Video Question Answering on Ego-in-Exo Perception (Ego-Exo4D)
81.8Action Understanding AccuracyTeacher (T)
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Teacher (T)Viewpoint=ego viewpoint (upper bound)2025.01 | 81.8 | 83.9 | 78.9 | 67.1 | 77.9 | |
| Ego2ExoVLMViewpoint=exo viewpoint2025.01 | 73.4 | 82 | 76.2 | 65.3 | 74.2 | |
| Qwen2.5-VLViewpoint=exo viewpoint2025.01 | 68.2 | 75.9 | 70.8 | 64.8 | 69.9 | |
| VideoLLaMA3Viewpoint=exo viewpoint2025.01 | 66.5 | 79.6 | 74.5 | 64.1 | 71.2 | |
| EE4D-VideoLLaMA3Viewpoint=exo viewpoint2025.01 | 59.5 | 66.6 | 71.6 | 65 | 65.7 | |
| Qwen2-VLViewpoint=exo viewpoint2025.01 | 38.5 | 48.9 | 37.4 | 56.4 | 45.3 | |
| VideoLLaMA2Viewpoint=exo viewpoint2025.01 | 35.3 | 42.8 | 34.6 | 48.4 | 40.3 | |
| LLAVIDALViewpoint=exo viewpoint2025.01 | 15.2 | 33.3 | 31 | 53.8 | 33.3 |