Proficiency Estimation on Ego-Exo4D
65.41Bouldering Proficiency ScoreCamFormer
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CamFormerModality=trajectory, Pretrain?=✓2025.11 | 65.41 | 70.73 | — | — | — | — | — | — | |
| CamFormerModality=trajectory, Pretrain?=✗2025.11 | 63.52 | 66.67 | — | — | — | — | — | — | |
| MajorityModality=-, Pretrain?=-2025.11 | 55.97 | 59.3 | — | — | — | — | — | — | |
| TimeSformerModality=video, Pretrain?=-2025.11 | 55.35 | 69.92 | — | — | — | — | — | — | |
| EgoDistillModalities=V+I, Power (mW)=16.52025.11 | 38.4 | 43.3 | 42.6 | 74.4 | 35 | 50 | 43.4 | — | |
| SkillSight-SModalities=G, Power (mW)=9.52025.11 | 34.6 | 44.1 | 44.4 | 79.1 | 42 | 52.8 | 47.2 | — | |
| Gaze-onlyModalities=G, Power (mW)=9.52025.11 | 31.5 | 40.2 | 37 | 76.7 | 25.2 | 44.4 | 39.6 | — | |
| SkillSight-TModalities=V+G, Power (mW)=9432025.11 | 28.9 | 56.7 | 50.1 | 81.4 | 55.2 | 50 | 58.5 | — | |
| TimeSformerModalities=V, Power (mW)=697.52025.11 | 28 | 44.8 | 45.5 | 76.7 | 53.2 | 36.1 | 56.6 | — | |
| SkillformerModalities=V, Power (mW)=697.52025.11 | 27 | 43.3 | 42.4 | 74.4 | 42 | 47.2 | 58.5 | — | |
| EgoExoLearnModalities=V+G, Power (mW)=141.42025.11 | 25.2 | 43.3 | 42.3 | 74.4 | 46.9 | 44.4 | 50.9 | — | |
| X3D-XSModalities=V, Power (mW)=882025.11 | 24.5 | 26.8 | 34.2 | 72.1 | 45.5 | 38.9 | 17 | — | |
| EgoTriggerModalities=V+A, Power (mW)=9.92025.11 | 22.6 | 26.8 | 34.1 | 65.1 | 37.8 | 41.7 | 5.7 | — | |
| BeholderModalities=V+G, Power (mW)=132.42025.11 | 21.4 | 26.8 | 34.1 | 72.1 | 42.7 | 50 | 24.5 | — | |
| E2GoMotionModalities=V, Power (mW)=329.32025.11 | 3 | 50.4 | 34.9 | 55.8 | 49 | 16.7 | 50.9 | — | |
| Majority voteModalities=—, Power (mW)=—2025.11 | 0 | 43.3 | 32.3 | 74.4 | 35.7 | 44 | 50.9 | — | |
| LLaVA-OV-0.5BEvaluation Protocol=Zero-shot Video LLMs2026.05 | — | — | — | — | — | — | — | 23.6 | |
| LLaVA-OV-0.5B-FTEvaluation Protocol=Task-specific models, ∆Params.=35.2M2026.05 | — | — | — | — | — | — | — | 28.2 | |
| LLaVA-OV-7BEvaluation Protocol=Zero-shot Video LLMs2026.05 | — | — | — | — | — | — | — | 23.6 | |
| LLaVA-OV-7B-FTEvaluation Protocol=Task-specific models, ∆Params.=161.5M2026.05 | — | — | — | — | — | — | — | 29.8 | |
| PAVE-0.5BEvaluation Protocol=Task-specific models, ∆Params.=41.4M2026.05 | — | — | — | — | — | — | — | 32.4 | |
| PAVE-7BEvaluation Protocol=Task-specific models, ∆Params.=170.5M2026.05 | — | — | — | — | — | — | — | 44.2 | |
| TimeSFormerEvaluation Protocol=Task-specific models2026.05 | — | — | — | — | — | — | — | 43.7 | |
| V-LynX-0.5BEvaluation Protocol=Task-specific models, ∆Params.=68.7M2026.05 | — | — | — | — | — | — | — | 38.6 | |
| V-LynX-7BEvaluation Protocol=Task-specific models, ∆Params.=195.0M2026.05 | — | — | — | — | — | — | — | 46.9 |