Video Understanding on NExT-QA
80.2MC ScoreLLaVA-Video
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLaVA-VideoRelative token budget=100%, Prefilling FLOPs (T)=80.2, FLOPs Ratio=100%2026.04 | 80.2 | 34.6 | |
| HieraVidRelative token budget=30%, Prefilling FLOPs (T)=19.6, FLOPs Ratio=24.5%2026.04 | 79.9 | 33.7 | |
| Framefusion (ICCV2025)Relative token budget=30%, Prefilling FLOPs (T)=19.1, FLOPs Ratio=23.8%2026.04 | 78.8 | 34 | |
| HieraVidRelative token budget=20%, Prefilling FLOPs (T)=13.8, FLOPs Ratio=17.2%2026.04 | 78.3 | 32.2 | |
| PruneVid (ACL2025)Relative token budget=30%, Prefilling FLOPs (T)=19.1, FLOPs Ratio=23.8%2026.04 | 78.2 | 33.4 | |
| Framefusion (ICCV2025)Relative token budget=20%, Prefilling FLOPs (T)=12.3, FLOPs Ratio=15.5%2026.04 | 78.2 | 31.9 | |
| FastV (ECCV2024)Relative token budget=30%, Prefilling FLOPs (T)=23.5, FLOPs Ratio=39.3%2026.04 | 77.2 | 33.2 | |
| HieraVidRelative token budget=10%, Prefilling FLOPs (T)=6.85, FLOPs Ratio=8.5%2026.04 | 77.1 | 31.3 | |
| PruneVid (ACL2025)Relative token budget=20%, Prefilling FLOPs (T)=12.3, FLOPs Ratio=15.5%2026.04 | 77 | 32.3 | |
| Framefusion (ICCV2025)Relative token budget=10%, Prefilling FLOPs (T)=6.1, FLOPs Ratio=7.6%2026.04 | 76.7 | 30.4 | |
| PruMerge (ICCV2025)Relative token budget=30%, Prefilling FLOPs (T)=19.1, FLOPs Ratio=23.8%2026.04 | 76.4 | 32.5 | |
| StreamingLLM (ICLR2024)Relative token budget=30%, Prefilling FLOPs (T)=60.3, FLOPs Ratio=75.2%2026.04 | 76.1 | 32.4 | |
| FastV (ECCV2024)Relative token budget=20%, Prefilling FLOPs (T)=17.1, FLOPs Ratio=21.4%2026.04 | 75.2 | 31.9 | |
| PruneVid (ACL2025)Relative token budget=10%, Prefilling FLOPs (T)=6.19, FLOPs Ratio=7.7%2026.04 | 75.2 | 30.8 | |
| PruMerge (ICCV2025)Relative token budget=20%, Prefilling FLOPs (T)=12.3, FLOPs Ratio=15.5%2026.04 | 74.6 | 30.9 | |
| StreamingLLM (ICLR2024)Relative token budget=20%, Prefilling FLOPs (T)=56.7, FLOPs Ratio=70.7%2026.04 | 73 | 30.6 | |
| FastV (ECCV2024)Relative token budget=10%, Prefilling FLOPs (T)=11.21, FLOPs Ratio=14.0%2026.04 | 72.3 | 29.9 | |
| PruMerge (ICCV2025)Relative token budget=10%, Prefilling FLOPs (T)=5.9, FLOPs Ratio=7.4%2026.04 | 71.9 | 28.6 | |
| StreamingLLM (ICLR2024)Relative token budget=10%, Prefilling FLOPs (T)=52.1, FLOPs Ratio=65.0%2026.04 | 68.2 | 27.9 |