Multimodal Understanding on MME (MME, Avg., Rel (%))
1,845MME ScoreASAP (Ours)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ASAP (Ours)Remain Tokens=6402026.05 | 1,845 | 75.9 | 98.8 | |
| LLaVA-Next (Full)Remain Tokens=28802026.05 | 1,842 | 76.8 | 100 | |
| PruneSIDRemain Tokens=6402026.05 | 1,795 | 74.8 | 97.4 | |
| VisionZipRemain Tokens=6402026.05 | 1,787 | 75.1 | 97.8 | |
| ASAP (Ours)Remain Tokens=3202026.05 | 1,776 | 74 | 96.3 | |
| PruneSIDRemain Tokens=3202026.05 | 1,754 | 73 | 95.1 | |
| ASAP (Ours)Remain Tokens=1602026.05 | 1,730 | 71.6 | 93.2 | |
| PruneSIDRemain Tokens=1602026.05 | 1,704 | 70.5 | 91.7 | |
| VisionZipRemain Tokens=3202026.05 | 1,702 | 72.2 | 94 | |
| VisionZipRemain Tokens=1602026.05 | 1,630 | 68.6 | 89.3 |