Classification on Retina
88.4AccuracyM-IDoL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| M-IDoL2026.04 | 88.4 | 88.89 | |
| CoSMIC2026.04 | 86.74 | 85.72 | |
| LVM-Med2026.04 | 85.27 | 86.31 | |
| UniMed2026.04 | 82.88 | 86.58 | |
| DINO2026.04 | 82.32 | 76.43 | |
| Unimiss+2026.04 | 81.32 | 76.19 | |
| MedCoss2026.04 | 80.54 | 85.93 | |
| MAE2026.04 | 78.31 | 72.61 | |
| SwinViT2026.04 | 77.88 | 73.17 | |
| Evi-SteerShots=16, Backbone=BiomedCLIP2026.05 | 68.53 | — | |
| TIP-Adapter-FShots=16, Backbone=BiomedCLIP2026.05 | 62.85 | — | |
| Evi-SteerShots=8, Backbone=BiomedCLIP2026.05 | 62.22 | — | |
| BiomedCoOpShots=16, Backbone=BiomedCLIP2026.05 | 61.28 | — | |
| LP++Shots=16, Backbone=BiomedCLIP2026.05 | 60.62 | — | |
| CoOpShots=16, Backbone=BiomedCLIP2026.05 | 59.38 | — | |
| GDAShots=16, Backbone=BiomedCLIP2026.05 | 57.02 | — | |
| BiomedCoOpShots=8, Backbone=BiomedCLIP2026.05 | 56.47 | — | |
| TIP-Adapter-FShots=8, Backbone=BiomedCLIP2026.05 | 56.07 | — | |
| CoCoOpShots=16, Backbone=BiomedCLIP2026.05 | 53.91 | — | |
| LP++Shots=8, Backbone=BiomedCLIP2026.05 | 53.44 | — | |
| GDAShots=8, Backbone=BiomedCLIP2026.05 | 52.58 | — | |
| ProGradShots=8, Backbone=BiomedCLIP2026.05 | 52.26 | — | |
| CLIP-LoRAShots=16, Backbone=BiomedCLIP2026.05 | 52.19 | — | |
| CoOpShots=8, Backbone=BiomedCLIP2026.05 | 51.87 | — | |
| KgCoOpShots=16, Backbone=BiomedCLIP2026.05 | 51.18 | — | |
| ProGradShots=16, Backbone=BiomedCLIP2026.05 | 50.47 | — | |
| CLIP-LoRAShots=8, Backbone=BiomedCLIP2026.05 | 50.08 | — | |
| KgCoOpShots=8, Backbone=BiomedCLIP2026.05 | 49.97 | — | |
| Evi-SteerShots=4, Backbone=BiomedCLIP2026.05 | 49.19 | — | |
| CoCoOpShots=8, Backbone=BiomedCLIP2026.05 | 48.45 | — | |
| GDAShots=4, Backbone=BiomedCLIP2026.05 | 48.42 | — | |
| CLIP-LoRAShots=4, Backbone=BiomedCLIP2026.05 | 47.38 | — | |
| TIP-Adapter-FShots=4, Backbone=BiomedCLIP2026.05 | 47.37 | — | |
| LP++Shots=4, Backbone=BiomedCLIP2026.05 | 46.95 | — | |
| BiomedCoOpShots=4, Backbone=BiomedCLIP2026.05 | 45.58 | — | |
| ProGradShots=4, Backbone=BiomedCLIP2026.05 | 43.09 | — | |
| KgCoOpShots=4, Backbone=BiomedCLIP2026.05 | 42.61 | — | |
| CoOpShots=4, Backbone=BiomedCLIP2026.05 | 42.22 | — | |
| CoCoOpShots=4, Backbone=BiomedCLIP2026.05 | 39.75 | — | |
| BiomedCLIPShots=0, Backbone=BiomedCLIP2026.05 | 26.26 | — | |
| CLIP-AdapterShots=4, Backbone=BiomedCLIP2026.05 | 26.07 | — | |
| CLIP-AdapterShots=16, Backbone=BiomedCLIP2026.05 | 26.05 | — | |
| CLIP-AdapterShots=8, Backbone=BiomedCLIP2026.05 | 25.84 | — |