Knee MRI Classification on MRNet
86.1mAPEI
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EIVFM=CLIP, Params. (M)=8.92026.03 | 86.1 | 97.3 | 74.8 | 86.3 | 82.4 | |
| MM-MIL-MoRVFM=CLIP, Params. (M)=5.02026.03 | 85 | 97.6 | 73.5 | 83.8 | 79.3 | |
| EIVFM=DINOv2, Params. (M)=8.92026.03 | 84.8 | 97.8 | 73.4 | 83.3 | 84.1 | |
| CosCatVFM=DINOv2, Params. (M)=202.02026.03 | 84.1 | 97.3 | 69.3 | 85.6 | 69.3 | |
| SFusionVFM=DINOv2, Params. (M)=265.82026.03 | 83.9 | 97.2 | 72 | 82.6 | 68.7 | |
| MM-MIL-MoRVFM=DINOv2, Params. (M)=5.02026.03 | 83.7 | 96.8 | 74.1 | 80.3 | 82.3 | |
| MM-MILVFM=CLIP, Params. (M)=202.52026.03 | 83.5 | 97.2 | 67.4 | 85.8 | 67.1 | |
| CosCatVFM=CLIP, Params. (M)=201.02026.03 | 83.5 | 97.4 | 68.5 | 84.5 | 67.9 | |
| SFusionVFM=CLIP, Params. (M)=263.42026.03 | 83.5 | 97.6 | 67.3 | 85.6 | 68.3 | |
| MM-MILVFM=DINOv2, Params. (M)=203.62026.03 | 83.5 | 97.2 | 70.7 | 82.6 | 73.3 | |
| DynMMVFM=CLIP, Params. (M)=402.22026.03 | 83.3 | 95.8 | 69.6 | 84.6 | 67.1 | |
| MMRAD-MoRVFM=CLIP, Params. (M)=12.52026.03 | 83.3 | 96.9 | 69.6 | 83.4 | 78.3 | |
| DynMMVFM=DINOv2, Params. (M)=404.32026.03 | 83.3 | 97 | 68.9 | 83.9 | 68.8 | |
| MMRAD-MoRVFM=DINOv2, Params. (M)=12.52026.03 | 82.9 | 96.6 | 70.8 | 81.3 | 80.6 | |
| RadDiagVFM=DINOv2, Params. (M)=213.32026.03 | 82.5 | 96.2 | 69.1 | 82.2 | 71.7 | |
| MMRADVFM=CLIP, Params. (M)=9.32026.03 | 81.8 | 95.9 | 67.9 | 81.5 | 72.9 | |
| MMRADVFM=DINOv2, Params. (M)=9.32026.03 | 81.8 | 96.8 | 70.5 | 78.1 | 73.5 | |
| UniModelVFM=DINOv2, Params. (M)=1.52026.03 | 81.2 | 97.2 | 67.3 | 79.2 | 77 | |
| RadDiagVFM=CLIP, Params. (M)=212.22026.03 | 80.9 | 95.4 | 65.2 | 82.2 | 64.8 | |
| UniModelVFM=CLIP, Params. (M)=1.52026.03 | 80.3 | 97.3 | 66.8 | 76.7 | 74 |