General Video Understanding on Aggregate VideoMME, EgoSchema, LongVideoBench, MLVU, VideoMMMU
55.6Average ScoreEchoPrune
Evaluation results
| Method | Links | |
|---|---|---|
| EchoPruneNumber of Frames (F)=160, Compression Ratio=10x, Token Budget=10%2026.05 | 55.6 | |
| EchoPruneNumber of Frames (F)=320, Compression Ratio=20x, Token Budget=5% (ultra)2026.05 | 55.6 | |
| EchoPruneNumber of Frames (F)=80, Compression Ratio=5x, Token Budget=20%2026.05 | 55 | |
| EchoPruneNumber of Frames (F)=64, Compression Ratio=4x, Token Budget=25%2026.05 | 54.5 | |
| Qwen2.5VL-7BNumber of Frames (F)=162026.05 | 51.2 |