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ResearchFormerly WizWand

Localization on RefCOCO (testB)

90.51AccuracyCoME-VL
-3.339621.025245.3969.7548Dec 22, 2025Jan 8, 2026Jan 25, 2026Feb 11, 2026Feb 28, 2026Mar 17, 2026Apr 3, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CoME-VL2026.0490.51
Clip-to-DINO2026.0488.85
Upper BoundModel=InternVL-2.5-8B, Token Retention Ratio=100%2025.1285.98
Qwen-VL2026.0485.36
D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1284.73
FastVModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1283.77
D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1282.08
DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1281.77
DARTModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1281.73
D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1273.99
FastVModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1272.91
DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1268.44
DARTModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1262.65
Upper BoundModel=LLaVA-1.5-7B, Token Retention Ratio=100%2025.1259.88
D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1259.33
DARTModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1257.74
FastVModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1257.61
D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1254.29
D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1252.22
FastVModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1248.32
DARTModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1247.22
FastVModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1242.73
DARTModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1239.02
DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1238.98
DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1235.72
FastVModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1228.13
DARTModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1220.22
DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1218.41
DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1212.68
Molmo2026.040.27