General Multimodal Benchmarking on MMBench English (val)
80.2AccuracyFastV
Evaluation results
| Method | Links | |
|---|---|---|
| FastVToken Retention Rate=50%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.06 | 80.2 | |
| VisionZipToken Retention Rate=50%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.06 | 80.1 | |
| Qwen2.5-VL-7BToken Retention Rate=100%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.06 | 79.8 | |
| ERAToken Retention Rate=50%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.06 | 79 | |
| FastVToken Retention Rate=20%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.06 | 78.8 | |
| CDPrunerToken Retention Rate=50%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.06 | 78.4 | |
| ERAToken Retention Rate=20%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.06 | 78.4 | |
| VisionZipToken Retention Rate=20%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.06 | 78.1 | |
| ERAToken Retention Rate=10%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.06 | 77.1 | |
| VisionZipToken Retention Rate=10%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.06 | 75.2 | |
| FastVToken Retention Rate=10%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.06 | 74.1 | |
| CDPrunerToken Retention Rate=20%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.06 | 73.5 | |
| CDPrunerToken Retention Rate=10%, Backbone=Qwen2.5-VL-7B, Resolution Strategy=Dynamic Resolution2026.06 | 69 |