Multimodal Understanding on MME (Score and Avg. %)
2,433.9ScoreQwen2.5-VL-32B
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Qwen2.5-VL-32BToken Budget=100%, Backbone Model=Qwen2.5-VL-32B2026.04 | 2,433.9 | 100 | |
| IWPToken Budget=35.3%, Backbone Model=Qwen2.5-VL-32B2026.04 | 2,381.6 | 94.2 | |
| DivPruneToken Budget=35.3%, Backbone Model=Qwen2.5-VL-32B2026.04 | 2,360.5 | 93.4 | |
| IWPToken Budget=22.2%, Backbone Model=Qwen2.5-VL-32B2026.04 | 2,321.2 | 89.6 | |
| VisionZipToken Budget=35.3%, Backbone Model=Qwen2.5-VL-32B2026.04 | 2,316.3 | 94 | |
| FastVToken Budget=35.3%, Backbone Model=Qwen2.5-VL-32B2026.04 | 2,273.3 | 90.8 | |
| DivPruneToken Budget=22.2%, Backbone Model=Qwen2.5-VL-32B2026.04 | 2,234.2 | 87.7 | |
| CDPrunerToken Budget=35.3%, Backbone Model=Qwen2.5-VL-32B2026.04 | 2,208.9 | 87.2 | |
| IWPToken Budget=11.1%, Backbone Model=Qwen2.5-VL-32B2026.04 | 2,143.4 | 81.5 | |
| VisionZipToken Budget=22.2%, Backbone Model=Qwen2.5-VL-32B2026.04 | 2,123.9 | 86.2 | |
| DivPruneToken Budget=11.1%, Backbone Model=Qwen2.5-VL-32B2026.04 | 2,093 | 78.9 | |
| FastVToken Budget=22.2%, Backbone Model=Qwen2.5-VL-32B2026.04 | 2,083.7 | 84 | |
| CDPrunerToken Budget=22.2%, Backbone Model=Qwen2.5-VL-32B2026.04 | 2,079.5 | 81.3 | |
| VisionZipToken Budget=11.1%, Backbone Model=Qwen2.5-VL-32B2026.04 | 1,921.9 | 75.1 | |
| CDPrunerToken Budget=11.1%, Backbone Model=Qwen2.5-VL-32B2026.04 | 1,879.2 | 71.8 | |
| FastVToken Budget=11.1%, Backbone Model=Qwen2.5-VL-32B2026.04 | 1,805.8 | 73.2 |