Text-Based Person Search on ICFG-PEDES
68.51R@1APTM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| APTMVenue=MM’232024.05 | 68.51 | 82.09 | 41.22 | 87.56 | — | |
| DAPL2024.05 | 67.87 | 81.93 | 40.13 | 87.13 | — | |
| CONQUERImage Enc.=CLIP-ViT, Text Enc.=CLIP-Xformer2026.01 | 67.7 | 81.88 | 40.36 | — | — | |
| RDEImage Enc.=CLIP-ViT, Text Enc.=CLIP-Xformer2026.01 | 67.68 | 82.47 | 40.06 | — | — | |
| RDEVenue=CVPR’242024.05 | 67.68 | 82.47 | 40.06 | 87.36 | — | |
| ROGLE2026.06 | 66.97 | 82.27 | 39.81 | 87.21 | 7.88 | |
| PLOTVenue=ECCV’242024.05 | 65.76 | 81.39 | — | 86.73 | — | |
| PLOT2026.06 | 65.76 | 81.39 | — | 86.73 | — | |
| DPImage Enc.=CLIP-ViT, Text Enc.=CLIP-Xformer2026.01 | 65.61 | 81.73 | 39.14 | — | — | |
| CFAMImage Enc.=CLIP-ViT, Text Enc.=CLIP-Xformer2026.01 | 65.38 | 81.17 | 39.42 | — | — | |
| CFAM2026.06 | 65.38 | 81.17 | 39.42 | — | — | |
| RaSaVenue=IJCAI’232024.05 | 65.28 | 80.4 | 41.29 | 85.12 | — | |
| RaSa2026.06 | 65.28 | 80.4 | 41.29 | 85.12 | — | |
| TBPSImage Enc.=CLIP-ViT, Text Enc.=CLIP-Xformer2026.01 | 65.05 | 80.34 | 39.83 | — | — | |
| TBPS2026.06 | 65.05 | 80.34 | 39.83 | 85.47 | — | |
| FSRLVenue=ICMR’242024.05 | 64.93 | 80.71 | 40.67 | 86.19 | — | |
| DCELImage Enc.=CLIP-ViT, Text Enc.=CLIP-Xformer2026.01 | 64.88 | 81.34 | — | — | — | |
| DECLVenue=MM’232024.05 | 64.88 | 81.34 | — | 86.72 | — | |
| DCEL2026.06 | 64.88 | 81.34 | — | 86.72 | — | |
| OCDLImage Enc.=CLIP-ViT, Text Enc.=CLIP-Xformer2026.01 | 64.53 | 80.23 | 40.76 | — | — | |
| OCDL2026.06 | 64.53 | 80.23 | 40.76 | — | — | |
| MGRLImage Enc.=CLIP-ViT, Text Enc.=CLIP-Xformer2026.01 | 63.87 | 82.34 | 39.12 | — | — | |
| BiLMa2026.06 | 63.83 | 80.15 | 38.26 | 85.74 | — | |
| IRRAImage Enc.=CLIP-ViT, Text Enc.=CLIP-Xformer2026.01 | 63.46 | 80.25 | 38.06 | — | — | |
| IRRAVenue=CVPR’232024.05 | 63.46 | 80.25 | 38.06 | 85.82 | — | |
| IRRA2026.06 | 63.46 | 80.25 | 38.06 | 85.82 | 7.93 | |
| DM-AdapterImage Enc.=CLIP-ViT, Text Enc.=CLIP-Xformer2026.01 | 62.64 | 79.53 | 36.5 | — | — | |
| CFineImage Enc.=CLIP-ViT, Text Enc.=BERT2026.01 | 60.83 | 76.55 | — | — | — | |
| CFineVenue=TIP’232024.05 | 60.83 | 76.55 | — | 82.42 | — | |
| CFine2026.06 | 60.83 | 76.55 | — | 82.42 | — | |
| UniPTImage Enc.=CLIP-ViT, Text Enc.=CLIP-Xformer2026.01 | 60.09 | 76.19 | — | — | — | |
| UniPT2026.06 | 60.09 | 76.19 | — | — | — | |
| BEATImage Enc.=RN101, Text Enc.=BERT2026.01 | 58.25 | 75.92 | — | — | — | |
| BEAT2026.06 | 58.25 | 75.92 | — | 81.96 | — | |
| LCR2SImage Enc.=RN50, Text Enc.=TextCNN2026.01 | 57.93 | 76.08 | 38.21 | — | — | |
| LCR2S2026.06 | 57.93 | 76.08 | 38.21 | 82.4 | — | |
| PBSL2026.06 | 57.84 | 75.46 | — | 82.15 | — | |
| ISANet2026.06 | 57.73 | 75.42 | — | 81.72 | — | |
| CTGIImage Enc.=CLIP-ViT, Text Enc.=CLIP-Xformer2026.01 | 56.16 | 73.18 | 32.4 | — | — | |
| IVTImage Enc.=ViT-Base, Text Enc.=BERT2026.01 | 56.04 | 73.6 | — | — | — | |
| IVT2026.06 | 56.04 | 73.6 | — | 80.22 | — | |
| SSANImage Enc.=RN50, Text Enc.=LSTM2026.01 | 54.23 | 72.63 | — | — | — | |
| SSAN2026.06 | 54.23 | 72.63 | — | 79.53 | — | |
| ViTAAImage Enc.=RN50, Text Enc.=LSTM2026.01 | 50.98 | 68.79 | — | — | — | |
| ViTAA2026.06 | 50.98 | 68.79 | — | 75.78 | — | |
| CMPM/C2026.06 | 43.51 | 65.44 | — | 74.26 | — | |
| Dual Path2026.06 | 38.99 | 59.44 | — | 68.41 | — |