Zero-Shot Video Retrieval on MSR-VTT
Metric: video-to-text R@10 (higher is better)
Metric: video-to-text R@10 (higher is better)
| # | Model↕ | video-to-text R@10▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | InternVideo2-6B | 84.1 | Yes | InternVideo2: Scaling Foundation Models for Mult... | 2024-03-22 | Code |
| 2 | GRAM | 82.9 | Yes | Gramian Multimodal Representation Learning and A... | 2024-12-16 | Code |
| 3 | FluxViT-B | 82.4 | Yes | Make Your Training Flexible: Towards Deployment-... | 2025-03-18 | Code |
| 4 | InternVideo2-1B | 81.8 | Yes | InternVideo2: Scaling Foundation Models for Mult... | 2024-03-22 | Code |
| 5 | LanguageBind(ViT-L/14) | 77.8 | Yes | LanguageBind: Extending Video-Language Pretraini... | 2023-10-03 | Code |
| 6 | FluxViT-S | 76.5 | Yes | Make Your Training Flexible: Towards Deployment-... | 2025-03-18 | Code |
| 7 | LanguageBind(ViT-H/14) | 75.7 | Yes | LanguageBind: Extending Video-Language Pretraini... | 2023-10-03 | Code |
| 8 | UMT-L (ViT-L/16) | 69.6 | Yes | Unmasked Teacher: Towards Training-Efficient Vid... | 2023-03-28 | Code |
| 9 | vid-TLDR (UMT-L) | 69.4 | Yes | vid-TLDR: Training Free Token merging for Light-... | 2024-03-20 | Code |
| 10 | LaT | 47.9 | No | LaT: Latent Translation with Cycle-Consistency f... | 2022-07-11 | - |