Image Classification on Fitzpatrick17k
82.76AccuracyMed-MICN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Med-MICNBackbone=ResNet50, Interpretability=true2024.10 | 82.76 | 82.84 | 83.23 | 83.03 | 82.99 | |
| ResNet50Backbone=ResNet50, Interpretability=false2024.10 | 80.79 | 80.81 | 80.81 | 80.79 | 80.81 | |
| Med-MICNBackbone=DenseNet169, Interpretability=true2024.10 | 80.79 | 82.12 | 80.89 | 81.11 | 81.38 | |
| Med-MICNBackbone=VGG19, Interpretability=true2024.10 | 77.34 | 77.72 | 77.33 | 77.53 | 77.58 | |
| DenseNet169Backbone=DenseNet169, Interpretability=false2024.10 | 76.85 | 77.05 | 76.91 | 76.83 | 76.91 | |
| VGG19Backbone=VGG19, Interpretability=false2024.10 | 75.37 | 75.4 | 75.34 | 75.37 | 75.39 | |
| Label Free CBMBackbone=Not Specified, Interpretability=true2024.10 | 75.24 | 75.15 | 74.92 | 75.41 | 75.02 | |
| DCRBackbone=Not Specified, Interpretability=true2024.10 | 68.05 | 67.55 | 65.33 | 66.12 | 67.01 | |
| HyperAdaptBackbone=Swin-T2026.01 | 63.5 | 66.6 | 62.1 | 62.1 | — | |
| FairAdaBNBackbone=Swin-T2026.01 | 63.3 | 63.6 | 58.2 | 58.7 | — | |
| FairQuantizeBackbone=Swin-T2026.01 | 63.2 | 61.9 | 59.1 | 58.8 | — | |
| GroupAdaptBackbone=Swin-T2026.01 | 62.6 | 65.4 | 60.3 | 60.8 | — | |
| HEALBackbone=Swin-T2026.01 | 62.2 | 65 | 61 | 60.9 | — | |
| DAFTBackbone=Swin-T2026.01 | 62.1 | 63.9 | 60.4 | 60.3 | — | |
| GroupModelBackbone=Swin-T2026.01 | 60.8 | 63 | 59 | 59.3 | — | |
| VanillaBackbone=Swin-T2026.01 | 60.7 | 62.5 | 58.7 | 58.7 | — | |
| HyperAdaptBackbone=ResNet-502026.01 | 56.3 | 57.6 | 53.6 | 53.8 | — | |
| GroupAdaptBackbone=ResNet-502026.01 | 54.6 | 56.2 | 52 | 52.2 | — | |
| HEALBackbone=ResNet-502026.01 | 54.2 | 55.8 | 51.6 | 52.1 | — | |
| DAFTBackbone=ResNet-502026.01 | 53.7 | 54.2 | 51.2 | 51.1 | — | |
| GroupModelBackbone=ResNet-502026.01 | 53.6 | 54.7 | 50.6 | 50.7 | — | |
| FairQuantizeBackbone=ResNet-502026.01 | 53.4 | 54.6 | 50.5 | 50.8 | — | |
| FairAdaBNBackbone=ResNet-502026.01 | 52.8 | 51.2 | 51.8 | 49.9 | — | |
| VanillaBackbone=ResNet-502026.01 | 52.2 | 53.1 | 50.8 | 50.2 | — |