Model | Original | Customized | With hard sampler |
---|---|---|---|
ResNet50 (fold 0) | 0.737 | 0.750 | 0.761 |
ResNet50 (fold 1) | 0.729 | 0.734 | 0.752 |
ResNet50 (fold 2) | 0.735 | 0.746 | 0.758 |
ResNet50 (fold 3) | 0.731 | 0.741 | 0.749 |
ResNet50 (fold 4) | 0.726 | 0.730 | 0.755 |
InceptionV4 (single fold) | 0.736 | 0.749 | 0.756 |
SENet (single fold) | 0.745 | 0.736 | 0.771 |
Dense50 (random fold 1) | 0.732 | 0.738 | 0.741 |
Dense50 (random fold 2) | 0.729 | 0.735 | 0.748 |
Dense50 (random fold 3) | 0.732 | 0.741 | 0.754 |
ResNet101 (single fold) | 0.742 | 0.758 | 0.760 |