ResearchBenchmarksPerson Re-identification on RAP Language 1.0 (test)Person Re-identification on RAP Language 1.0 (test)Follow5.3DPDCityGuard4.6169.23313.8518.467Feb 20, 2026Evaluation resultsMethodMethodLinksDPDDEOddsAUCES-AUCGroup-wise AUCCityGuard2026.025.38.992.488.5—CLIPfine-tuning=falsefine-tuning=false2026.0213.633.177.370.9—BLIP2fine-tuning=truefine-tuning=true2026.0214.137.780.170—CLIPfine-tuning=truefine-tuning=true2026.0216.815.780.367.1—BLIP2fine-tuning=falsefine-tuning=false2026.0222.415.473.870.3—