Localization on RefCOCO+ (testB)
78.77AccuracyUpper Bound
Evaluation Results
| Method | Links | |
|---|---|---|
| Upper BoundModel=InternVL-2.5-8B, Token Retention Ratio=100%2025.12 | 78.77 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 77.71 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 75.95 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 74.56 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 74.37 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 74.13 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 65.56 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 65.04 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 61.44 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 56.99 | |
| Upper BoundModel=LLaVA-1.5-7B, Token Retention Ratio=100%2025.12 | 45.53 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 44.22 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 44 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 43.1 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 40.7 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 38.23 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 36.69 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 35.96 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 31.72 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 30.84 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 30.31 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 27.45 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 23.6 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 17.37 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 12.78 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 9.16 |