Person Re-identification on CUHK03 (Detected)
97.4Rank-1 AccuracyPose-dIVE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Pose-dIVEBase Model=CLIP-reID2024.06 | 97.4 | — | — | — | 95.5 | |
| Pose-dIVEBase Model=SOLIDER2024.06 | 97.2 | — | — | — | 96.2 | |
| SOLIDER2024.06 | 96.7 | — | — | — | 95.6 | |
| CLIP-reID2024.06 | 95.5 | — | — | — | 93.7 | |
| Part-Aligned Bilinear Representations2018.04 | 88 | 97.6 | 98.6 | 99 | — | |
| Chen et al.2018.04 | 87.5 | 97.4 | 98.7 | 99.5 | — | |
| DiPSize=256, Stride=122022.12 | 85.4 | — | — | — | 83.1 | |
| DiPSize=384, Stride=122022.12 | 84.9 | — | — | — | 82.7 | |
| SCSN (4-stage)stages=42020.08 | 84.7 | — | — | — | 81 | |
| SCSNSize=384, Stride=162022.12 | 84.7 | — | — | — | 81 | |
| SCSN2024.06 | 84.7 | — | — | — | 81 | |
| Geng et al.2018.04 | 84.1 | — | — | — | — | |
| SCSN (3-stage)stages=32020.08 | 84.1 | — | — | — | 80.2 | |
| FPBBackbone=ResNet-502021.08 | 83.8 | — | — | — | 81 | |
| MPN2024.06 | 83.4 | — | — | — | 79.1 | |
| GLAD2017.09 | 82.2 | 95.8 | 97.6 | 98.7 | — | |
| DiPSize=384, Stride=162022.12 | 82.1 | — | — | — | 79.5 | |
| Sun et al.2018.04 | 81.8 | 95.2 | 97.2 | — | — | |
| Zhao et al.2018.04 | 81.6 | 97.3 | 98.4 | 99.5 | — | |
| AsNet2021.08 | 81.43 | — | — | — | 77.17 | |
| C2F2022.04 | 81.3 | — | — | — | 84.1 | |
| C2FSize=256, Stride=162022.12 | 81.3 | — | — | — | 84.1 | |
| JLMLCategory=C2017.05 | 80.6 | 96.9 | 98.7 | 99.2 | — | |
| MHSA-Net+Re-rankingK=8, Re-ranking=true2020.08 | 80.2 | — | — | — | 80.9 | |
| DiPSize=256, Stride=162022.12 | 80.2 | — | — | — | 77.7 | |
| RGA-SC2021.08 | 79.6 | — | — | — | 74.5 | |
| RGA-SC2022.04 | 79.6 | — | — | — | 74.5 | |
| RGA-SCSize=256, Stride=162022.12 | 79.6 | — | — | — | 74.5 | |
| SAN2024.06 | 79.4 | — | — | — | 74.6 | |
| SONA2021.08 | 79.1 | — | — | — | 76.35 | |
| NFormerBackbone=ABDNet2022.04 | 79 | — | — | — | 76.4 | |
| NFormerSize=256, Stride=162022.12 | 79 | — | — | — | 76.4 | |
| Pyramid2021.08 | 78.9 | — | — | — | 74.8 | |
| Pyramid2022.04 | 78.9 | — | — | — | 74.8 | |
| PyramidSize=256, Stride=162022.12 | 78.9 | — | — | — | 74.8 | |
| Su et al. (Pose)Feature=Pose2018.04 | 78.3 | 94.8 | 97.2 | 98.4 | — | |
| PDC2017.09 | 78.29 | 94.83 | 97.15 | 98.43 | — | |
| AAFormer2024.06 | 78.1 | — | — | — | 77.2 | |
| NFormerBackbone=ResNet-502022.04 | 77.3 | — | — | — | 74.7 | |
| ABDNetreproduction=current paper2022.04 | 77.3 | — | — | — | 73.2 | |
| RGA-SC2020.08 | 77.3 | — | — | — | 73.3 | |
| CBDB-NetSize=256, Stride=162022.12 | 76.6 | — | — | — | 72.8 | |
| BDB2021.08 | 76.4 | — | — | — | 73.5 | |
| BAT-net2022.04 | 76.2 | — | — | — | 73.2 | |
| BAT-netSize=256, Stride=162022.12 | 76.2 | — | — | — | 73.2 | |
| CBDB-Net2022.04 | 75.4 | — | — | — | 72.8 | |
| ISP2022.04 | 75.2 | — | — | — | 71.4 | |
| ISPSize=256, Stride=162022.12 | 75.2 | — | — | — | 71.4 | |
| P2-Netloss_function=triplet loss2019.10 | 74.9 | — | — | — | 68.9 | |
| P2-NetLoss function=triplet loss2019.10 | 74.9 | — | — | — | 68.9 | |
| DAAF-BoTre-ranking=true2020.03 | 73.9 | — | — | — | 77.3 | |
| ResNet-502022.04 | 73.4 | — | — | — | 71.2 | |
| MHSA-NetK=52020.08 | 73.4 | — | — | — | 70.2 | |
| BDB2020.08 | 72.8 | — | — | — | 69.3 | |
| MHSA-NetK=82020.08 | 72.8 | — | — | — | 69.3 | |
| SSM2017.03 | 72.7 | 92.4 | 96.1 | — | — | |
| Bai et al.2018.04 | 72.7 | 92.4 | 96.1 | — | — | |
| MHSA-Net+K=8, Training=Drop L_CE loss2020.08 | 72.7 | — | — | — | 69.9 | |
| SSP-ReIDBackbone=ResNet-M, re-ranking=true2018.07 | 72.4 | — | — | — | 75 | |
| MHSA-Net*K=8, Feature=Key local feature only2020.08 | 72.4 | — | — | — | 69.7 | |
| IS-GANf-dim=2,0482019.10 | 72.3 | — | — | — | 68.8 | |
| OSNet2022.04 | 72.3 | — | — | — | 67.8 | |
| OSNet2020.08 | 72.3 | — | — | — | 67.8 | |
| JWSAA2020.08 | 72.3 | — | — | — | 67.8 | |
| OSNetSize=256, Stride=162022.12 | 72.3 | — | — | — | 67.8 | |
| X-CorrCategory=B2017.05 | 72 | 96 | — | 98.2 | — | |
| MHN2021.08 | 71.7 | — | — | — | 65.4 | |
| MHN2022.04 | 71.7 | — | — | — | 76.5 | |
| MHNSize=256, Stride=162022.12 | 71.7 | — | — | — | 65.4 | |
| P2-Net2019.10 | 71.6 | — | — | — | 64.2 | |
| P2-Net2019.10 | 71.6 | — | — | — | 64.2 | |
| DaReBackbone=DenseNet-201, Random erasing=true, Re-ranking=true2018.05 | 70.6 | — | — | — | 71.6 | |
| DaRe(De)+RE+RRre-ranking=true2018.07 | 70.6 | — | — | — | 71.6 | |
| Baseline2017.09 | 70.4 | 93.3 | 97 | 98.7 | — | |
| VCFL2020.08 | 70.4 | — | — | — | 70.4 | |
| BoTre-ranking=true2020.03 | 70.4 | — | — | — | 73.4 | |
| DaReBackbone=ResNet-50, Random erasing=true, Re-ranking=true2018.05 | 69.8 | — | — | — | 71.2 | |
| FANN2020.08 | 69.3 | — | — | — | 67.2 | |
| TriNetBackbone=ResNet-50, Random erasing=true, Re-ranking=true, Re-implementation=true2018.05 | 68.9 | — | — | — | 69.36 | |
| Gated S-CNN (With Matching Gate)Query Protocol=Multi Query (MQ)2016.07 | 68.1 | 88.1 | 94.6 | — | 58.84 | |
| S-CNNCategory=C2017.05 | 68.1 | 88.1 | 94.6 | — | — | |
| Varior et al.2018.04 | 68.1 | 88.1 | 94.6 | 98.8 | — | |
| MGN2021.08 | 68 | — | — | — | 66 | |
| MSCAN (Fusion)representation=fusion-based2017.10 | 67.99 | 91.04 | 95.36 | 97.83 | — | |
| SSP-ReIDBackbone=ResNet, re-ranking=true2018.07 | 67.6 | — | — | — | 71.1 | |
| PIE2017.09 | 67.1 | 92.2 | 96.6 | 98.1 | — | |
| PIE2017.09 | 67.1 | 92.2 | 96.6 | 98.1 | — | |
| Zheng et al. (Pose)Feature=Pose2018.04 | 67.1 | 92.2 | 96.6 | 98.1 | — | |
| MGNf-dim=2,048, trained with classification and triplet losses=true2019.10 | 66.8 | — | — | — | 66 | |
| MGNSize=384, Stride=162022.12 | 66.8 | — | — | — | 66 | |
| CAMA2021.08 | 66.6 | — | — | — | 64.2 | |
| CAMA2020.08 | 66.6 | — | — | — | 64.2 | |
| MGNf-dim=2,048, trained with classification and triplet losses=true, our implementation=true2019.10 | 65.7 | — | — | — | 62.1 | |
| GOG2017.03 | 65.5 | 88.4 | 93.7 | — | — | |
| GOGCategory=A2017.05 | 65.5 | 88.4 | 93.7 | — | — | |
| GOG2017.09 | 65.5 | 88.4 | 93.7 | — | — | |
| Mancs2021.08 | 65.5 | — | — | — | 60.5 | |
| Mancs2020.08 | 65.5 | — | — | — | 60.5 | |
| Mancsre-ranking=false2020.03 | 65.5 | — | — | — | 60.5 | |
| MSCAN (Body)representation=body-based2017.10 | 64.95 | 89.82 | 94.58 | 97.56 | — |