Multimodal Evaluation on Aggregate Benchmarks
100Average ScoreBaseline
Evaluation Results
| Method | Links | |
|---|---|---|
| BaselineBase Model=Qwen-2.5-VL-7B-Instruct2026.02 | 100 | |
| QwenToken Retention Rate=100%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 100 | |
| HiPruneToken Retention Rate=22.2%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 96.2 | |
| HiPrune++Token Retention Rate=22.2%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 95.7 | |
| VisionZipToken Retention Rate=22.2%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 95.6 | |
| IDPrunerRetained Tokens=25%2026.02 | 95.18 | |
| HiPruneToken Retention Rate=11.1%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 90.1 | |
| VisionZipToken Retention Rate=11.1%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 89.8 | |
| HiPrune++Token Retention Rate=11.1%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 89.8 | |
| FastVToken Retention Rate=22.2%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 88.6 | |
| IDPrunerRetained Tokens=10%2026.02 | 86.47 | |
| HiPruneToken Retention Rate=5.6%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 84.7 | |
| HiPrune++Token Retention Rate=5.6%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 84 | |
| VisionZipToken Retention Rate=5.6%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 83.5 | |
| FastVToken Retention Rate=11.1%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 77.7 | |
| FastVToken Retention Rate=5.6%, Base Model=Qwen2.5-VL-32B-Instruct2025.08 | 69.6 |