Perception and Cognition Evaluation on MME
1,842ScoreVanilla
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| VanillaBase Model=LLaVA-NeXT-7B, Retained Tokens=2880, Reduction Ratio=0.0%2026.06 | 1,842 | 100 | |
| DCP-PruneBase Model=LLaVA-NeXT-7B, Retained Tokens=160, Reduction Ratio=94.4%2026.06 | 1,764 | 94.6 | |
| FlowCutBase Model=LLaVA-NeXT-7B, Retained Tokens=160, Reduction Ratio=94.4%2026.06 | 1,746 | 93.1 | |
| PRUNESIDBase Model=LLaVA-NeXT-7B, Retained Tokens=160, Reduction Ratio=94.4%2026.06 | 1,704 | 93.1 | |
| SCOPEBase Model=LLaVA-NeXT-7B, Retained Tokens=160, Reduction Ratio=94.4%2026.06 | 1,700 | 94.2 | |
| DCP-PruneBase Model=LLaVA-NeXT-7B, Retained Tokens=80, Reduction Ratio=97.2%2026.06 | 1,692 | 91.9 | |
| HoloVBase Model=LLaVA-NeXT-7B, Retained Tokens=160, Reduction Ratio=94.4%2026.06 | 1,675 | 91 | |
| DCP-PruneBase Model=LLaVA-NeXT-7B, Retained Tokens=40, Reduction Ratio=98.6%2026.06 | 1,655 | 88.5 | |
| PRUNESIDBase Model=LLaVA-NeXT-7B, Retained Tokens=80, Reduction Ratio=97.2%2026.06 | 1,642 | 88.9 | |
| SCOPEBase Model=LLaVA-NeXT-7B, Retained Tokens=80, Reduction Ratio=97.2%2026.06 | 1,636 | 90.7 | |
| VisionZipBase Model=LLaVA-NeXT-7B, Retained Tokens=160, Reduction Ratio=94.4%2026.06 | 1,630 | 92.3 | |
| FlowCutBase Model=LLaVA-NeXT-7B, Retained Tokens=80, Reduction Ratio=97.2%2026.06 | 1,550 | 89.6 | |
| VisionZipBase Model=LLaVA-NeXT-7B, Retained Tokens=80, Reduction Ratio=97.2%2026.06 | 1,534 | 87.2 | |
| SCOPEBase Model=LLaVA-NeXT-7B, Retained Tokens=40, Reduction Ratio=98.6%2026.06 | 1,515 | 85.5 | |
| HoloVBase Model=LLaVA-NeXT-7B, Retained Tokens=80, Reduction Ratio=97.2%2026.06 | 1,432 | 81.3 | |
| FlowCutBase Model=LLaVA-NeXT-7B, Retained Tokens=40, Reduction Ratio=98.6%2026.06 | 1,401 | 83.8 | |
| DCP-PruneBase Model=LLaVA-NeXT-7B, Retained Tokens=20, Reduction Ratio=99.3%2026.06 | 1,379 | 80.7 | |
| SCOPEBase Model=LLaVA-NeXT-7B, Retained Tokens=20, Reduction Ratio=99.3%2026.06 | 1,298 | 76 | |
| PRUNESIDBase Model=LLaVA-NeXT-7B, Retained Tokens=40, Reduction Ratio=98.6%2026.06 | 1,261 | 78.5 | |
| HoloVBase Model=LLaVA-NeXT-7B, Retained Tokens=40, Reduction Ratio=98.6%2026.06 | 1,229 | 74.6 | |
| VisionZipBase Model=LLaVA-NeXT-7B, Retained Tokens=40, Reduction Ratio=98.6%2026.06 | 1,150 | 74.7 | |
| VisionZipBase Model=LLaVA-NeXT-7B, Retained Tokens=20, Reduction Ratio=99.3%2026.06 | 1,134 | 73.9 | |
| HoloVBase Model=LLaVA-NeXT-7B, Retained Tokens=20, Reduction Ratio=99.3%2026.06 | 1,051 | 69 | |
| FlowCutBase Model=LLaVA-NeXT-7B, Retained Tokens=20, Reduction Ratio=99.3%2026.06 | 1,012 | 68 | |
| PRUNESIDBase Model=LLaVA-NeXT-7B, Retained Tokens=20, Reduction Ratio=99.3%2026.06 | 1,002 | 69.2 |