Visible-Thermal Person Re-identification on RegDB Thermal to Visible
95.17Rank-1CMT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CMTDirection=Visible to Infrared2026.03 | 95.17 | — | — | 87.3 | — | |
| MFEN2026.06 | 94.11 | 98.83 | — | 90.25 | — | |
| FDNM2026.06 | 94 | 98.5 | — | 88.7 | — | |
| FDMNet2026.06 | 93.58 | 98.33 | — | 86.88 | — | |
| DNS2026.06 | 93.48 | — | — | 88.1 | — | |
| CM-LSP-GE2022.06 | 93.16 | — | — | 87.26 | — | |
| CM-EMDTime=20222022.06 | 92.77 | — | — | 86.85 | — | |
| HHCRDirection=Infrared to Visible2026.03 | 92.52 | — | — | 94.26 | — | |
| SAAIDirection=Infrared to Visible2026.03 | 92.09 | — | — | 92 | — | |
| CMTDirection=Infrared to Visible2026.03 | 91.97 | — | — | 84.46 | — | |
| CIFTDirection=Visible to Infrared2026.03 | 91.96 | — | — | 92 | — | |
| PMCM2026.06 | 91.44 | — | — | 87.15 | — | |
| SAAIDirection=Visible to Infrared2026.03 | 91.07 | — | — | 91.45 | — | |
| SGIEL2026.06 | 91.07 | — | — | 85.23 | — | |
| Ours (RLE)2024.11 | 91 | 97.5 | — | 86.6 | — | |
| HHCRDirection=Visible to Infrared2026.03 | 90.63 | — | — | 92.83 | — | |
| DSSF³2026.06 | 90.45 | 97.07 | — | 85.12 | — | |
| CIFTDirection=Infrared to Visible2026.03 | 90.3 | — | — | 90.7 | — | |
| CM-GE2022.06 | 90.16 | — | — | 83.43 | — | |
| CIFT†2026.06 | 90.12 | — | — | 84.81 | — | |
| DEEN2024.11 | 89.5 | 96.8 | — | 83.4 | — | |
| DEEN2026.06 | 89.5 | 96.8 | — | 83.4 | — | |
| Hetero-center Triplet LossVenue=ours2020.08 | 89.3 | 96.41 | 98.16 | 81.46 | 64.81 | |
| HcTriVenue=TMM202020.12 | 89.3 | — | — | 81.46 | — | |
| HcTriTime=20202022.06 | 89.3 | — | — | 81.46 | — | |
| FMCNetDirection=Visible to Infrared2026.03 | 89.12 | — | — | 84.43 | — | |
| ProtoHPE2026.06 | 88.69 | — | — | 81.99 | — | |
| FMCNet2024.11 | 88.4 | — | — | 83.9 | — | |
| FMCNetDirection=Infrared to Visible2026.03 | 88.38 | — | — | 83.86 | — | |
| MAUMDirection=Visible to Infrared2026.03 | 87.87 | — | — | 85.09 | — | |
| MMN2024.11 | 87.5 | 96 | — | 80.5 | — | |
| MMN2026.06 | 87.5 | 96 | — | 80.5 | — | |
| MIDDirection=Visible to Infrared2026.03 | 87.45 | — | — | 84.85 | — | |
| MAUMDirection=Infrared to Visible2026.03 | 86.95 | — | — | 84.3 | — | |
| PartMixModality Direction=infrared to visible2023.04 | 84.93 | — | — | 82.52 | — | |
| PartMix2026.06 | 84.93 | — | — | 82.52 | — | |
| CAJ+2024.11 | 84.9 | 95.9 | — | 78.6 | — | |
| CAJ2024.11 | 84.8 | 95.3 | — | 77.8 | — | |
| CAJ2026.06 | 84.75 | 95.33 | — | 77.82 | — | |
| MPMNVenue=TMM202020.08 | 84.62 | 95.51 | 97.33 | 79.49 | — | |
| CM-NASDirection=Visible to Infrared2026.03 | 84.54 | — | — | 80.32 | — | |
| MAUM2024.11 | 84.3 | — | — | 84.3 | — | |
| MIDDirection=Infrared to Visible2026.03 | 84.29 | — | — | 81.41 | — | |
| MSCLNetDirection=Visible to Infrared2026.03 | 84.17 | — | — | 80.99 | — | |
| SMCLDirection=Visible to Infrared2026.03 | 83.93 | — | — | 79.83 | — | |
| MSCLNetModality Direction=infrared to visible2023.04 | 83.86 | — | — | 78.31 | — | |
| MSCLNetDirection=Infrared to Visible2026.03 | 83.86 | — | — | 78.31 | — | |
| MSCLNet2026.06 | 83.86 | — | — | 78.31 | — | |
| MPANet2024.11 | 83.7 | — | — | 80.9 | — | |
| MPANetDirection=Visible to Infrared2026.03 | 83.7 | — | — | 80.9 | — | |
| SMCL2024.11 | 83.1 | — | — | 78.6 | — | |
| SMCLModality Direction=infrared to visible2023.04 | 83.05 | — | — | 78.57 | — | |
| SMCLDirection=Infrared to Visible2026.03 | 83.05 | — | — | 78.57 | — | |
| MPANetTime=20212022.06 | 82.8 | — | — | 80.7 | — | |
| MPANetModality Direction=infrared to visible2023.04 | 82.8 | — | — | 80.7 | — | |
| MPANetDirection=Infrared to Visible2026.03 | 82.8 | — | — | 80.7 | — | |
| MPANet2026.06 | 82.8 | — | — | 80.7 | — | |
| CM-NASDirection=Infrared to Visible2026.03 | 82.57 | — | — | 78.31 | — | |
| DART2024.11 | 82 | — | — | 73.8 | — | |
| CM-NAS2024.11 | 81.7 | 94.1 | — | 77.6 | — | |
| DGTLGlobal person feature type=fbnf2020.12 | 81.59 | — | — | 71.65 | — | |
| DGTLTime=20212022.06 | 81.59 | — | — | 71.65 | — | |
| DGTLGlobal person feature type=fbn2020.12 | 81.27 | — | — | 71.22 | — | |
| NFSDirection=Visible to Infrared2026.03 | 80.54 | — | — | 72.1 | — | |
| MCLNetDirection=Visible to Infrared2026.03 | 80.31 | — | — | 73.07 | — | |
| NFS2024.11 | 78 | 90.5 | — | 69.8 | — | |
| NFSBackbone=ResNet-50, Input Resolution=288x1442021.04 | 77.95 | 90.45 | 93.62 | 69.79 | — | |
| NFSDirection=Infrared to Visible2026.03 | 77.95 | — | — | 69.79 | — | |
| MCLNetDirection=Infrared to Visible2026.03 | 75.93 | — | — | 69.4 | — | |
| MCLNet2024.11 | 75.9 | 90.9 | — | 69.5 | — | |
| AGWTime=20212022.06 | 75.22 | — | — | 67.28 | — | |
| SIMModality Direction=infrared to visible2023.04 | 75.2 | — | — | 78.3 | — | |
| LbADirection=Visible to Infrared2026.03 | 74.17 | — | — | 67.64 | — | |
| COALModality Direction=infrared to visible2023.04 | 74.1 | — | — | 69.9 | — | |
| LbADirection=Infrared to Visible2026.03 | 72.43 | — | — | 65.46 | — | |
| cm-SSFTDirection=Visible to Infrared2026.03 | 72.3 | — | — | 72.9 | — | |
| MACEVenue=TIP202020.12 | 72.12 | — | — | 68.57 | — | |
| cm-SSFT*Venue=CVPR202020.01 | 71 | — | — | 71.7 | — | |
| cm-SSFTModality Direction=infrared to visible2023.04 | 71 | — | — | 71.7 | — | |
| cm-SSFTDirection=Infrared to Visible2026.03 | 71 | — | — | 71.7 | — | |
| cm-SSFT2026.06 | 71 | — | — | 71.7 | — | |
| AGW2020.01 | 70.49 | 87.12 | 91.84 | 65.9 | 51.24 | |
| AGWDirection=Infrared to Visible2026.03 | 70.49 | — | — | 65.9 | — | |
| AGW2026.06 | 70.49 | — | — | 65.9 | — | |
| AGWDirection=Visible to Infrared2026.03 | 70.05 | — | — | 66.37 | — | |
| HAT*Venue=TIFS202020.01 | 70.02 | 86.45 | 91.61 | 66.3 | — | |
| HATVenue=TIFS202020.12 | 70.02 | — | — | 66.3 | — | |
| DDAG2024.11 | 68.1 | 85.2 | — | 61.8 | — | |
| DDAG*Venue=ECCV202020.01 | 68.06 | 85.15 | 90.31 | 61.8 | 48.62 | |
| DDAGBackbone=ResNet-50, Input Resolution=288x1442021.04 | 68.06 | 85.15 | 90.31 | 61.8 | — | |
| DDAGVenue=ECCV202020.12 | 68.06 | — | — | 61.08 | — | |
| DDAG2026.06 | 68.06 | 85.15 | — | 61.8 | — | |
| DFEModality Direction=infrared to visible2023.04 | 68 | — | — | 66.7 | — | |
| LbA2024.11 | 67.5 | — | — | 72.4 | — | |
| expATVenue=Arxiv202020.08 | 67.45 | — | — | 66.51 | — | |
| XIV-ReIDModality Direction=infrared to visible2023.04 | 62.3 | — | — | 60.2 | — | |
| CMLTime=20202022.06 | 59.81 | — | — | 60.86 | — | |
| CMM+CMLModality Direction=infrared to visible2023.04 | 59.8 | — | — | 60.9 | — | |
| AlignGANDirection=Visible to Infrared2026.03 | 57.9 | — | — | 53.6 | — | |
| LZMTime=20202022.06 | 57.17 | — | — | 57.56 | — |