Localization on RefCOCOg (val)
87.03AccuracyUpper Bound
Evaluation Results
| Method | Links | |
|---|---|---|
| Upper BoundModel=InternVL-2.5-8B, Token Retention Ratio=100%2025.12 | 87.03 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 85.85 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 85.01 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 83.95 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 83.37 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 82.23 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 75.12 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 74.96 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 70.73 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 66.83 | |
| Upper BoundModel=LLaVA-1.5-7B, Token Retention Ratio=100%2025.12 | 65.36 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 64.07 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 62.38 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 61.83 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 58.44 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 57.03 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 52.96 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 51.41 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 46.26 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 44.36 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 39.89 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 35.19 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 32.27 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 20.94 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 18.22 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 12.32 |