Visible-Thermal Person Re-identification on RegDB Visible to Thermal
95.2Rank-1MUN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MUNType=SVI-ReID, Venue=ICCV’232025.12 | 95.2 | — | — | 87.2 | — | |
| CM-EMDTime=20222022.06 | 94.37 | — | — | 88.23 | — | |
| BMILType=USVI-ReID, Venue=-2025.12 | 94.3 | — | — | 89.1 | — | |
| CM-LSP-GE2022.06 | 94.13 | — | — | 88.86 | — | |
| Ours (RLE)2024.11 | 92.8 | 97.9 | — | 88.6 | — | |
| RLEType=SVI-ReID, Venue=NeurIPS’242025.12 | 92.8 | — | — | 88.6 | — | |
| CM-GE2022.06 | 92.32 | — | — | 85.35 | — | |
| MMN2024.11 | 91.6 | 97.7 | — | 84.1 | — | |
| DEEN2024.11 | 91.1 | 97.8 | — | 85.1 | — | |
| DEENType=SVI-ReID, Venue=CVPR’232025.12 | 91.1 | — | — | 85.1 | — | |
| Hetero-center Triplet LossVenue=ours2020.08 | 91.05 | 97.16 | 98.57 | 83.28 | 68.84 | |
| HcTriVenue=TMM202020.12 | 91.05 | — | — | 83.28 | — | |
| HcTriTime=20202022.06 | 91.05 | — | — | 83.28 | — | |
| RPNRType=USVI-ReID, Venue=MM’242025.12 | 90.9 | — | — | 84.7 | — | |
| MMMType=USVI-ReID, Venue=ECCV’242025.12 | 89.7 | — | — | 80.5 | — | |
| PCLHD†Type=USVI-ReID, Venue=NeurIPS’242025.12 | 89.6 | — | — | 83.7 | — | |
| FMCNet2024.11 | 89.1 | — | — | 84.4 | — | |
| FMCNetType=SVI-ReID, Venue=CVPR’222025.12 | 89.1 | — | — | 84.4 | — | |
| CSDNType=SVI-ReID, Venue=TMM’252025.12 | 89 | — | — | 84.7 | — | |
| LUPIType=SVI-ReID, Venue=ECCV’222025.12 | 88 | — | — | 82.7 | — | |
| MAUM2024.11 | 87.9 | — | — | 87 | — | |
| MPMNVenue=TMM202020.08 | 86.56 | 96.68 | 98.28 | 82.91 | — | |
| CAJ+2024.11 | 85.7 | 95.5 | — | 79.7 | — | |
| PartMixType=SVI-ReID, Venue=CVPR’232025.12 | 85.7 | — | — | 82.3 | — | |
| PartMixModality Direction=visible to infrared2023.04 | 85.66 | — | — | 82.27 | — | |
| NGLRType=USVI-ReID, Venue=MM’232025.12 | 85.6 | — | — | 76.7 | — | |
| CAJ2024.11 | 85 | 95.5 | — | 79.1 | — | |
| CAJType=SVI-ReID, Venue=ICCV’212025.12 | 85 | — | — | 79.1 | — | |
| PCLHDType=USVI-ReID, Venue=NeurIPS’242025.12 | 84.3 | — | — | 80.7 | — | |
| MSCLNetModality Direction=visible to infrared2023.04 | 84.17 | — | — | 80.99 | — | |
| SMCLModality Direction=visible to infrared2023.04 | 83.93 | — | — | 79.83 | — | |
| DGTLGlobal person feature type=fbnf2020.12 | 83.92 | — | — | 73.78 | — | |
| DGTLTime=20212022.06 | 83.92 | — | — | 73.78 | — | |
| SMCL2024.11 | 83.9 | — | — | 79.8 | — | |
| MBCCMType=USVI-ReID, Venue=MM’232025.12 | 83.8 | — | — | 77.9 | — | |
| MPANetTime=20212022.06 | 83.7 | — | — | 80.9 | — | |
| MPANetModality Direction=visible to infrared2023.04 | 83.7 | — | — | 80.9 | — | |
| MPANetType=SVI-ReID, Venue=CVPR’212025.12 | 83.7 | — | — | 80.9 | — | |
| DART2024.11 | 83.6 | — | — | 75.7 | — | |
| DARTType=SVI-ReID, Venue=CVPR’222025.12 | 83.6 | — | — | 75.7 | — | |
| DGTLGlobal person feature type=fbn2020.12 | 83.56 | — | — | 73.36 | — | |
| CM-NAS2024.11 | 82.8 | 95.1 | — | 79.3 | — | |
| MPANet2024.11 | 82.8 | — | — | 80.7 | — | |
| NFSBackbone=ResNet-50, Input Resolution=288x1442021.04 | 80.54 | 91.96 | 95.07 | 72.1 | — | |
| NFS2024.11 | 80.5 | 91.6 | — | 72.1 | — | |
| MCLNet2024.11 | 80.3 | 92.7 | — | 73.1 | — | |
| AGWTime=20212022.06 | 78.3 | — | — | 70.37 | — | |
| SIMModality Direction=visible to infrared2023.04 | 74.7 | — | — | 75.2 | — | |
| LbA2024.11 | 74.2 | — | — | 67.6 | — | |
| GURType=USVI-ReID, Venue=ICCV’232025.12 | 73.9 | — | — | 70.2 | — | |
| DG-VAEModality Direction=visible to infrared2023.04 | 73 | — | — | 71.8 | — | |
| MACEVenue=TIP202020.12 | 72.37 | — | — | 69.09 | — | |
| cmSSFTVenue=CVPR202020.08 | 72.3 | — | — | 72.9 | — | |
| cm-SSFT*Venue=CVPR202020.01 | 72.3 | — | — | 72.9 | — | |
| cm-SSFTModality Direction=visible to infrared2023.04 | 72.3 | — | — | 72.9 | — | |
| HATVenue=TIFS202020.08 | 71.83 | 87.16 | 92.16 | 67.56 | — | |
| HAT*Venue=TIFS202020.01 | 71.83 | 87.16 | 92.16 | 67.56 | — | |
| HATVenue=TIFS202020.12 | 71.83 | — | — | 67.56 | — | |
| Hi-CMDVenue=CVPR202020.08 | 70.93 | 86.39 | — | 66.04 | — | |
| Hi-CMD*Venue=CVPR202020.01 | 70.93 | 86.39 | — | 66.04 | — | |
| Hi-CMDSetting=Visible-Thermal2020.01 | 70.93 | — | — | 66.04 | — | |
| Hi-CMDVenue=CVPR202020.12 | 70.93 | — | — | 66.04 | — | |
| Hi-CMD2024.11 | 70.9 | 86.4 | — | 66 | — | |
| DFEModality Direction=visible to infrared2023.04 | 70.2 | — | — | 69.2 | — | |
| DFEVenue=MM192020.08 | 70.13 | 86.32 | 91.96 | 69.14 | — | |
| AGWType=SVI-ReID, Venue=TPAMI’212025.12 | 70.1 | — | — | 66.4 | — | |
| AGWVenue=Arxiv202020.08 | 70.05 | — | — | 66.37 | 50.19 | |
| AGW2020.01 | 70.05 | 86.21 | 91.55 | 66.37 | 50.19 | |
| AGWSetting=Visible-Thermal2020.01 | 70.05 | — | — | 66.37 | 50.19 | |
| CCLNetType=USVI-ReID, Venue=MM’232025.12 | 69.9 | — | — | 65.5 | — | |
| PGMType=USVI-ReID, Venue=CVPR’232025.12 | 69.5 | — | — | 65.4 | — | |
| DDAGType=SVI-ReID, Venue=ECCV’202025.12 | 69.4 | — | — | 63.5 | — | |
| DDAG*Venue=ECCV202020.01 | 69.34 | 86.19 | 91.49 | 63.46 | 49.24 | |
| DDAGBackbone=ResNet-50, Input Resolution=288x1442021.04 | 69.34 | 86.19 | 91.49 | 63.46 | — | |
| DDAGVenue=ECCV202020.12 | 69.34 | — | — | 63.46 | — | |
| DDAG2024.11 | 69.3 | 86.2 | — | 63.5 | — | |
| ADCAType=USVI-ReID, Venue=MM’222025.12 | 67.2 | — | — | 64.1 | — | |
| expATVenue=Arxiv202020.08 | 66.48 | — | — | 67.31 | — | |
| CMSPVenue=IJCV202020.08 | 65.07 | 83.71 | — | 64.5 | — | |
| CMSPVenue=IJCV202020.12 | 65.07 | — | — | 64.5 | — | |
| CDPVenue=Arxiv202020.08 | 65 | 83.5 | 89.6 | 62.7 | — | |
| DPISType=SSVI-ReID, Venue=ICCV’232025.12 | 62.3 | — | — | 53.2 | — | |
| XIVVenue=AAAI202020.08 | 62.21 | 83.13 | 91.72 | 60.18 | — | |
| XModal*Venue=AAAI202020.01 | 62.21 | 83.13 | 91.72 | 60.18 | — | |
| XmodalBackbone=ResNet-50, Input Resolution=288x1442021.04 | 62.21 | 83.13 | 91.72 | 60.18 | — | |
| XIVVenue=AAAI202020.12 | 62.21 | — | — | 60.18 | — | |
| TAAType=SSVI-ReID, Venue=TIP’232025.12 | 62.2 | — | — | 56 | — | |
| LZMTime=20202022.06 | 60.58 | — | — | 63.36 | — | |
| CMLVenue=MM202020.12 | 59.81 | — | — | 60.86 | — | |
| AliGANVenue=ICCV192020.08 | 57.9 | — | — | 53.6 | — | |
| AlignGANVenue=ICCV192020.01 | 57.9 | — | — | 53.6 | — | |
| AlignGSetting=Visible-Thermal2020.01 | 57.9 | — | — | 53.6 | — | |
| AlignGANBackbone=ResNet-50, Input Resolution=288x1442021.04 | 57.9 | — | — | 53.6 | — | |
| AlignGANTime=20192022.06 | 57.9 | — | — | 53.6 | — | |
| AlignGANModality Direction=visible to infrared2023.04 | 57.9 | — | — | 53.6 | — | |
| AlignGAN2024.11 | 57.9 | — | — | 53.6 | — | |
| EDFLVenue=Neuro202020.08 | 52.58 | 72.1 | 81.47 | 52.98 | — | |
| EDFLTime=20202022.06 | 52.58 | — | — | 52.98 | — | |
| HSMEVenue=AAAI192020.08 | 50.85 | 73.36 | 81.66 | 47 | — | |
| HSMEVenue=AAAI192020.01 | 50.85 | 73.36 | 81.66 | 47 | — |