Medical Image Classification on APTOS 2019
87.26AccuracyChaos-SSL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Chaos-SSL2026.05 | 87.26 | 76.01 | — | |
| CDAE + Attentionpre-training=CDAE, fusion=attentive2026.05 | 86.44 | — | 74.33 | |
| DiffMICdiffusion time step T=602023.03 | 85.8 | 71.6 | — | |
| DiffMICResolution=224x224, Total diffusion time step T=602023.03 | 85.8 | 71.6 | — | |
| FG-SSL2026.05 | 85.8 | — | 72 | |
| FG-SSL2026.05 | 85.8 | 72 | — | |
| ProCo2023.03 | 83.7 | 67.4 | — | |
| ProCoResolution=224x2242023.03 | 83.7 | 67.4 | — | |
| ProCo2026.05 | 83.7 | — | 67.4 | |
| ProCo2026.05 | 83.7 | 67.4 | — | |
| DANIL2023.03 | 82.5 | 66 | — | |
| CL2023.03 | 82.5 | 65.2 | — | |
| DANILResolution=224x2242023.03 | 82.5 | 66 | — | |
| CLResolution=224x2242023.03 | 82.5 | 65.2 | — | |
| DANIL2026.05 | 82.5 | — | 66 | |
| CL2026.05 | 82.5 | — | 65.2 | |
| CL2026.05 | 82.5 | 65.2 | — | |
| CL + Resampleresample=true2026.05 | 81.6 | — | 60.8 | |
| Focal Loss2026.05 | 81.5 | — | 62.9 | |
| LDAM2023.03 | 81.3 | 62 | — | |
| OHEM2023.03 | 81.3 | 63.1 | — | |
| MTL2023.03 | 81.3 | 63.2 | — | |
| LDAMResolution=224x2242023.03 | 81.3 | 62 | — | |
| OHEMResolution=224x2242023.03 | 81.3 | 63.1 | — | |
| MTLResolution=224x2242023.03 | 81.3 | 63.2 | — | |
| LDAM2026.05 | 81.3 | — | 62 | |
| CE (Baseline)mode=Baseline2026.05 | 81.2 | — | 60.8 | |
| CE2026.05 | 81.2 | 60.8 | — |