티스토리 뷰
1차 시도 : epoch:100 image size:320 batchsize: 8(train : 8, val:16)
Epoch gpu_mem box obj cls labels img_size
99/99 0G 0.07086 0.1003 0.949 18 320: 100%|██████████| 322/322 [33:37<00:00, 6.26s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 46/46 [03:10<00:00, 4.13s/it]
all 736 738 0.00839 0.305 0.00604 0.00104
cat 736 251 0.00792 0.0876 0.00357 0.000567
dog 736 487 0.00885 0.522 0.00851 0.00152
Validation
Detection
2차 시도 : epoch:200 image size:320 batchsize: 16 (train : 16, val:16)
Epoch gpu_mem box obj cls labels img_size
199/199 0G 0.03224 0.05265 0.05606 27 320: 100%|██████████| 161/161 [18:19<00:00, 6.83s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 23/23 [01:33<00:00, 4.06s/it]
all 736 738 0.971 0.959 0.979 0.676
cat 736 251 0.993 0.968 0.984 0.759
dog 736 487 0.949 0.95 0.974 0.594
Validation
Detection
3차 시도 : epoch:200 image size:320 batch size: 32
Epoch gpu_mem box obj cls labels img_size
199/199 0G 0.02884 0.04815 0.03825 27 320: 100%|██████████| 81/81 [17:49<00:00, 13.20s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 12/12 [01:34<00:00, 7.88s/it]
all 736 738 0.969 0.956 0.983 0.715
cat 736 251 0.984 0.964 0.985 0.797
dog 736 487 0.955 0.948 0.98 0.634
Validation
.
Detection
4차 시도 : epoch:300 image size:320 batch size: 16 :세세한것까지 잡음
Epoch gpu_mem box obj cls labels img_size
299/299 0G 0.04705 0.06912 0.1402 40 320: 100%|██████████| 161/161 [1:30:59<00:00, 33.91s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 23/23 [03:13<00:00, 8.40s/it]
all 736 738 0.88 0.863 0.907 0.473
cat 736 251 0.899 0.916 0.942 0.561
dog 736 487 0.86 0.809 0.872 0.385
Validation
Detection
5차 시도 : epoch:300 image size:320 batch size: 32 (train : 32, val:32) :세세한것까지 잡음. 학습제일 잘된것같다.
Epoch gpu_mem box obj cls labels img_size
299/299 0G 0.02592 0.04432 0.0248 41 320: 100%|██████████| 81/81 [17:36<00:00, 13.05s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 12/12 [01:34<00:00, 7.87s/it]
all 736 738 0.99 0.966 0.986 0.756
cat 736 251 1 0.976 0.986 0.828
dog 736 487 0.981 0.957 0.986 0.684
Validation
Detection
6차 시도 : epoch:300 image size:320 batch size: 8
Epoch gpu_mem box obj cls labels img_size
299/299 0G 0.0487 0.06933 0.1514 16 320: 100%|██████████| 322/322 [20:55<00:00, 3.90s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 46/46 [01:41<00:00, 2.20s/it]
all 736 738 0.898 0.876 0.917 0.473
cat 736 251 0.927 0.916 0.949 0.557
dog 736 487 0.869 0.836 0.885 0.389
Validation
Detection
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