Metric: R@1 IoU=0.5 (higher is better)
| # | Model↕ | R@1 IoU=0.5▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | EgoVideo | 19.31 | Yes | EgoVideo: Exploring Egocentric Foundation Model ... | 2024-06-26 | Code |
| 2 | DeCafNet-100% | 15.52 | No | DeCafNet: Delegate and Conquer for Efficient Tem... | 2025-05-22 | Code |
| 3 | DeCafNet-50% | 15.04 | No | DeCafNet: Delegate and Conquer for Efficient Tem... | 2025-05-22 | Code |
| 4 | DeCafNet-50% (no NaQ) | 12.55 | No | DeCafNet: Delegate and Conquer for Efficient Tem... | 2025-05-22 | Code |
| 5 | RGNet | 12.47 | No | RGNet: A Unified Clip Retrieval and Grounding Ne... | 2023-12-11 | Code |
| 6 | InternVideo | 10.06 | No | InternVideo-Ego4D: A Pack of Champion Solutions ... | 2022-11-17 | Code |
| 7 | UniMD+Sync. | 10.06 | No | UniMD: Towards Unifying Moment Retrieval and Tem... | 2024-04-07 | Code |
| 8 | ReLER@ZJU-Alibaba | 8.14 | No | ReLER@ZJU-Alibaba Submission to the Ego4D Natura... | 2022-07-01 | Code |
| 9 | EgoVLPv2 | 7.91 | No | EgoVLPv2: Egocentric Video-Language Pre-training... | 2023-07-11 | Code |
| 10 | EgoVLP | 6.24 | No | Egocentric Video-Language Pretraining | 2022-06-03 | Code |