Object Probing on POPE
84.7AccuracyQwen2.5-VL-32B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Qwen2.5-VL-32BToken Budget=100%, Backbone Model=Qwen2.5-VL-32B2026.04 | 84.7 | 100 | |
| VisionZipToken Budget=35.3%, Backbone Model=Qwen2.5-VL-32B2026.04 | 83.7 | 94 | |
| DivPruneToken Budget=35.3%, Backbone Model=Qwen2.5-VL-32B2026.04 | 82.9 | 93.4 | |
| IWPToken Budget=35.3%, Backbone Model=Qwen2.5-VL-32B2026.04 | 82.1 | 94.2 | |
| DivPruneToken Budget=22.2%, Backbone Model=Qwen2.5-VL-32B2026.04 | 81.5 | 87.7 | |
| VisionZipToken Budget=22.2%, Backbone Model=Qwen2.5-VL-32B2026.04 | 81 | 86.2 | |
| IWPToken Budget=22.2%, Backbone Model=Qwen2.5-VL-32B2026.04 | 79.9 | 89.6 | |
| FastVToken Budget=35.3%, Backbone Model=Qwen2.5-VL-32B2026.04 | 76.4 | 90.8 | |
| CDPrunerToken Budget=35.3%, Backbone Model=Qwen2.5-VL-32B2026.04 | 75.9 | 87.2 | |
| DivPruneToken Budget=11.1%, Backbone Model=Qwen2.5-VL-32B2026.04 | 75.5 | 78.9 | |
| IWPToken Budget=11.1%, Backbone Model=Qwen2.5-VL-32B2026.04 | 74.5 | 81.5 | |
| VisionZipToken Budget=11.1%, Backbone Model=Qwen2.5-VL-32B2026.04 | 73.2 | 75.1 | |
| CDPrunerToken Budget=22.2%, Backbone Model=Qwen2.5-VL-32B2026.04 | 71.1 | 81.3 | |
| FastVToken Budget=22.2%, Backbone Model=Qwen2.5-VL-32B2026.04 | 66.8 | 84 | |
| CDPrunerToken Budget=11.1%, Backbone Model=Qwen2.5-VL-32B2026.04 | 63.8 | 71.8 | |
| FastVToken Budget=11.1%, Backbone Model=Qwen2.5-VL-32B2026.04 | 48.3 | 73.2 |