Localization on RefCOCO (testB)
90.51AccuracyCoME-VL
Evaluation Results
| Method | Links | |
|---|---|---|
| CoME-VL2026.04 | 90.51 | |
| Clip-to-DINO2026.04 | 88.85 | |
| Upper BoundModel=InternVL-2.5-8B, Token Retention Ratio=100%2025.12 | 85.98 | |
| Qwen-VL2026.04 | 85.36 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 84.73 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 83.77 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 82.08 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 81.77 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 81.73 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 73.99 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 72.91 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 68.44 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 62.65 | |
| Upper BoundModel=LLaVA-1.5-7B, Token Retention Ratio=100%2025.12 | 59.88 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 59.33 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 57.74 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 57.61 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 54.29 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 52.22 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 48.32 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 47.22 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 42.73 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 39.02 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 38.98 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 35.72 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 28.13 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 20.22 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 18.41 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 12.68 | |
| Molmo2026.04 | 0.27 |