Person Re-identification on Market-1501 Multi. Query 1.0
97.3Rank-1 AccMPN*
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MPN*Category=SPF-based2020.03 | 97.3 | 93.1 | — | — | — | |
| MPNCategory=SPF-based2020.03 | 97 | 92.7 | — | — | — | |
| MGNCategory=MSF-based2020.03 | 96.9 | 90.7 | — | — | — | |
| Part-Aligned Bilinear RepresentationBackbone=Inception-V1, Pose Estimation Model=OpenPose, Dilation=true, Re-ranking=true2018.04 | 95.4 | 93.1 | 97.5 | 98.2 | 98.9 | |
| MancusCategory=HF-based2020.03 | 95.4 | 87.5 | — | — | — | |
| Part-Aligned Bilinear RepresentationBackbone=Inception-V1, Pose Estimation Model=OpenPose, Dilation=true2018.04 | 94 | 85.2 | 98 | 98.8 | 99.3 | |
| Part-AlignedCategory=SPF-based2020.03 | 94 | 85.2 | — | — | — | |
| HA-CNNQuery Type=Multi-Query2018.02 | 93.8 | 82.8 | — | — | — | |
| HA-CNNCategory=MSF-based2020.03 | 93.8 | 82.8 | — | — | — | |
| Part-Aligned Bilinear RepresentationBackbone=Inception-V1, Pose Estimation Model=OpenPose2018.04 | 93.2 | 82.7 | 97.5 | 98.4 | 99.1 | |
| Part-Aligned Bilinear RepresentationBackbone=Inception-V1, Pose Estimation Model=R-CPM2018.04 | 92.9 | 81.7 | 97.3 | 98.4 | 99.1 | |
| MLFNCategory=HF-based2020.03 | 92.3 | 82.4 | — | — | — | |
| SNLCategory=HF-based2020.03 | 92.1 | 80.3 | — | — | — | |
| Hermans et al. + re-rankingre-ranking=true2018.04 | 91.8 | 87.2 | 95.8 | — | — | |
| Zhang et al. (2017, [77])2018.04 | 91.7 | 77.1 | — | — | — | |
| Hermans et al.2018.04 | 90.5 | 76.4 | 96.3 | — | — | |
| AACNCategory=SPF-based2020.03 | 89.8 | 75.1 | — | — | — | |
| JLMLQuery Type=Multi-Query2018.02 | 89.7 | 74.5 | — | — | — | |
| DeepTransfer2017.01 | 89.6 | 73.8 | — | — | — | |
| Geng et al.2018.04 | 89.6 | 73.8 | — | — | — | |
| Verif-Identif. + LSROLabel Smoothing Regularization for Outliers=true2017.01 | 88.42 | 76.1 | — | — | — | |
| Bai et al.2018.04 | 88.2 | 76.2 | — | — | — | |
| MSCANQuery Type=Multi-Query2018.02 | 86.8 | 66.7 | — | — | — | |
| Verif.-Identif.2017.01 | 85.84 | 70.33 | — | — | — | |
| Identification-Verification ModelBackbone=ResNet-502016.11 | 85.84 | 70.33 | — | — | — | |
| Basel. + LSROBackbone=ResNet-50, Label Smoothing Regularization for Outliers=true2017.01 | 85.12 | 68.52 | — | — | — | |
| Basel.Backbone=ResNet-502017.01 | 81.47 | 63.95 | — | — | — | |
| ResNet-50-Basel.Backbone=ResNet-502016.11 | 81.47 | 63.95 | — | — | — | |
| SOMAnet2017.01 | 81.29 | 56.98 | — | — | — | |
| Identification-Verification ModelBackbone=VGG162016.11 | 77.94 | 57.66 | — | — | — | |
| CRAFTQuery Type=Multi-Query2018.02 | 77 | 50.3 | — | — | — | |
| Gate Reid2017.01 | 76.04 | 48.45 | — | — | — | |
| Gate Reid2016.11 | 76.04 | 48.45 | — | — | — | |
| G-SCNNQuery Type=Multi-Query2018.02 | 76 | 48.4 | — | — | — | |
| VGG16-Basel.Backbone=VGG162016.11 | 74.14 | 52.25 | — | — | — | |
| Identification-Verification ModelBackbone=CaffeNet2016.11 | 72.21 | 49.62 | — | — | — | |
| CANQuery Type=Multi-Query2018.02 | 72.1 | 47.9 | — | — | — | |
| DNS2017.01 | 71.56 | 46.03 | — | — | — | |
| DNS2016.11 | 71.56 | 46.03 | — | — | — | |
| DNSQuery Type=Multi-Query2018.02 | 71.5 | 46 | — | — | — | |
| S-LSTM2017.01 | 61.6 | 35.3 | — | — | — | |
| S-LSTMQuery Type=Multi-Query2018.02 | 61.6 | 35.3 | — | — | — | |
| S-LSTM2016.11 | 61.6 | 35.3 | — | — | — | |
| CaffeNet-Basel.Backbone=CaffeNet2016.11 | 59.8 | 36.5 | — | — | — | |
| MR CNN2017.01 | 56.59 | 32.26 | — | — | — | |
| Multiregion CNN2016.11 | 56.59 | 32.26 | — | — | — | |
| XQDAQuery Type=Multi-Query2018.02 | 54.1 | 28.4 | — | — | — | |
| DADM2016.11 | 49 | 25.8 | — | — | — |