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ResearchFormerly WizWand

Localization on RefCOCO (val)

92.57AccuracyCoME-VL
-3.598821.368146.33571.3019Dec 22, 2025Jan 8, 2026Jan 25, 2026Feb 11, 2026Feb 28, 2026Mar 17, 2026Apr 3, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CoME-VL2026.0492.57
Clip-to-DINO2026.0491.73
Upper BoundModel=InternVL-2.5-8B, Token Retention Ratio=100%2025.1290.16
Qwen-VL2026.0489.36
D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1288.97
FastVModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1288.07
DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1287.06
DARTModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1286.15
D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1286.09
D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1278.21
FastVModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1278.17
DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1273.28
Upper BoundModel=LLaVA-1.5-7B, Token Retention Ratio=100%2025.1269.29
D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1268.37
DARTModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1266.83
FastVModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1265.94
DARTModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1265.54
D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1262.7
D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1259.59
FastVModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1256.36
DARTModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1253.54
FastVModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1249.1
DARTModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1245.69
DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1243.78
DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1236.99
FastVModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1231.98
DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1220.11
DARTModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1219.51
DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1212.8
Molmo2026.040.1