Holistic Perception on MMBench
84.79AccuracyCAPA
Evaluation results
| Method | Links | |
|---|---|---|
| CAPABackbone=InternVL3-8B, Pruning Stage=Early, Token Retention Rate=25%2026.01 | 84.79 | |
| VanillaBackbone=InternVL3-8B, Pruning Stage=N/A, Token Retention Rate=100%2026.01 | 84.71 | |
| VanillaBackbone=Qwen2.5-VL-7B, Pruning Stage=N/A, Token Retention Rate=100%2026.01 | 82.21 | |
| CAPABackbone=Qwen2.5-VL-7B, Pruning Stage=Early, Token Retention Rate=25%2026.01 | 78.16 | |
| VanillaBackbone=LLaVA-1.5-7B, Pruning Stage=N/A, Token Retention Rate=100%2026.01 | 62.97 | |
| CAPABackbone=LLaVA-1.5-7B, Pruning Stage=Early, Token Retention Rate=25%2026.01 | 62.8 |