Inter-video annotation propagation on MSK-Bone 380 pairs
73.4Dice ScoreUniverSeg
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| UniverSegNumber of Shots=102026.03 | 73.4 | — | — | — | — | — | — | |
| Match4Annotate2026.03 | 69 | 15.5 | 40 | 74.3 | — | — | — | |
| UniverSegNumber of Shots=52026.03 | 63.7 | — | — | — | — | — | — | |
| MatcherBackbone/Variant=SemSAM2026.03 | 62.2 | — | — | — | — | — | — | |
| UniverSegNumber of Shots=32026.03 | 53.2 | — | — | — | — | — | — | |
| UniverSegNumber of Shots=22026.03 | 42.2 | — | — | — | — | — | — | |
| MatcherBackbone/Variant=SAM2026.03 | 26 | — | — | — | — | — | — | |
| UniverSegNumber of Shots=12026.03 | 25 | — | — | — | — | — | — | |
| Cohort-Scale Neural AtlasMethod category=Atlas-based, Training data setting=labeled only2026.05 | — | — | — | — | 11.89 | 10.18 | 7.68 | |
| Cohort-Scale Neural AtlasMethod category=Atlas-based, Training data setting=full video2026.05 | — | — | — | — | 13.74 | 12.09 | 8.54 | |
| DIFT2026.03 | — | 16.3 | 36.6 | 62.4 | — | — | — | |
| DIFTMethod category=Matching-based2026.05 | — | — | — | — | 20.07 | 11.69 | 26.81 | |
| MATCHA2026.03 | — | 13.5 | 36.4 | 66.7 | — | — | — | |
| MATCHAMethod category=Matching-based2026.05 | — | — | — | — | 16.7 | 11.01 | 19.75 | |
| Neural CongealingMethod category=Atlas-based, Training data setting=labeled only2026.05 | — | — | — | — | 9.83 | 8.24 | 6.77 | |
| RoMaEvaluation Setting=indoor2026.03 | — | 8.1 | 20 | 37.9 | — | — | — | |
| RoMaEvaluation Setting=outdoor2026.03 | — | 6.9 | 17.8 | 34.5 | — | — | — | |
| RoMa-indoorMethod category=Matching-based, Environment setting=indoor2026.05 | — | — | — | — | 47.21 | 24.78 | 48.32 | |
| RoMa-outdoorMethod category=Matching-based, Environment setting=outdoor2026.05 | — | — | — | — | 46.27 | 27.89 | 43.85 |