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ResearchFormerly WizWand

Localization on RefCOCO+ (testA)

91.56AccuracyUpper Bound
8.817630.298851.7873.2612Dec 22, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Upper BoundModel=InternVL-2.5-8B, Token Retention Ratio=100%2025.1291.56
D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1290.57
FastVModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1288.91
DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1288.47
DARTModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1287.72
D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1285.85
D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1278.03
FastVModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1277.98
DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1275.22
Upper BoundModel=LLaVA-1.5-7B, Token Retention Ratio=100%2025.1269.56
D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1268.06
DARTModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1267.69
FastVModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1265.86
DARTModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1264.81
D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1262.57
D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1259.87
FastVModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1255.34
DARTModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1253.89
FastVModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1248.13
DARTModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1245.95
DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1241.83
DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1235.61
FastVModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1231.52
DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1220.47
DARTModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1217.99
DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1212