Person Re-identification on CUHK03 (Labeled)
97.8Rank-1 RateAlignedReID
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| AlignedReIDRe-ranking=true2017.11 | 97.8 | 99.6 | 99.8 | — | — | |
| AlignedReID2017.11 | 92.4 | 98.9 | 99.5 | — | — | |
| HydraPlus-Net2017.11 | 91.8 | 98.4 | 99.1 | — | — | |
| DarkRank2017.11 | 89.7 | 98.4 | 99.2 | — | — | |
| PDC2017.09 | 88.7 | 98.61 | 99.24 | 99.67 | — | |
| Spindle2017.09 | 88.5 | 97.8 | 98.6 | 99.2 | — | |
| Spindle2017.11 | 88.5 | 97.8 | 98.6 | — | — | |
| DiPSize=384, Stride=122022.12 | 87.4 | — | — | — | 85.6 | |
| DiPSize=256, Stride=122022.12 | 87 | — | — | — | 85.7 | |
| SCSNSize=384, Stride=162022.12 | 86.8 | — | — | — | 84 | |
| FPBBackbone=ResNet-502021.08 | 85.9 | — | — | — | 83.8 | |
| GLAD2017.09 | 85 | 97.9 | 99.1 | 99.6 | — | |
| GLAD2017.11 | 85 | 97.9 | 99.1 | — | — | |
| Unlabeled2017.11 | 84.6 | 97.6 | 98.9 | — | — | |
| DiPSize=384, Stride=162022.12 | 84.4 | — | — | — | 82.2 | |
| Deep2017.11 | 84.1 | — | — | — | — | |
| Acitation=[55]2017.11 | 83.4 | 97.1 | 98.7 | — | — | |
| AsNet2021.08 | 83.23 | — | — | — | 80.87 | |
| JLMLCategory=C2017.05 | 83.2 | 98 | 99.4 | 99.8 | — | |
| DiPSize=256, Stride=162022.12 | 82.7 | — | — | — | 80.5 | |
| SONA2021.08 | 81.85 | — | — | — | 79.23 | |
| RGA-SC2021.08 | 81.1 | — | — | — | 77.4 | |
| RGA-SC2022.04 | 81.1 | — | — | — | 77.4 | |
| RGA-SCSize=256, Stride=162022.12 | 81.1 | — | — | — | 77.4 | |
| C2F2022.04 | 80.6 | — | — | — | 79.3 | |
| NFormerBackbone=ABDNet2022.04 | 80.6 | — | — | — | 79.1 | |
| C2FSize=256, Stride=162022.12 | 80.6 | — | — | — | 79.3 | |
| NFormerSize=256, Stride=162022.12 | 80.6 | — | — | — | 79.1 | |
| BDB2021.08 | 79.4 | — | — | — | 76.7 | |
| Pyramid2021.08 | 78.9 | — | — | — | 76.9 | |
| Pyramid2022.04 | 78.9 | — | — | — | 76.9 | |
| PyramidSize=256, Stride=162022.12 | 78.9 | — | — | — | 76.9 | |
| ABDNetreproduction=current paper2022.04 | 78.7 | — | — | — | 75.8 | |
| DAAF-BoTre-ranking=true2020.03 | 78.7 | — | — | — | 82 | |
| BAT-net2022.04 | 78.6 | — | — | — | 76.1 | |
| BAT-netSize=256, Stride=162022.12 | 78.6 | — | — | — | 76.1 | |
| WARCA2017.09 | 78.4 | 94.6 | — | — | — | |
| WARCA2017.09 | 78.4 | 94.6 | — | — | — | |
| P2-Netloss_function=triplet loss2019.10 | 78.3 | — | — | — | 73.6 | |
| P2-NetLoss function=triplet loss2019.10 | 78.3 | — | — | — | 73.6 | |
| CBDB-NetSize=256, Stride=162022.12 | 78.3 | — | — | — | 75.9 | |
| CBDB-Net2022.04 | 77.8 | — | — | — | 76.6 | |
| Joint2017.11 | 77.5 | — | — | — | — | |
| MHN2021.08 | 77.2 | — | — | — | 72.4 | |
| MHN2022.04 | 77.2 | — | — | — | 72.4 | |
| NFormerBackbone=ResNet-502022.04 | 77.2 | — | — | — | 78 | |
| MHNSize=256, Stride=162022.12 | 77.2 | — | — | — | 72.4 | |
| SSM2017.03 | 76.6 | 94.6 | 98 | — | — | |
| ISP2022.04 | 76.5 | — | — | — | 74.1 | |
| ISPSize=256, Stride=162022.12 | 76.5 | — | — | — | 74.1 | |
| P2-Net2019.10 | 75.8 | — | — | — | 69.2 | |
| P2-Net2019.10 | 75.8 | — | — | — | 69.2 | |
| In2017.11 | 75.5 | 95.2 | 99.2 | — | — | |
| DGD2017.03 | 75.3 | — | — | — | — | |
| DGDCategory=C2017.05 | 75.3 | — | — | — | — | |
| MTDnetCategory=B2017.05 | 74.7 | 96 | 97.5 | — | — | |
| ResNet-502022.04 | 74.7 | — | — | — | 73.8 | |
| SSP-ReIDBackbone=ResNet-M, re-ranking=true2018.07 | 74.6 | — | — | — | 77.5 | |
| Baseline2017.09 | 74.4 | 95.4 | 97.9 | 99.1 | — | |
| BoTre-ranking=true2020.03 | 74.4 | — | — | — | 77.1 | |
| MSCANrepresentation=Fusion-based2017.10 | 74.21 | 94.33 | 97.54 | 99.25 | — | |
| IS-GANf-dim=2,0482019.10 | 74.1 | — | — | — | 72.5 | |
| DaReBackbone=DenseNet-201, Random erasing=true, Re-ranking=true2018.05 | 73.8 | — | — | — | 74.7 | |
| DaRe(De)+RE+RRre-ranking=true2018.07 | 73.8 | — | — | — | 74.7 | |
| DaReBackbone=ResNet-50, Random erasing=true, Re-ranking=true2018.05 | 72.9 | — | — | — | 73.7 | |
| DGD2017.09 | 72.6 | 91.6 | 95.2 | 97.7 | — | |
| DGDropout2017.09 | 72.58 | 91.59 | 95.21 | 97.72 | — | |
| DGD2017.10 | 72.58 | 91.59 | 95.21 | 97.72 | — | |
| X-CorrCategory=B2017.05 | 72.4 | 95.5 | — | 98.4 | — | |
| Looking2017.11 | 72.4 | 95.2 | 95.8 | — | — | |
| MSCANrepresentation=Body-based2017.10 | 71.88 | 93.66 | 97.46 | 99.18 | — | |
| TriNetBackbone=ResNet-50, Random erasing=true, Re-ranking=true, Re-implementation=true2018.05 | 70.9 | — | — | — | 71.7 | |
| CAMA2021.08 | 70.1 | — | — | — | 66.5 | |
| MSCANrepresentation=Part-based2017.10 | 69.41 | 92.68 | 96.68 | 99.02 | — | |
| MGNf-dim=2,048, trained with classification and triplet losses=true, our implementation=true2019.10 | 69.2 | — | — | — | 67.6 | |
| Mancs2021.08 | 69 | — | — | — | 63.9 | |
| Mancsre-ranking=false2020.03 | 69 | — | — | — | 63.9 | |
| DAAF-BoTre-ranking=false2020.03 | 69 | — | — | — | 67.6 | |
| SSP-ReIDBackbone=ResNet, re-ranking=true2018.07 | 68.4 | — | — | — | 72.4 | |
| STF2022.04 | 68.2 | — | — | — | 62.4 | |
| STFSize=256, Stride=162022.12 | 68.2 | — | — | — | 62.4 | |
| MGNf-dim=2,048, trained with classification and triplet losses=true2019.10 | 68 | — | — | — | 67.4 | |
| MGN2021.08 | 68 | — | — | — | 67.4 | |
| MGNSize=384, Stride=162022.12 | 68 | — | — | — | 67.4 | |
| GOG2017.03 | 67.3 | 91 | 96 | — | — | |
| GOGCategory=A2017.05 | 67.3 | 91 | 96 | — | — | |
| GOG2017.09 | 67.3 | 91 | 96 | — | — | |
| DaReBackbone=DenseNet-201, Random erasing=true2018.05 | 66.1 | — | — | — | 61.6 | |
| DaReBackbone=ResNet-50, Re-ranking=true2018.05 | 66 | — | — | — | 66.7 | |
| SSP-ReIDBackbone=ResNet-M, re-ranking=false2018.07 | 65.6 | — | — | — | 63.3 | |
| PersonNet2017.09 | 64.8 | 89.4 | 94.9 | 98.2 | — | |
| PersonNet2017.09 | 64.8 | 89.4 | 94.9 | 98.2 | — | |
| DaReBackbone=ResNet-50, Random erasing=true2018.05 | 64.5 | — | — | — | 60.2 | |
| TriNetBackbone=ResNet-50, Random erasing=true, Re-implementation=true2018.05 | 64.3 | — | — | — | 59.8 | |
| Re-ranking2017.11 | 64 | — | — | — | — | |
| PCBre-ranking=false2020.03 | 63.7 | — | — | — | 57.5 | |
| DaReBackbone=DenseNet-201, Re-ranking=true2018.05 | 63.4 | — | — | — | 64.1 | |
| BoTre-ranking=false2020.03 | 63.3 | — | — | — | 60.9 | |
| Null Space2017.09 | 62.6 | 90.1 | 94.8 | 98.1 | — | |
| Learning2017.11 | 62.6 | 90 | 94.8 | — | — |