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ResearchFormerly WizWand

Localization on RefCOCO+ (testB)

78.77AccuracyUpper Bound
6.375625.170343.96562.7597Dec 22, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Upper BoundModel=InternVL-2.5-8B, Token Retention Ratio=100%2025.1278.77
D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1277.71
FastVModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1275.95
D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1274.56
DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1274.37
DARTModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1274.13
D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1265.56
FastVModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1265.04
DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1261.44
DARTModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1256.99
Upper BoundModel=LLaVA-1.5-7B, Token Retention Ratio=100%2025.1245.53
D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1244.22
DARTModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1244
FastVModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1243.1
D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1240.7
D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1238.23
DARTModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1236.69
FastVModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1235.96
FastVModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1231.72
DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1230.84
DARTModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1230.31
DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1227.45
FastVModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1223.6
DARTModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1217.37
DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1212.78
DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.129.16