Iou_loss_0:5.3831e+00
m_fscore:0.8662 m_iou:0.7639 n_fscore:0.8636 n_iou:0.7537
2023-11-12 21:33:30,778 INFO: [HCF_demo][epoch:109, lr:(3.570e-04,)] [eta: 2:14:41, time (epoch): 38.420 ]
TrainSet
Bce_loss_0:3.6346e-01 Iou_loss_0:5.6592e+01
m_fscore:0.8589 m_iou:0.7528 n_fscore:0.7968 n_iou:0.6889
TestSet
Bce_loss_0:3.3322e-02 Iou_loss_0:5.4332e+00
m_fscore:0.8749 m_iou:0.7777 n_fscore:0.8616 n_iou:0.7517
2023-11-12 21:34:13,081 INFO: [HCF_demo][epoch:110, lr:(3.547e-04,)] [eta: 2:13:59, time (epoch): 38.485 ]
TrainSet
Bce_loss_0:3.8418e-01 Iou_loss_0:5.4684e+01
m_fscore:0.8565 m_iou:0.7491 n_fscore:0.8100 n_iou:0.7039
TestSet
Bce_loss_0:3.3199e-02 Iou_loss_0:5.4282e+00
m_fscore:0.8744 m_iou:0.7769 n_fscore:0.8625 n_iou:0.7529
2023-11-12 21:34:55,386 INFO: [HCF_demo][epoch:111, lr:(3.523e-04,)] [eta: 2:13:17, time (epoch): 38.469 ]
TrainSet
Bce_loss_0:4.2414e-01 Iou_loss_0:5.6708e+01
m_fscore:0.8433 m_iou:0.7290 n_fscore:0.7927 n_iou:0.6886
TestSet
Bce_loss_0:3.9829e-02 Iou_loss_0:5.5868e+00
m_fscore:0.8598 m_iou:0.7540 n_fscore:0.8582 n_iou:0.7445
2023-11-12 21:35:37,665 INFO: [HCF_demo][epoch:112, lr:(3.500e-04,)] [eta: 2:12:34, time (epoch): 38.474 ]
TrainSet
Bce_loss_0:4.5050e-01 Iou_loss_0:5.9921e+01
m_fscore:0.8409 m_iou:0.7255 n_fscore:0.7840 n_iou:0.6742
TestSet
Bce_loss_0:4.1506e-02 Iou_loss_0:5.5587e+00
m_fscore:0.8621 m_iou:0.7576 n_fscore:0.8583 n_iou:0.7461
2023-11-12 21:36:20,536 INFO: [HCF_demo][epoch:113, lr:(3.476e-04,)] [eta: 2:11:53, time (epoch): 39.018 ]
TrainSet
Bce_loss_0:4.8336e-01 Iou_loss_0:5.6835e+01
m_fscore:0.8376 m_iou:0.7206 n_fscore:0.7980 n_iou:0.6869
TestSet
Bce_loss_0:4.7325e-02 Iou_loss_0:5.8932e+00
m_fscore:0.8446 m_iou:0.7310 n_fscore:0.8394 n_iou:0.7313
2023-11-12 21:37:03,099 INFO: [HCF_demo][epoch:114, lr:(3.452e-04,)] [eta: 2:11:11, time (epoch): 38.584 ]
TrainSet
Bce_loss_0:4.5304e-01 Iou_loss_0:5.7070e+01
m_fscore:0.8440 m_iou:0.7302 n_fscore:0.7986 n_iou:0.6877
TestSet
Bce_loss_0:4.1595e-02 Iou_loss_0:5.8303e+00
m_fscore:0.8491 m_iou:0.7378 n_fscore:0.8515 n_iou:0.7337
2023-11-12 21:37:45,490 INFO: [HCF_demo][epoch:115, lr:(3.428e-04,)] [eta: 2:10:29, time (epoch): 38.310 ]
TrainSet
Bce_loss_0:4.5377e-01 Iou_loss_0:5.5801e+01
m_fscore:0.8401 m_iou:0.7243 n_fscore:0.8048 n_iou:0.6936
TestSet
Bce_loss_0:3.8922e-02 Iou_loss_0:5.5081e+00
m_fscore:0.8588 m_iou:0.7525 n_fscore:0.8598 n_iou:0.7482
2023-11-12 21:38:28,049 INFO: [HCF_demo][epoch:116, lr:(3.404e-04,)] [eta: 2:09:47, time (epoch): 38.515 ]
TrainSet
Bce_loss_0:4.5945e-01 Iou_loss_0:5.9462e+01
m_fscore:0.8362 m_iou:0.7186 n_fscore:0.7862 n_iou:0.6792
TestSet
Bce_loss_0:3.6551e-02 Iou_loss_0:5.3626e+00
m_fscore:0.8688 m_iou:0.7681 n_fscore:0.8643 n_iou:0.7558
2023-11-12 21:39:10,449 INFO: [HCF_demo][epoch:117, lr:(3.380e-04,)] [eta: 2:09:05, time (epoch): 38.447 ]
TrainSet
Bce_loss_0:3.7793e-01 Iou_loss_0:5.7064e+01