Binary Classification on Road Damage Dataset (test)
94AccuracyEfficientNetB0
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| EfficientNetB0Training Strategy=Pretrained, Time / Epoch (s)=1.25, Trainable (MB)=15.29, Frozen (MB)=0.162026.01 | 94 | 94 | 94 | 94 | |
| MobileNetV2Training Strategy=Transfer, Time / Epoch (s)=0.24, Trainable (MB)=0.01, Frozen (MB)=8.612026.01 | 91 | 90 | 91 | 90 | |
| Evolved BaselineArchitecture=Custom CNN, Time / Epoch (s)=60, Trainable (MB)=42.64, Frozen (MB)=0.042026.01 | 78 | 77 | 78 | 75 | |
| EfficientNetB0Training Strategy=Transfer, Time / Epoch (s)=0.33, Trainable (MB)=0.01, Frozen (MB)=15.452026.01 | 78 | 61 | 78 | 69 | |
| MobileNetV2Training Strategy=Pretrained, Time / Epoch (s)=0.9, Trainable (MB)=8.49, Frozen (MB)=0.132026.01 | 72 | 88 | 72 | 74 |