Video Understanding on VideoMME (Length Segments, Overall, Avg Score, %)
64.1Overall ScoreLLaVA-Video-7B
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LLaVA-Video-7BRetention Ratio R=100%, Backbone=LLaVA-Video-7B-Qwen22026.06 | 64.1 | 77 | 62.3 | 53.1 | 62.3 | 100 | |
| InfoMergeRetention Ratio R=15%, Backbone=LLaVA-Video-7B-Qwen22026.06 | 62.8 | 73.4 | 63 | 51.9 | 61.4 | 98.6 | |
| FastVIDRetention Ratio R=15%, Backbone=LLaVA-Video-7B-Qwen22026.06 | 62.1 | 73.8 | 61 | 51.7 | 61.3 | 98.5 | |
| MMG-VidRetention Ratio R=15%, Backbone=LLaVA-Video-7B-Qwen22026.06 | 61.1 | 72.3 | 60.1 | 50.8 | 58.6 | 94.1 | |
| InfoMergeRetention Ratio R=10%, Backbone=LLaVA-Video-7B-Qwen22026.06 | 60.9 | 72.6 | 59.1 | 51 | 60.5 | 97.1 | |
| VisionZipRetention Ratio R=15%, Backbone=LLaVA-Video-7B-Qwen22026.06 | 60.3 | 70.3 | 58.8 | 51.7 | 57.8 | 92.8 | |
| FastVIDRetention Ratio R=10%, Backbone=LLaVA-Video-7B-Qwen22026.06 | 60.2 | 72 | 58.1 | 50.4 | 59.4 | 95.3 | |
| MMG-VidRetention Ratio R=10%, Backbone=LLaVA-Video-7B-Qwen22026.06 | 59.4 | 71 | 57.9 | 49.2 | 57.2 | 91.8 | |
| VisionZipRetention Ratio R=10%, Backbone=LLaVA-Video-7B-Qwen22026.06 | 58.7 | 67.4 | 57.7 | 51.1 | 56.3 | 90.4 | |
| FastVRetention Ratio R=15%, Backbone=LLaVA-Video-7B-Qwen22026.06 | 54 | 60.9 | 54.4 | 46.7 | 52.4 | 84.2 | |
| FastVRetention Ratio R=10%, Backbone=LLaVA-Video-7B-Qwen22026.06 | 49.6 | 54 | 50.3 | 44.6 | 46.4 | 74.5 |