Localization on RefCOCO+ (testA)
91.56AccuracyUpper Bound
Evaluation Results
| Method | Links | |
|---|---|---|
| Upper BoundModel=InternVL-2.5-8B, Token Retention Ratio=100%2025.12 | 91.56 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 90.57 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 88.91 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 88.47 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 87.72 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 85.85 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 78.03 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 77.98 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 75.22 | |
| Upper BoundModel=LLaVA-1.5-7B, Token Retention Ratio=100%2025.12 | 69.56 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 68.06 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 67.69 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 65.86 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 64.81 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 62.57 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 59.87 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 55.34 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 53.89 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 48.13 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 45.95 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 41.83 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 35.61 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 31.52 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 20.47 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 17.99 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 12 |