Person Re-identification on MARS
90Rank-1NVAN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| NVAN2019.08 | 90 | — | — | — | 82.8 | |
| STE-NVAN2019.08 | 88.9 | — | — | — | 81.2 | |
| Snippetsupervision=Supervised2019.03 | 86.3 | 94.7 | — | 98.2 | 76.1 | |
| CSACSE+OFSource=CVPR182019.08 | 86.3 | — | — | — | 76.1 | |
| STASource=AAAI19, N=82019.08 | 86.2 | — | — | — | 81.2 | |
| DaReBackbone=DenseNet-201, Random erasing=true2018.05 | 85.5 | — | — | — | 74 | |
| Part-Aligned Bilinear RepresentationsBackbone=Inception V1, Pose Estimation=OpenPose, dilation=true, re-ranking=true2018.04 | 85.1 | 94.2 | 96.1 | 97.4 | 83.9 | |
| DaReBackbone=DenseNet-201, Random erasing=true, Re-ranking=true2018.05 | 85.1 | — | — | — | 81.9 | |
| DaReBackbone=DenseNet-201, Re-ranking=true2018.05 | 84.8 | — | — | — | 80.3 | |
| Part-Aligned Bilinear RepresentationsBackbone=Inception V1, Pose Estimation=OpenPose, dilation=true, re-ranking=false2018.04 | 84.7 | 94.4 | 96.3 | 97.5 | 75.9 | |
| DaReBackbone=DenseNet-2012018.05 | 84.2 | — | — | — | 72.1 | |
| DaReBackbone=ResNet-50, Random erasing=true, Re-ranking=true2018.05 | 83.9 | — | — | — | 80.6 | |
| Li et al. [17]re-ranking=true2018.04 | 83 | 93.7 | — | 97.6 | 66.4 | |
| Part-Aligned Bilinear RepresentationsBackbone=Inception V1, Pose Estimation=OpenPose, dilation=false, re-ranking=false2018.04 | 83 | 92.8 | 95 | 96.8 | 72.2 | |
| DaReBackbone=ResNet-502018.05 | 83 | — | — | — | 69.7 | |
| DaReBackbone=ResNet-50, Re-ranking=true2018.05 | 83 | — | — | — | 79.3 | |
| DaReBackbone=ResNet-50, Random erasing=true2018.05 | 82.6 | — | — | — | 71.7 | |
| STANSource=CVPR182019.08 | 82.3 | — | — | — | 65.8 | |
| Hermans et al. [72]re-ranking=true2018.04 | 81.2 | 90.8 | — | — | 77.4 | |
| TriNetBackbone=ResNet-50, Re-ranking=true2018.05 | 81.2 | — | — | — | 77.4 | |
| ETAP-NetSource=CVPR18, Supervised=true2019.08 | 80.8 | — | — | — | 67.4 | |
| Hermans et al. [72]re-ranking=false2018.04 | 79.8 | 91.4 | — | — | 67.7 | |
| TriNetBackbone=ResNet-502018.05 | 79.8 | — | — | — | 67.7 | |
| TriNetSource=arXiv172019.08 | 79.8 | — | — | — | 67.7 | |
| TKP2019.08 | 75.6 | 87.6 | 90.9 | — | 65.1 | |
| IDE+MLBackbone=ResNet-50, Re-ranking=true2018.05 | 73.9 | — | — | — | 68.5 | |
| Liu et al. [88]2018.04 | 73.7 | 84.9 | — | 91.6 | 51.7 | |
| QANSupervision=Supervised2018.09 | 73.7 | 84.9 | — | 91.6 | 51.7 | |
| Li et al. [17]re-ranking=false2018.04 | 71.8 | 86.6 | — | 93.1 | 56.1 | |
| MSCANBackbone=CaffeNet2018.05 | 71.8 | — | — | — | 56.1 | |
| Zhou et al. [87]2018.04 | 70.6 | 90 | — | 97.6 | 50.7 | |
| ST-RNNBackbone=CaffeNet2018.05 | 70.6 | — | — | — | 50.7 | |
| SeeForestSource=CVPR172019.08 | 70.6 | — | — | — | 50.7 | |
| LatentPartsSource=CVPR172019.08 | 70.6 | — | — | — | 50.7 | |
| Zheng et al. [4]Data modality=Video2018.04 | 68.3 | 82.6 | — | 89.4 | 49.3 | |
| Liu et al. [86]Data modality=Video2018.04 | 68.3 | 81.4 | — | 90.6 | 52.9 | |
| IDE+MLBackbone=CaffeNet, Re-ranking=true2018.05 | 67.9 | — | — | — | 58 | |
| ResNet-50 + XQDABackbone=ResNet-502019.08 | 67.2 | 81.9 | 86.1 | — | 54.9 | |
| CNN+Kiss.Source=ECCV162019.08 | 65 | — | — | — | 45.6 | |
| P2SNet2019.08 | 55.3 | 72.9 | 78.7 | — | — | |
| UTAL2019.03 | 49.9 | 66.4 | — | 77.8 | 35.2 | |
| DALBackbone=MobileNet2018.08 | 49.3 | 65.9 | 72.2 | 77.9 | 23 | |
| DALBackbone=ResNet502018.08 | 46.8 | 63.9 | 71.6 | 77.5 | 21.4 | |
| DAL2019.03 | 46.8 | 63.9 | — | 77.5 | 21.4 | |
| McLaughlin et al. [85]Data modality=Video2018.04 | 45 | 65 | 71 | 78 | 27.9 | |
| Xu et al. [84]Data modality=Video2018.04 | 44 | 70 | 74 | 81 | — | |
| TAUDLSupervision=Unsupervised2018.09 | 43.8 | 59.9 | — | 72.8 | 29.1 | |
| TAUDL2019.03 | 43.8 | 59.9 | — | 72.8 | 29.1 | |
| RACEuses ID labels for initialisation=true2019.03 | 43.2 | 57.1 | — | 67.6 | 24.5 | |
| DGMFeature=IDE2017.09 | 36.8 | 54 | 61.6 | 68.5 | 21.3 | |
| DGM+IDE2018.08 | 36.8 | 54 | 61.6 | 68.5 | 21.3 | |
| DGM+IDESupervision=Unsupervised2018.09 | 36.8 | 54 | — | 68.5 | 21.3 | |
| DGM+IDEuses ID labels for initialisation=true2019.03 | 36.8 | 54 | — | 68.5 | 21.3 | |
| DGMMetric=MLAPG2017.09 | 24.6 | 42.6 | 50.4 | 57.2 | 11.8 | |
| DGM+MLAPGSupervision=Unsupervised2018.09 | 24.6 | 42.6 | — | 57.2 | 11.8 | |
| DGM+MLAPGuses ID labels for initialisation=true2019.03 | 24.6 | 42.6 | — | 57.2 | 11.8 | |
| SMPSupervision=Unsupervised2018.09 | 23.9 | 35.8 | — | 44.9 | 10.5 | |
| SMPno tracking fragmentation=true2019.03 | 23.9 | 35.8 | — | 44.9 | 10.5 | |
| DGMMetric=XQDA2017.09 | 23.6 | 38.2 | 47.9 | 54.7 | 11.2 | |
| Stepwise2018.08 | 23.6 | 35.8 | — | 44.9 | 10.5 | |
| UnKISS2017.09 | 22.3 | 37.4 | 47.2 | 53.6 | 10.6 | |
| UnKISSSupervision=Unsupervised2018.09 | 22.3 | 37.4 | — | 53.6 | 10.6 | |
| UnKISS2019.03 | 22.3 | 37.4 | — | 53.6 | 10.6 | |
| GRDL2017.09 | 19.3 | 33.2 | 41.6 | 46.5 | 9.56 | |
| GRDLSupervision=Unsupervised2018.09 | 19.3 | 33.2 | — | 46.5 | 9.56 | |
| GRDL2019.03 | 19.3 | 33.2 | — | 46.5 | 9.6 | |
| L22017.09 | 14.9 | 27.4 | 33.7 | 40.8 | 5.5 |