Image Understanding on GQA, POPE, SQA, MME, MMB (test val)
60.5GQAVanilla
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| VanillaBackbone=Qwen-2.5-VL-7B, Visual Tokens=256–2048, Token Retention Rate=100%2026.06 | 60.5 | 86.2 | 76.7 | 2,327 | 83.3 | 100 | |
| EvoCutBackbone=Qwen-2.5-VL-7B, Token Retention Rate=20% on Average (↓ 80%)2026.06 | 57.1 | 83.4 | 76.7 | 2,227 | 78.5 | 96.2 | |
| ApETBackbone=Qwen-2.5-VL-7B, Token Retention Rate=20% on Average (↓ 80%)2026.06 | 57 | 83.6 | 75.5 | 2,211 | 77.4 | 95.5 | |
| VisionZipBackbone=Qwen-2.5-VL-7B, Token Retention Rate=20% on Average (↓ 80%)2026.06 | 56.8 | 82.4 | 76.3 | 2,134 | 79.3 | 95.2 | |
| PDropBackbone=Qwen-2.5-VL-7B, Token Retention Rate=20% on Average (↓ 80%)2026.06 | 55.1 | 78.4 | 70.9 | 2,117 | 77.3 | 91.6 | |
| ApETBackbone=Qwen-2.5-VL-7B, Token Retention Rate=10% on Average (↓ 90%)2026.06 | 53.4 | 79.3 | 74 | 2,030 | 73.8 | 90.5 | |
| EvoCutBackbone=Qwen-2.5-VL-7B, Token Retention Rate=10% on Average (↓ 90%)2026.06 | 52.8 | 79.2 | 74.5 | 2,124 | 75.8 | 91.7 | |
| VisionZipBackbone=Qwen-2.5-VL-7B, Token Retention Rate=10% on Average (↓ 90%)2026.06 | 52.4 | 78.9 | 74.1 | 2,003 | 75.6 | 90.3 | |
| PDropBackbone=Qwen-2.5-VL-7B, Token Retention Rate=10% on Average (↓ 90%)2026.06 | 52 | 74.8 | 69.7 | 1,886 | 73.6 | 86.6 |