Metric: video-to-text Mean Rank (higher is better)
| # | Model↕ | video-to-text Mean Rank▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | HunYuan_tvr (huge) | 7.6 | Yes | Tencent Text-Video Retrieval: Hierarchical Cross... | 2022-04-07 | - |
| 2 | DiffusionRet+QB-Norm | 4.5 | No | DiffusionRet: Generative Text-Video Retrieval wi... | 2023-03-17 | Code |
| 3 | DiffusionRet | 4.5 | No | DiffusionRet: Generative Text-Video Retrieval wi... | 2023-03-17 | Code |
| 4 | X-CLIP | 4.2 | No | X-CLIP: End-to-End Multi-grained Contrastive Lea... | 2022-07-15 | Code |
| 5 | HunYuan_tvr | 3.8 | Yes | Tencent Text-Video Retrieval: Hierarchical Cross... | 2022-04-07 | - |
| 6 | X-Pool | 3.3 | Yes | X-Pool: Cross-Modal Language-Video Attention for... | 2022-03-28 | Code |
| 7 | CAMoE | 3.1 | Yes | Improving Video-Text Retrieval by Multi-Stream C... | 2021-09-09 | Code |
| 8 | CenterCLIP (ViT-B/16) | 3 | Yes | CenterCLIP: Token Clustering for Efficient Text-... | 2022-05-02 | Code |
| 9 | Cap4Video | 2.4 | No | Cap4Video: What Can Auxiliary Captions Do for Te... | 2022-12-31 | Code |
| 10 | PAU | 2.4 | No | Prototype-based Aleatoric Uncertainty Quantifica... | 2023-09-29 | Code |