Text-based Person Re-identification on RSTPReid
70.9Rank-1 AccuracyInterPartAbility
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| InterPartAbilityImage Enc.=CLIP-ViT, Text Enc.=CLIP-X., Interp.=✓2026.04 | 70.9 | — | — | 52.76 | — | |
| ICLImage Enc.=CLIP-ViT, Text Enc.=CLIP-X., Interp.=×2026.04 | 70 | — | — | 54.16 | — | |
| DAPL2024.05 | 69.12 | 86.68 | 92.31 | 52.53 | — | |
| OursCategory=Unified2026.06 | 68 | — | — | 53.9 | — | |
| DiCOImage Enc.=CLIP-ViT, Text Enc.=CLIP-X., Interp.=✓2026.04 | 67.84 | — | — | — | — | |
| MARSImage Enc.=Swin-B, Text Enc.=BERT, Interp.=×2026.04 | 67.6 | — | — | 44.93 | — | |
| MARSCategory=T2I-only2026.06 | 67.6 | — | — | 52.9 | — | |
| APTMImage Enc.=Swin-B, Text Enc.=BERT, Interp.=×2026.04 | 67.5 | — | — | 52.56 | — | |
| APTMVenue=MM’232024.05 | 67.5 | 85.7 | 91.45 | 52.56 | — | |
| NAMImage Enc.=CLIP-ViT, Text Enc.=CLIP-X., Interp.=×2026.04 | 67.15 | — | — | 52 | — | |
| RaSaCategory=T2I-only2026.06 | 67 | — | — | 52.3 | — | |
| RaSa2023.08 | 66.9 | 86.5 | 91.35 | 52.31 | — | |
| RaSaVenue=IJCAI’232024.05 | 66.9 | 86.5 | 91.35 | 52.31 | — | |
| RDECategory=T2I-only2026.06 | 65.4 | — | — | 50.9 | — | |
| Our RDE2023.08 | 65.35 | 83.95 | 89.9 | 50.88 | 28.08 | |
| RDEVenue=CVPR’242024.05 | 65.35 | 83.95 | 89.9 | 50.88 | — | |
| RaSa*TCLstatus=reproducible2023.08 | 65.2 | 84.05 | 89.85 | 50.14 | — | |
| HPLCategory=Unified2026.06 | 64 | — | — | 53.1 | — | |
| CFAMCategory=T2I-only2026.06 | 62.5 | — | — | 49.5 | — | |
| TBPS2023.08 | 61.95 | 83.55 | 88.75 | 48.26 | — | |
| IRRAImage Enc.=CLIP-ViT, Text Enc.=CLIP-X., Interp.=×2026.04 | 61.9 | — | — | 48.08 | — | |
| LuPerson-HAM + Ours (UATTA)Adaptation Paradigm=Pretrain-then-Adapt (Pre-Adp), Adaptation Rounds=502026.04 | 61.85 | 81.4 | 88.4 | 46.37 | — | |
| PLOTImage Enc.=CLIP-ViT, Text Enc.=CLIP-X., Interp.=✓2026.04 | 61.8 | — | — | — | — | |
| PLOTVenue=ECCV’242024.05 | 61.8 | 82.85 | 89.45 | — | — | |
| DCEL2023.08 | 61.35 | 83.95 | 90.45 | — | — | |
| DECLVenue=MM’232024.05 | 61.35 | 83.95 | 90.45 | — | — | |
| BiLMa2023.08 | 61.2 | 81.5 | 88.8 | 48.51 | — | |
| LuPerson-HAM + TCRAdaptation Paradigm=Pretrain-then-Adapt (Pre-Adp), Adaptation Rounds=502026.04 | 61 | 80.85 | 88.35 | 45.94 | — | |
| FSRLVenue=ICMR’242024.05 | 60.65 | 83.05 | 89.6 | 48.18 | — | |
| IRRA2023.08 | 60.2 | 81.3 | 88.2 | 47.17 | 25.28 | |
| IRRAVenue=CVPR’232024.05 | 60.2 | 81.3 | 88.2 | 47.17 | — | |
| IRRACategory=T2I-only2026.06 | 60.2 | — | — | 47.2 | — | |
| LuPerson-HAM + SHOTAdaptation Paradigm=Pretrain-then-Adapt (Pre-Adp), Adaptation Rounds=502026.04 | 60.1 | 79.85 | 87.1 | 44.46 | — | |
| LuPerson-HAM + READAdaptation Paradigm=Pretrain-then-Adapt (Pre-Adp), Adaptation Rounds=502026.04 | 59.8 | 79.9 | 87.3 | 44.37 | — | |
| LuPerson-HAM + TentAdaptation Paradigm=Pretrain-then-Adapt (Pre-Adp), Adaptation Rounds=502026.04 | 59.65 | 79.75 | 87.3 | 44.24 | — | |
| LuPerson-HAM + SARAdaptation Paradigm=Pretrain-then-Adapt (Pre-Adp), Adaptation Rounds=502026.04 | 59.55 | 80.05 | 87 | 44.12 | — | |
| LuPerson-HAMAdaptation Paradigm=Pure pretraining (no adaptation / finetuning)2026.04 | 59.5 | 80.05 | 87.05 | 44.11 | — | |
| LuPerson-HAM + CoOpAdaptation Paradigm=Pretrain-then-Adapt (Pre-Adp), Adaptation Rounds=502026.04 | 58.6 | 79.65 | 87.5 | 43.65 | — | |
| Generation-then-RetrievalAdaptation Paradigm=Semi-supervised Domain Adaptation2026.04 | 56.45 | — | — | 44.45 | — | |
| LCR2S2023.08 | 54.95 | 76.65 | 84.7 | 40.92 | — | |
| MUMAAdaptation Paradigm=Unsupervised Domain Adaptation2026.04 | 54.35 | 76.05 | 83.65 | 40.5 | — | |
| LuPerson-MLLMAdaptation Paradigm=Pure pretraining (no adaptation / finetuning)2026.04 | 51.65 | 74.2 | 82.85 | 38.31 | — | |
| CFine2023.08 | 50.55 | 72.5 | 81.6 | — | — | |
| CFineVenue=TIP’232024.05 | 50.55 | 72.5 | 81.6 | — | — | |
| PSPDAdaptation Paradigm=Unsupervised Domain Adaptation2026.04 | 48.5 | 69.95 | 78.5 | 34.83 | — | |
| BEAT2023.08 | 48.1 | 73.1 | 81.3 | — | — | |
| PBSL2023.08 | 47.8 | 71.4 | 79.9 | — | — | |
| IVT2023.08 | 46.7 | 70 | 78.8 | — | — | |
| GTRAdaptation Paradigm=Unsupervised Domain Adaptation2026.04 | 46.65 | 70.7 | 80.65 | 34.95 | — | |
| LBUL2023.08 | 45.55 | 68.2 | 77.85 | — | — | |
| GAAPAdaptation Paradigm=Unsupervised Domain Adaptation2026.04 | 44.45 | 65.15 | 75.3 | 31.21 | — | |
| SSAN2023.08 | 43.5 | 67.8 | 77.15 | — | — | |
| SYNTH-PEDESAdaptation Paradigm=Pure pretraining (no adaptation / finetuning)2026.04 | 42.69 | — | — | 31.18 | — | |
| DSSL2023.08 | 39.05 | 62.6 | 73.95 | — | — | |
| ReTextCategory=Unified2026.06 | 24.8 | — | — | 24.9 | — | |
| LuPerson-TAdaptation Paradigm=Pure pretraining (no adaptation / finetuning)2026.04 | 22.4 | — | — | 17.08 | — | |
| CLIPAdaptation Paradigm=Pure pretraining (no adaptation / finetuning)2026.04 | 12.65 | 27.16 | — | 11.15 | — |