Metric: Recall (higher is better)
| # | Model↕ | Recall▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | VideoCLIP | 47.3 | Yes | VideoCLIP: Contrastive Pre-training for Zero-sho... | 2021-09-28 | Code |
| 2 | VLM | 46.5 | Yes | VLM: Task-agnostic Video-Language Model Pre-trai... | 2021-05-20 | Code |
| 3 | TACo | 42.5 | Yes | TACo: Token-aware Cascade Contrastive Learning f... | 2021-08-23 | - |
| 4 | Text-Video Embedding | 33.6 | No | HowTo100M: Learning a Text-Video Embedding by Wa... | 2019-06-07 | Code |
| 5 | Fully-supervised upper-bound | 31.6 | No | Cross-task weakly supervised learning from instr... | 2019-03-19 | Code |
| 6 | Zhukov | 22.4 | No | Cross-task weakly supervised learning from instr... | 2019-03-19 | Code |
| 7 | Alayrac | 13.3 | No | Unsupervised Learning from Narrated Instruction ... | 2015-06-30 | - |