Classification on HAM10000
95.83F1 ScoreGlobalVAE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GlobalVAESuperv. (%)=752026.05 | 95.83 | — | — | — | |
| SlotVAE (k=2)Superv. (%)=752026.05 | 89.7 | — | — | — | |
| DINOv2Superv. (%)=752026.05 | 89.43 | — | — | — | |
| RN+SA (k=2)Superv. (%)=752026.05 | 89.13 | — | — | — | |
| DINOv2Superv. (%)=502026.05 | 88.8 | — | — | — | |
| DINOv2Superv. (%)=252026.05 | 88.43 | — | — | — | |
| DINOv2Superv. (%)=152026.05 | 88.27 | — | — | — | |
| RN+SA (k=2)Superv. (%)=502026.05 | 87.37 | — | — | — | |
| GlobalVAESuperv. (%)=152026.05 | 86.2 | — | — | — | |
| BlackBoxBackbone=ResNet2025.11 | 85.91 | — | — | — | |
| RN+SA (k=2)Superv. (%)=252026.05 | 84.63 | — | — | — | |
| GlobalVAESuperv. (%)=502026.05 | 84.13 | — | — | — | |
| RN+SA (k=2)Superv. (%)=152026.05 | 83.27 | — | — | — | |
| SlotVAE (k=2)Superv. (%)=502026.05 | 83.1 | — | — | — | |
| SlotVAE (k=2)Superv. (%)=252026.05 | 82.33 | — | — | — | |
| Real Data2026.03 | 81.6 | 65.7 | 96.4 | — | |
| DINOv2Superv. (%)=12026.05 | 81.53 | — | — | — | |
| RN+SA (k=2)Superv. (%)=12026.05 | 80.77 | — | — | — | |
| GlobalVAESuperv. (%)=252026.05 | 80.5 | — | — | — | |
| SlotVAE (k=2)Superv. (%)=152026.05 | 80 | — | — | — | |
| PCP-V-IP2025.11 | 79.85 | — | — | — | |
| GlobalVAESuperv. (%)=12026.05 | 77.87 | — | — | — | |
| PCP-CBM2025.11 | 77.74 | — | — | — | |
| SlotVAE (k=2)Superv. (%)=12026.05 | 65.67 | — | — | — | |
| VG-MedGen2026.03 | 61.9 | 34.8 | 83 | — | |
| MedSegFactory2026.03 | 59.8 | 34.5 | 81.6 | — | |
| SD1.52026.03 | 59.5 | 30.4 | 81.3 | — | |
| SDXL2026.03 | 55.8 | 33.9 | 84.1 | — | |
| PixArt-α2026.03 | 53.6 | 14.3 | 44.3 | — | |
| Med-Art2026.03 | 51.5 | 33.3 | 80.6 | — | |
| BTI-NetYear=20262026.06 | — | — | — | 87.84 | |
| CoSMIC2026.04 | — | — | 95.89 | 96.09 | |
| DenseMTLYear=20232026.06 | — | — | — | 87.12 | |
| DINO2026.04 | — | — | 95.68 | 84.92 | |
| LVM-Med2026.04 | — | — | 96.29 | 95.67 | |
| M-IDoL2026.04 | — | — | 97.96 | 97.1 | |
| MAE2026.04 | — | — | 94.33 | 87.24 | |
| MedCoss2026.04 | — | — | 93.14 | 90.57 | |
| MTANYear=20192026.06 | — | — | — | 85.73 | |
| MTANetYear=20242026.06 | — | — | — | 86.41 | |
| MTI-NetYear=20202026.06 | — | — | — | 86.73 | |
| MTL-OCAYear=20252026.06 | — | — | — | 86.88 | |
| SwinViT2026.04 | — | — | 93.46 | 85.92 | |
| UniMed2026.04 | — | — | 93.55 | 94.89 | |
| Unimiss+2026.04 | — | — | 93.57 | 92.58 |