Visual Grounding on Multi-Dataset Suite (HRBench8K, VStarBench, RWQA, MMStar, GQA, MMBench v1.1, BLINK)
66.75HRBench8K ScoreERASE
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ERASERatio=-75.0%, Backbone=Qwen2.5-VL-7B2026.05 | 66.75 | 78.01 | 70.59 | 64.07 | 59.94 | 81.81 | 56.13 | 68.97 | 99.65 | |
| CDPrunerRatio=-62.1%, Backbone=Qwen2.5-VL-7B2026.05 | 66.63 | 79.58 | 67.19 | 62.33 | 58.56 | 81.11 | 53.81 | 67.03 | 98.22 | |
| IVC-PruneRatio=-85.0%, Backbone=Qwen2.5-VL-7B2026.05 | 66.63 | 79.58 | 68.37 | 62.4 | 59.11 | 81.58 | 55.29 | 68.44 | 98.87 | |
| PruneSIDRatio=-62.1%, Backbone=Qwen2.5-VL-7B2026.05 | 66.5 | 78.53 | 69.02 | 62.73 | 59.82 | 80.42 | 52.92 | 67.13 | 98.22 | |
| IVC-PruneRatio=-62.1%, Backbone=Qwen2.5-VL-7B2026.05 | 66.5 | 79.06 | 69.41 | 63.6 | 59.92 | 82.74 | 55.44 | 68.1 | 99.63 | |
| ERASERatio=-62.1%, Backbone=Qwen2.5-VL-7B2026.05 | 66.5 | 78.53 | 70.46 | 64.33 | 60.02 | 82.04 | 55.65 | 68.22 | 99.81 | |
| CDPrunerRatio=-75.0%, Backbone=Qwen2.5-VL-7B2026.05 | 66.38 | 79.58 | 65.49 | 60.53 | 57.27 | 79.8 | 54.13 | 66.97 | 96.75 | |
| ERASERatio=-85.0%, Backbone=Qwen2.5-VL-7B2026.05 | 66.38 | 79.06 | 70.59 | 63.33 | 59.52 | 81.97 | 55.5 | 68.74 | 99.31 | |
| BaseRatio=100%, Backbone=Qwen2.5-VL-7B2026.05 | 66.13 | 78.01 | 70.2 | 65.53 | 60.16 | 82.51 | 55.92 | 68.35 | 100 | |
| PruneSIDRatio=-75.0%, Backbone=Qwen2.5-VL-7B2026.05 | 66.13 | 79.06 | 65.62 | 60.8 | 59.12 | 79.49 | 49.97 | 64.73 | 93.52 | |
| IVC-PruneRatio=-75.0%, Backbone=Qwen2.5-VL-7B2026.05 | 65.88 | 78.53 | 68.89 | 63.67 | 59.73 | 82.43 | 55.29 | 68.86 | 99.49 | |
| DARTRatio=-62.1%, Backbone=Qwen2.5-VL-7B2026.05 | 65.25 | 70.16 | 68.24 | 62.67 | 58.68 | 80.65 | 54.23 | 65.7 | 96.12 | |
| CDPrunerRatio=-85.0%, Backbone=Qwen2.5-VL-7B2026.05 | 64.5 | 75.39 | 63.53 | 56.8 | 55.63 | 78.17 | 53.29 | 65.73 | 94.96 | |
| DARTRatio=-75.0%, Backbone=Qwen2.5-VL-7B2026.05 | 63.63 | 69.1 | 65.49 | 58.73 | 57.62 | 79.41 | 53.71 | 66.56 | 96.16 | |
| PruneSIDRatio=-85.0%, Backbone=Qwen2.5-VL-7B2026.05 | 62.25 | 77.49 | 63.92 | 57.07 | 58.14 | 77.71 | 49.03 | 63.37 | 91.56 | |
| DARTRatio=-85.0%, Backbone=Qwen2.5-VL-7B2026.05 | 61.13 | 65.45 | 60.65 | 54.27 | 55.51 | 77.55 | 51.29 | 64.42 | 93.07 | |
| iLLaVARatio=-62.1%, Backbone=Qwen2.5-VL-7B2026.05 | 56.38 | 61.78 | 65.75 | 61.07 | 58.35 | 79.95 | 54.29 | 62.51 | 91.45 | |
| iLLaVARatio=-75.0%, Backbone=Qwen2.5-VL-7B2026.05 | 52 | 55.5 | 63.92 | 58.2 | 56.58 | 78.87 | 53.81 | 59.84 | 87.55 | |
| iLLaVARatio=-85.0%, Backbone=Qwen2.5-VL-7B2026.05 | 49.63 | 49.74 | 63.4 | 54.13 | 54.4 | 75.85 | 52.39 | 57.08 | 83.51 |