ResearchBenchmarksPerson Re-identification on RAP Race 1.0 (test)Person Re-identification on RAP Race 1.0 (test)Follow2.2DPDCityGuard1.9123.8565.87.744Feb 20, 2026Evaluation resultsMethodMethodLinksDPDDEOddsAUCES-AUCGroup-wise AUCCityGuard2026.022.26.898.595.3—CLIPfine-tuning=truefine-tuning=true2026.0249.680.374.7—CLIPfine-tuning=falsefine-tuning=false2026.025.31477.372.4—BLIP2fine-tuning=truefine-tuning=true2026.028.310.980.173.8—BLIP2fine-tuning=falsefine-tuning=false2026.029.410.673.868.9—