Localization on RefCOCO (testA)
95.36AccuracyCoME-VL
Evaluation Results
| Method | Links | |
|---|---|---|
| CoME-VL2026.04 | 95.36 | |
| Upper BoundModel=InternVL-2.5-8B, Token Retention Ratio=100%2025.12 | 94.54 | |
| Clip-to-DINO2026.04 | 94.06 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 93.44 | |
| Qwen-VL2026.04 | 92.23 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 92.15 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 91.32 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.12 | 91.32 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 89.78 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 83.38 | |
| D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 82.69 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 78.56 | |
| Upper BoundModel=LLaVA-1.5-7B, Token Retention Ratio=100%2025.12 | 77.07 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 76.15 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 73.47 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 73.01 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.12 | 70.94 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 70.64 | |
| D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 68.07 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 63.27 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 60.62 | |
| FastVModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 56.19 | |
| DARTModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 52.87 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.12 | 48.56 | |
| DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 39.12 | |
| FastVModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 36.63 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.12 | 24.02 | |
| DARTModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.12 | 20.35 | |
| DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.12 | 14.77 | |
| Molmo2026.04 | 0.27 |