Multimodal disease recognition on MMC-AMD
90.9mAPEI
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| EIVFM=DINOv2, Params. (M)=8.92026.03 | 90.9 | 1 | 91.6 | 92.9 | 78.9 | 84.1 | |
| MM-MIL-MoRVFM=DINOv2, Params. (M)=5.02026.03 | 90.6 | 1 | 90.8 | 92.9 | 78.7 | 82.3 | |
| MMRAD-MoRVFM=DINOv2, Params. (M)=12.52026.03 | 90.1 | 1 | 87.9 | 93.1 | 79.5 | 80.6 | |
| EIVFM=CLIP, Params. (M)=8.92026.03 | 88.9 | 1 | 88 | 89.6 | 78.2 | 82.4 | |
| UniModelVFM=DINOv2, Params. (M)=1.52026.03 | 88.3 | 1 | 89.9 | 90.6 | 72.5 | 77 | |
| MM-MIL-MoRVFM=CLIP, Params. (M)=5.02026.03 | 87.9 | 1 | 91.3 | 89.3 | 71 | 79.3 | |
| UniModelVFM=CLIP, Params. (M)=1.52026.03 | 86.8 | 1 | 93.3 | 83.5 | 70.6 | 74 | |
| MMRAD-MoRVFM=CLIP, Params. (M)=12.52026.03 | 86.5 | 1 | 80.2 | 95.6 | 70.1 | 78.3 | |
| MM-MILVFM=DINOv2, Params. (M)=203.62026.03 | 86.3 | 1 | 93.2 | 86.1 | 65.8 | 73.3 | |
| DynMMVFM=DINOv2, Params. (M)=404.32026.03 | 85.4 | 1 | 93.3 | 78.2 | 70.1 | 68.8 | |
| SFusionVFM=CLIP, Params. (M)=263.42026.03 | 84 | 1 | 94.6 | 75.4 | 66.2 | 68.3 | |
| CosCatVFM=CLIP, Params. (M)=201.02026.03 | 83.9 | 1 | 92.9 | 82.6 | 60.2 | 67.9 | |
| DynMMVFM=CLIP, Params. (M)=402.22026.03 | 83 | 1 | 92.8 | 81 | 58 | 67.1 | |
| RadDiagVFM=DINOv2, Params. (M)=213.32026.03 | 82.6 | 1 | 93.5 | 70.8 | 66.2 | 71.7 | |
| CosCatVFM=DINOv2, Params. (M)=202.02026.03 | 82.3 | 1 | 93.1 | 76.7 | 59.4 | 69.3 | |
| SFusionVFM=DINOv2, Params. (M)=265.82026.03 | 82.1 | 1 | 91.5 | 67.8 | 69 | 68.7 | |
| MMRADVFM=DINOv2, Params. (M)=9.32026.03 | 82.1 | 1 | 91.9 | 78.9 | 57.6 | 73.5 | |
| MMRADVFM=CLIP, Params. (M)=9.32026.03 | 81.9 | 1 | 92.8 | 68.4 | 66.4 | 72.9 | |
| MM-MILVFM=CLIP, Params. (M)=202.52026.03 | 81.8 | 1 | 91.9 | 76.1 | 59.2 | 67.1 | |
| RadDiagVFM=CLIP, Params. (M)=212.22026.03 | 78.3 | 1 | 92.2 | 65.9 | 55.1 | 64.8 |