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ResearchFormerly WizWand

Localization on RefCOCO+ (val)

85.05AccuracyUpper Bound
7.195627.407847.6267.8322Dec 22, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Upper BoundModel=InternVL-2.5-8B, Token Retention Ratio=100%2025.1285.05
D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1283.42
FastVModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1282.68
DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1281.44
DARTModel=InternVL-2.5-8B, Token Retention Ratio=50%2025.1280.91
D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1279.8
D²PrunerModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1272.05
FastVModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1271.68
Moxin-7BLLM backbone=Moxin-7B, Model Size=7B2025.1271.3
DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1267.75
Mistral v0.1 7BLLM backbone=Mistral, Model Size=7B, Variant=v0.12025.1265.1
Mistral Instruct v0.1 7BLLM backbone=Mistral, Model Size=7B, Variant=Instruct v0.12025.1264.9
DARTModel=InternVL-2.5-8B, Token Retention Ratio=25%2025.1261.54
Llama-2 7BLLM backbone=Llama-2, Model Size=7B2025.1259.47
Llama-2 Chat 7BLLM backbone=Llama-2, Model Size=7B, Variant=Chat2025.1258.5
Upper BoundModel=LLaVA-1.5-7B, Token Retention Ratio=100%2025.1257.37
D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1256.91
FastVModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1254.93
DARTModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1254.17
D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1251.53
LLaVa v1.5 7B (Base)LLM backbone=LLaVa v1.5, Model Size=7B, Variant=Base2025.1249.47
D²PrunerModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1248.56
FastVModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1246.13
DARTModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1244.79
FastVModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1240.47
DARTModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1237.67
DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=75%2025.1235.23
DivPruneModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1232.87
FastVModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1227.1
DARTModel=InternVL-2.5-8B, Token Retention Ratio=10%2025.1216.78
DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=50%2025.1216.1
DivPruneModel=LLaVA-1.5-7B, Token Retention Ratio=40%2025.1210.19