ResearchBenchmarksPerson Re-identification on RAP Ethnicity 1.0 (test)Person Re-identification on RAP Ethnicity 1.0 (test)Follow7.4DPDCityGuard7.0329.5161214.484Feb 20, 2026Evaluation resultsMethodMethodLinksDPDDEOddsAUCES-AUCGroup-wise AUCCityGuard2026.027.49.894.991.2—BLIP2fine-tuning=falsefine-tuning=false2026.028.816.673.868.8—CLIPfine-tuning=truefine-tuning=true2026.0214.522.580.376.3—CLIPfine-tuning=falsefine-tuning=false2026.0215.814.777.371.7—BLIP2fine-tuning=truefine-tuning=true2026.0216.618.480.177.1—