Medical Image Classification on ISIC 2018
92.61AccuracyChaos-SSL
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Chaos-SSL2026.05 | 92.61 | — | — | — | 87.06 | — | — | — | — | |
| CDAE + Attention2026.05 | 92.21 | — | — | — | — | — | 85.3 | — | — | |
| Ours (Ensemble 1000/15)2026.05 | 91.18 | 98.32 | 88.14 | 82.4 | 85.17 | — | — | — | — | |
| ExplicdSetting=Explainable2024.06 | 90 | — | — | — | — | — | — | — | — | |
| FG-SSL2026.05 | 89.7 | — | — | — | — | — | 81.6 | — | — | |
| FG-SSL2026.05 | 89.7 | — | — | — | 81.6 | — | — | — | — | |
| ViT-BaseSetting=Black-box2024.06 | 89 | — | — | — | — | — | — | — | — | |
| ProCo2026.05 | 88.7 | — | — | — | — | — | 76.3 | — | — | |
| ProCo2026.05 | 88.7 | — | — | — | 76.3 | — | — | — | — | |
| CPVTFLOPs (G)=15.64, Params (M)=22.762026.05 | 87.98 | 96.83 | 86.03 | 77.45 | 81.13 | — | — | — | — | |
| SMTFLOPs (G)=4.72, Params (M)=22.042026.05 | 86.89 | 96.71 | 77.98 | 71.96 | 74.79 | — | — | — | — | |
| CL + Resample2026.05 | 86.8 | — | — | — | — | — | 75.1 | — | — | |
| CL2026.05 | 86.5 | — | — | — | — | — | 73.9 | — | — | |
| CL2026.05 | 86.5 | — | — | — | 73.9 | — | — | — | — | |
| ConvNeXtFLOPs (G)=8.73, Params (M)=49.462026.05 | 86.29 | 95.58 | 76.79 | 72.08 | 73.95 | — | — | — | — | |
| LDAM2026.05 | 85.7 | — | — | — | — | — | 73.4 | — | — | |
| CMTFLOPs (G)=3.95, Params (M)=24.982026.05 | 85.33 | 94.74 | 75.83 | 66.92 | 70.33 | — | — | — | — | |
| SWINFLOPs (G)=15.19, Params (M)=87.772026.05 | 85.08 | 94.63 | 73.12 | 63.79 | 67.3 | — | — | — | — | |
| CEvariant=Baseline2026.05 | 85 | — | — | — | — | — | 71.6 | — | — | |
| CE2026.05 | 85 | — | — | — | 71.6 | — | — | — | — | |
| Focal Loss2026.05 | 84.9 | — | — | — | — | — | 72.8 | — | — | |
| SPAFLOPs (G)=4.57, Params (M)=30.022026.05 | 84.29 | 94.18 | 70.79 | 64.97 | 67.11 | — | — | — | — | |
| SG-FormerFLOPs (G)=4.59, Params (M)=22.552026.05 | 84.08 | 93.98 | 77.91 | 72.03 | 67.05 | — | — | — | — | |
| FocalNetFLOPs (G)=8.65, Params (M)=49.892026.05 | 83.51 | 94.95 | 71.24 | 64.41 | 67.43 | — | — | — | — | |
| PerViTFLOPs (G)=11.5, Params (M)=20.852026.05 | 83.43 | 95.14 | 69.9 | 63.12 | 66.12 | — | — | — | — | |
| ResNet50Setting=Black-box2024.06 | 82.6 | — | — | — | — | — | — | — | — | |
| DANIL2026.05 | 82.5 | — | — | — | — | — | 67.4 | — | — | |
| LaBoSetting=Explainable2024.06 | 80.9 | — | — | — | — | — | — | — | — | |
| Focal LossModel=ResNet-502026.04 | 80.9 | — | — | — | — | 39.41 | 69.2 | — | — | |
| Focal LossModel=ViT-B162026.04 | 76.3 | — | — | — | — | 43.32 | 59 | — | — | |
| RCLModel=ResNet-50, alpha=5, beta=202026.04 | 76.1 | — | — | — | — | 18.24 | 59.5 | -21.17 | -53.7 | |
| FedMRL2024.07 | 73.5 | 80.01 | 77.04 | 71.9 | 74.38 | — | — | — | — | |
| Fedprox2024.07 | 72.9 | 90.26 | 74.3 | 73.21 | 73.75 | — | — | — | — | |
| Fedavg2024.07 | 72.82 | 89.85 | 74.69 | 72.82 | 73.74 | — | — | — | — | |
| FedBN2024.07 | 71.71 | 90.18 | 73.46 | 71.71 | 72.57 | — | — | — | — | |
| RCLModel=ViT-B16, alpha=5, beta=202026.04 | 69 | — | — | — | — | 24.1 | 54.1 | -19.22 | -44.4 | |
| Fednova2024.07 | 67.88 | 86.6 | 70.51 | 67.88 | 69.17 | — | — | — | — | |
| Biomed CLIPSetting=Zero-shot2024.06 | 21.2 | — | — | — | — | — | — | — | — | |
| CLIPSetting=Zero-shot2024.06 | 11.6 | — | — | — | — | — | — | — | — | |
| BioViLSetting=Zero-shot2024.06 | 8.5 | — | — | — | — | — | — | — | — |