Skin lesion recognition on Derm7pt
76.7mAPEI
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| EIVFM=DINOv2, Params. (M)=8.92026.03 | 76.7 | 69 | 93.2 | 75.5 | 77.7 | 68.2 | 84.1 | |
| MM-MIL-MoRVFM=DINOv2, Params. (M)=5.02026.03 | 72.4 | 57.8 | 93.1 | 76.4 | 75.6 | 59.2 | 82.3 | |
| EIVFM=CLIP, Params. (M)=8.92026.03 | 72.1 | 57.7 | 92.8 | 75.8 | 64.7 | 69.4 | 82.4 | |
| MMRAD-MoRVFM=DINOv2, Params. (M)=12.52026.03 | 68.7 | 55.8 | 92.3 | 72.2 | 68.3 | 54.7 | 80.6 | |
| MM-MIL-MoRVFM=CLIP, Params. (M)=5.02026.03 | 65.1 | 45.1 | 92.6 | 71.8 | 50.4 | 65.9 | 79.3 | |
| MMRAD-MoRVFM=CLIP, Params. (M)=12.52026.03 | 65.1 | 43.7 | 93.7 | 67.7 | 58.2 | 62.3 | 78.3 | |
| UniModelVFM=DINOv2, Params. (M)=1.52026.03 | 61.5 | 51.9 | 90.3 | 61.8 | 52 | 51.6 | 77 | |
| MMRADVFM=DINOv2, Params. (M)=9.32026.03 | 56.6 | 43.7 | 87.9 | 52.1 | 44.6 | 54.6 | 73.5 | |
| MMRADVFM=CLIP, Params. (M)=9.32026.03 | 54.9 | 42.1 | 87.9 | 51 | 34.5 | 59 | 72.9 | |
| UniModelVFM=CLIP, Params. (M)=1.52026.03 | 54.8 | 37 | 90.7 | 62.8 | 21.4 | 61.8 | 74 | |
| MM-MILVFM=DINOv2, Params. (M)=203.62026.03 | 50.2 | 40.6 | 86.7 | 56.1 | 17 | 50.7 | 73.3 | |
| RadDiagVFM=DINOv2, Params. (M)=213.32026.03 | 49.9 | 36.5 | 84.7 | 55.4 | 18.2 | 54.9 | 71.7 | |
| CosCatVFM=DINOv2, Params. (M)=202.02026.03 | 41.7 | 26.7 | 83.6 | 44.7 | 8.1 | 45.1 | 69.3 | |
| SFusionVFM=DINOv2, Params. (M)=265.82026.03 | 40.1 | 20.8 | 82.1 | 46.2 | 7.7 | 43.8 | 68.7 | |
| DynMMVFM=DINOv2, Params. (M)=404.32026.03 | 37.7 | 18.3 | 81.3 | 42.7 | 6.8 | 39.5 | 68.8 | |
| SFusionVFM=CLIP, Params. (M)=263.42026.03 | 37.5 | 15.8 | 73.7 | 52.3 | 6.7 | 39.1 | 68.3 | |
| CosCatVFM=CLIP, Params. (M)=201.02026.03 | 36.4 | 16.3 | 77.5 | 49.3 | 8 | 30.9 | 67.9 | |
| MM-MILVFM=CLIP, Params. (M)=202.52026.03 | 36 | 10.5 | 78.2 | 44.1 | 7.5 | 39.6 | 67.1 | |
| RadDiagVFM=CLIP, Params. (M)=212.22026.03 | 35.2 | 12.8 | 75.6 | 48 | 6.8 | 32.7 | 64.8 | |
| DynMMVFM=CLIP, Params. (M)=402.22026.03 | 34.9 | 14.8 | 76.7 | 42.2 | 6.3 | 34.5 | 67.1 |