Ordinal Classification on APTOS 5-fold 2019 (val)
78.9AccuracyCE-E
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CE-EBackbone=DenseNet121, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 78.9 | 82.3 | 1.742 | 0.31 | 0.824 | |
| OCEBackbone=DenseNet121, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 78.8 | 89.8 | 1.755 | 0.312 | 0.82 | |
| CE-βBackbone=DenseNet121, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 78.2 | 85.4 | 1.864 | 0.329 | 0.804 | |
| CEBackbone=DenseNet121, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 78.1 | 89.6 | 1.883 | 0.33 | 0.798 | |
| CE-BBackbone=DenseNet121, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 77.4 | 78.4 | 1.812 | 0.322 | 0.823 | |
| OCEBackbone=InceptionV3, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 77.4 | 88 | 1.86 | 0.34 | 0.8 | |
| CEBackbone=InceptionV3, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 77.4 | 87.8 | 1.9 | 0.341 | 0.795 | |
| CE-βBackbone=InceptionV3, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 76.4 | 82.8 | 1.972 | 0.351 | 0.793 | |
| CE-EBackbone=InceptionV3, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 76.2 | 80.3 | 1.917 | 0.344 | 0.807 | |
| CE-βBackbone=VGG19, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 75.9 | 85.9 | 2.288 | 0.393 | 0.72 | |
| CE-EBackbone=VGG19, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 75.9 | 84.5 | 2.246 | 0.383 | 0.732 | |
| CE-PBackbone=DenseNet121, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 75.6 | 86 | 2.113 | 0.366 | 0.766 | |
| CEBackbone=VGG19, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 75.6 | 82.7 | 2.068 | 0.378 | 0.77 | |
| OCEBackbone=VGG19, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 75.5 | 85.1 | 2.054 | 0.381 | 0.767 | |
| CE-PBackbone=VGG19, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 75.4 | 76.2 | 2.258 | 0.387 | 0.729 | |
| CE-BBackbone=VGG19, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 75 | 80.7 | 2.306 | 0.396 | 0.731 | |
| CE-PBackbone=InceptionV3, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 74.3 | 82.6 | 2.301 | 0.396 | 0.767 | |
| OLBackbone=DenseNet121, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 73.9 | 66.2 | 2.111 | 0.374 | 0.773 | |
| CE-BBackbone=InceptionV3, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 73.9 | 69.4 | 2.031 | 0.371 | 0.802 | |
| OLBackbone=InceptionV3, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 69.5 | 64.4 | 2.623 | 0.447 | 0.703 | |
| OLBackbone=VGG19, Evaluation Protocol=Asymmetric Cost Matrix2026.06 | 64.8 | 67 | 3.518 | 0.602 | 0.522 |