YouCook2
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Video Captioning | Youcook2 | METEOR40.4 | 108 | |
| Text-to-Video Retrieval | YouCook2 (val) | R@11,510 | 66 | |
| Text-to-video retrieval | Youcook2 (test) | Recall@1098.9 | 59 | |
| Dense Video Captioning | YouCook2 (val) | CIDEr80.53 | 43 | |
| Video Captioning | YouCook2 (test) | CIDEr190 | 42 | |
| Event localization | YouCook2 (val) | Recall32.51 | 24 | |
| Segment-level Video Captioning | YouCook2 | BLEU-415.2 | 17 | |
| Image-Text Matching | YouCook2 EQBEN | Text Score59.22 | 14 | |
| Event Captioning | YouCook2 1.0 (val) | METEOR12.8 | 12 | |
| Video captioning evaluation | YouCook2 Fact | Para Score72.4 | 10 | |
| Streaming Narration | YouCook2 (test) | F135.55 | 10 | |
| Event Localization | YouCook2 | F1 Score33.73 | 10 | |
| Abstractive Summarization | YouCook2 (test) | ROUGE-133 | 8 | |
| Consistent Video Retrieval | YouCook2 (test) | Accuracy75.59 | 8 | |
| Text-to-Video-Audio Retrieval | YouCook2 | Recall@151.3 | 8 | |
| Interaction localization | YouCook2 Interactions 1.0 (test) | Localization Accuracy55.8 | 8 | |
| Video Question Answering | YouCook2 | Score109.5 | 7 | |
| Step localization | YouCook2 | Recall77.4 | 7 | |
| Event Captioning | YouCook2 | METEOR9.3 | 6 | |
| Consistent Video Retrieval | YouCook2 official (val) | Accuracy44.77 | 5 | |
| Quality Estimation | YouCook2 FG Eval | Kendall's Tau-b44.29 | 4 | |
| Video Caption Evaluation | YouCook2 Eval (val) | Tau_b Score72.8 | 4 | |
| Interaction Localization | YouCook2 Interactions (val) | Localization Accuracy70.4 | 4 | |
| Video Generation | YouCook2 (val) | Overall Preference Score55.1 | 3 | |
| Audio-to-Video Retrieval | Youcook2 | Recall@132.8 | 3 |
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