Medical Image Re-identification on Mess2 Fundus
85.71CMC-R1MaMI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MaMIArchitecture=ViT-Base2025.03 | 85.71 | — | |
| RetFoundArchitecture=ViT-Base, Fine-tuned=true2025.03 | 74.14 | — | |
| TransReIDArchitecture=ViT-Base, Fine-tuned=true2025.03 | 74 | — | |
| CLIPArchitecture=ViT-Base, Fine-tuned=true2025.03 | 73.71 | — | |
| MAEArchitecture=ViT-Base, Fine-tuned=true2025.03 | 72.57 | — | |
| MoCoV3Architecture=ViT-Base, Fine-tuned=true2025.03 | 70.99 | — | |
| Full (Graph-of-Differences)Modality=Fundus2026.06 | 65.79 | 74.92 | |
| Backbone-onlyModality=Fundus2026.06 | 64.99 | 74.32 | |
| Backbone + Graph (w/o Ldiff)Modality=Fundus2026.06 | 63.27 | 73.36 | |
| MoCoV3Architecture=ViT-Base, Fine-tuned=false2025.03 | 56.86 | — | |
| RetFoundArchitecture=ViT-Base, Fine-tuned=false2025.03 | 53.71 | — | |
| BEITv2Architecture=ViT-Base2025.03 | 52 | — | |
| ImageNet-SupArchitecture=ViT-Base2025.03 | 47.14 | — | |
| MAEArchitecture=ViT-Base, Fine-tuned=false2025.03 | 47.14 | — | |
| TransReIDArchitecture=ViT-Base, Fine-tuned=false2025.03 | 42.29 | — | |
| CAEArchitecture=ViT-Base2025.03 | 41.43 | — | |
| CLIPArchitecture=ViT-Base, Fine-tuned=false2025.03 | 41.14 | — | |
| DINOv2Architecture=ViT-Base2025.03 | 36 | — | |
| BLIPArchitecture=ViT-Base2025.03 | 33.43 | — | |
| CT-CLIPArchitecture=ViT-Base, Fine-tuned=false2025.03 | 33.14 | — | |
| CT-CLIPArchitecture=ViT-Base, Fine-tuned=true2025.03 | 29.71 | — | |
| BioMedClipArchitecture=ViT-Base, Fine-tuned=true2025.03 | 28.57 | — | |
| Med-UniCArchitecture=ViT-Base, Fine-tuned=false2025.03 | 27.71 | — | |
| Ganz et al.Architecture=ViT-Base2025.03 | 27.43 | — | |
| Med-UniCArchitecture=ViT-Base, Fine-tuned=true2025.03 | 24.57 | — | |
| Packhäuser et al.Architecture=ViT-Base2025.03 | 23.74 | — | |
| BioMedClipArchitecture=ViT-Base, Fine-tuned=false2025.03 | 23.14 | — | |
| MaskFeatArchitecture=ViT-Base2025.03 | 20 | — | |
| AlignArchitecture=ViT-Base2025.03 | 13.71 | — |