5x-aug 실험 결과

Efficientv2-s

lr = 0.0001
weight_decay = 0.0005

Validset Accuracy(mean): 78.929766 %

Testset Accuracy(mean): 74.247492 %

Confusion Matirx : 
[[175  15]
 [ 62  47]]
- Sensitivity :  43.11926605504588
- Specificity :  92.10526315789474
- Precision:  75.80645161290323
- NPV:  73.83966244725738
- F1 :  54.97076023391813

Efficientv2-s

lr = 0.0001
weight_decay = 0.0005

Validset Accuracy(mean): 81.270903 %

Testset Accuracy(mean): 74.581940 %

Confusion Matirx : 
[[165  25]
 [ 51  58]]
- Sensitivity :  53.21100917431193
- Specificity :  86.8421052631579
- Precision:  69.87951807228916
- NPV:  76.38888888888889
- F1 :  60.416666666666664

Efficientv2-l

lr = 0.0001
weight_decay = 0.0005

Validset Accuracy(mean): 82.608696 %

Testset Accuracy(mean): 73.244147 %

Confusion Matirx : 
[[162  28]
 [ 52  57]]
- Sensitivity :  52.293577981651374
- Specificity :  85.26315789473684
- Precision:  67.05882352941175
- NPV:  75.70093457943925
- F1 :  58.762886597938135

---

googlenet

lr = 0.0001
weight_decay = 0.0005

Validset Accuracy(mean): 78.929766 %

Testset Accuracy(mean): 72.909699 %

Confusion Matirx : 
[[156  34]
 [ 47  62]]
- Sensitivity :  56.88073394495413
- Specificity :  82.10526315789474
- Precision:  64.58333333333334
- NPV:  76.84729064039408
- F1 :  60.48780487804879

lr = 0.001
weight_decay = 0.0001

Validset Accuracy(mean): 81.605351 %

Testset Accuracy(mean): 73.578595 %

Confusion Matirx : 
[[150  40]
 [ 39  70]]
- Sensitivity :  64.22018348623854
- Specificity :  78.94736842105263
- Precision:  63.63636363636363
- NPV:  79.36507936507937
- F1 :  63.92694063926941

• lr=0.005
• weight_decay=0.0005

Validset Accuracy(mean): 81.605351 %

Testset Accuracy(mean): 73.578595 %

Confusion Matirx : 
[[150  40]
 [ 39  70]]
- Sensitivity :  64.22018348623854
- Specificity :  78.94736842105263
- Precision:  63.63636363636363
- NPV:  79.36507936507937
- F1 :  63.92694063926941

xception

lr = 0.0001
weight_decay = 0.0005

xception

lr = 0.0001
weight_decay = 0.0005

xception

lr = 0.0001
weight_decay = 0.0005

xception

lr = 0.0001
weight_decay = 0.0005

xception

lr = 0.0001
weight_decay = 0.0005