Localization on RefCOCO (val)
92.57AccuracyCoME-VL
Evaluation Results
| Method | Links | |
|---|---|---|
| CoME-VL2026.04 | 92.57 | |
| Clip-to-DINO2026.04 | 91.73 | |
| Upper BoundModel=InternVL-2.5-8B, Token Retention Ratio=100%2025.12 | 90.16 | |
| Qwen-VL2026.04 | 89.36 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 88.97 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 88.07 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 87.06 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 86.15 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 86.09 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 78.21 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 78.17 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 73.28 | |
| Upper BoundModel=LLaVA-1.5-7B, Token Retention Ratio=100%2025.12 | 69.29 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 68.37 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 66.83 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 65.94 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 65.54 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 62.7 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 59.59 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 56.36 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 53.54 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 49.1 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 45.69 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 43.78 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 36.99 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 31.98 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 20.11 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 19.51 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 12.8 | |
| Molmo2026.04 | 0.1 |