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ResearchFormerly WizWand

Localization on RefCOCO (testA)

95.36AccuracyCoME-VL
-3.533622.140747.81573.4893Dec 22, 2025Jan 8, 2026Jan 25, 2026Feb 11, 2026Feb 28, 2026Mar 17, 2026Apr 3, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CoME-VL2026.0495.36
Upper BoundModel=InternVL-2.5-8B, Token Retention Ratio=100%2025.1294.54
Clip-to-DINO2026.0494.06
D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1293.44
Qwen-VL2026.0492.23
FastVModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1292.15
DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1291.32
DARTModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1291.32
D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1289.78
FastVModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1283.38
D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1282.69
DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1278.56
Upper BoundModel=LLaVA-1.5-7B, Token Retention Ratio=100%2025.1277.07
D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1276.15
FastVModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1273.47
DARTModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1273.01
DARTModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1270.94
D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1270.64
D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1268.07
FastVModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1263.27
DARTModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1260.62
FastVModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1256.19
DARTModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1252.87
DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1248.56
DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1239.12
FastVModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1236.63
DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1224.02
DARTModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1220.35
DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1214.77
Molmo2026.040.27