Person Re-identification on CUHK03 (test)
91.1Rank-1 AccuracyViTC-UReID
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ViTC-UReIDBackbone=ViT, Learning Paradigm=Unsupervised, Venue=Our, Camera Information Usage=false2026.01 | 91.1 | 95.1 | 97.1 | — | 89.8 | |
| GCSSupervision protocol=Supervised2018.09 | 88.8 | — | — | — | 97.2 | |
| GCSsupervision=supervised2019.03 | 88.8 | — | — | — | 97.2 | |
| IRM (STL)Training Protocol=Single-task Learning, Input image size=256x1282023.06 | 86.5 | — | — | — | 83.3 | |
| IRM (MTL)Training Protocol=Multi-task Learning, Input image size=256x1282023.06 | 86.5 | — | — | — | 85.4 | |
| ProNet++Backbone=CNN, Learning Paradigm=Supervised, Venue=CoRR23, Camera Information Usage=false2026.01 | 85.2 | — | — | — | 82.7 | |
| Ours(R50)+BDBBackbone=ResNet-50, Pre-training=LUPerson, Base Architecture=BDB2020.12 | 81.9 | — | — | — | 79.6 | |
| SONABackbone=ResNet-502020.12 | 81.8 | — | — | — | 79.2 | |
| DLPAR2017.12 | 81.6 | 97.3 | 98.4 | — | — | |
| DLPAR2017.12 | 81.6 | 97.3 | 98.4 | — | — | |
| ABNET+Backbone=CNN, Learning Paradigm=Supervised, Venue=CVPR22, Camera Information Usage=false2026.01 | 80.6 | — | — | — | 79.1 | |
| SANBackbone=ResNet-502020.12 | 80.1 | — | — | — | 76.4 | |
| SANInput image size=256x1282023.06 | 80.1 | — | — | — | 76.4 | |
| PN-GANLearning Protocol=Supervised Learning (SL)2017.12 | 79.76 | 96.24 | 98.56 | — | — | |
| PN-GANLearning Protocol=SL2017.12 | 79.76 | 96.24 | 98.56 | — | — | |
| BDBBackbone=ResNet-502020.12 | 79.4 | — | — | — | 76.7 | |
| PDC2017.12 | 78.92 | 94.83 | 97.15 | — | — | |
| PDC2017.12 | 78.92 | 94.83 | 97.15 | — | — | |
| DSABackbone=ResNet-502020.12 | 78.9 | — | — | — | 75.2 | |
| P2NetBackbone=ResNet-502020.12 | 78.3 | — | — | — | 73.6 | |
| Auto2020.12 | 77.9 | — | — | — | 73 | |
| GCPBackbone=ResNet-502020.12 | 77.9 | — | — | — | 75.6 | |
| Ours(R101)+MGNBackbone=ResNet-101, Pre-training=LUPerson, Base Architecture=MGN2020.12 | 77.6 | — | — | — | 76.9 | |
| OIM2017.12 | 77.5 | — | — | — | — | |
| OIM2017.12 | 77.5 | — | — | — | — | |
| MHNBackbone=ResNet-502020.12 | 77.2 | — | — | — | 72.4 | |
| ResNet-50-ALearning Protocol=Supervised Learning (SL)2017.12 | 76.83 | 93.79 | 97.27 | — | — | |
| ResNet-50-ALearning Protocol=SL2017.12 | 76.83 | 93.79 | 97.27 | — | — | |
| ISPBackbone=ResNet-502020.12 | 76.5 | — | — | — | 74.1 | |
| Ours(R50)+MGNBackbone=ResNet-50, Pre-training=LUPerson, Base Architecture=MGN2020.12 | 75.4 | — | — | — | 74.7 | |
| DGD2017.12 | 75.3 | — | — | — | — | |
| DGD2017.12 | 75.3 | — | — | — | — | |
| SCALBackbone=ResNet-502020.12 | 74.8 | — | — | — | 72.3 | |
| MGN(R101)Backbone=ResNet-1012020.12 | 74.6 | — | — | — | 73.5 | |
| Basel. + LSRO2017.12 | 73.1 | 92.7 | 96.7 | — | — | |
| Basel. + LSRO2017.12 | 73.1 | 92.7 | 96.7 | — | — | |
| OSNetBackbone=OSNet2020.12 | 72.3 | — | — | — | 67.8 | |
| TreeConvSupervision=Fully2019.04 | 71.4 | — | — | — | — | |
| MGN*Backbone=ResNet-50, Framework=fast-reid2020.12 | 71.2 | — | — | — | 70.5 | |
| MGNSupervision=Fully2019.04 | 70.4 | — | — | — | — | |
| W-MGNSupervision=Weakly2019.04 | 69.8 | — | — | — | — | |
| Local CNNSupervision=Fully2019.04 | 69.6 | — | — | — | — | |
| Gated_Sia2017.12 | 68.1 | 88.1 | 94.6 | — | — | |
| Gated_Sia2017.12 | 68.1 | 88.1 | 94.6 | — | — | |
| MGNBackbone=ResNet-502020.12 | 68 | — | — | — | 67.4 | |
| MGN w/o TriSupervision=Fully2019.04 | 67.6 | — | — | — | — | |
| W-Local CNNSupervision=Weakly2019.04 | 67.6 | — | — | — | — | |
| BaselineSupervision=Fully2019.04 | 67.5 | — | — | — | — | |
| W-MGN w/o W-TriSupervision=Weakly2019.04 | 67.2 | — | — | — | — | |
| PIE2017.12 | 67.1 | 92.2 | 96.6 | — | — | |
| PIE2017.12 | 67.1 | 92.2 | 96.6 | — | — | |
| ACNetSupervision=Fully2019.04 | 64.8 | — | — | — | — | |
| PCBBackbone=ResNet-502020.12 | 63.7 | — | — | — | 57.5 | |
| CO-EVOTraining Protocol=Protocol III, Source Domains=M, C2, C32026.04 | 63.1 | — | — | — | 59.7 | |
| W-BaselineSupervision=Weakly2019.04 | 61 | — | — | — | — | |
| LSTM Siamese2017.12 | 57.3 | 80.1 | 88.3 | — | — | |
| LSTM Siamese2017.12 | 57.3 | 80.1 | 88.3 | — | — | |
| UTALextra_labelled_auxiliary_training_data=false, supervision=unsupervised2019.03 | 56.3 | — | — | — | 42.3 | |
| TriNet+Era.Supervision=Fully2019.04 | 55.5 | — | — | — | — | |
| SSCUTraining Protocol=Protocol III, Source Domains=M, C2, C32026.04 | 53.2 | — | — | — | 50.4 | |
| CO-EVOCategory=FedDG-ReID (ViT), Backbone=ViT2026.04 | 52.7 | — | — | — | 51.3 | |
| PAULSupervision=Unsupervised2019.04 | 52.3 | — | — | — | — | |
| SI-CI2017.12 | 52.17 | 84.3 | 92.3 | — | — | |
| SI-CI2017.12 | 52.17 | 84.3 | 92.3 | — | — | |
| EMD2017.12 | 52.09 | 82.87 | 91.78 | — | — | |
| EMD2017.12 | 52.09 | 82.87 | 91.78 | — | — | |
| DACSTraining Protocol=Protocol III, Source Domains=M, C2, C32026.04 | 50.1 | — | — | — | 47.4 | |
| PatchNetSupervision=Unsupervised2019.04 | 45.4 | — | — | — | — | |
| Imp-Deep2017.12 | 44.96 | 76.01 | 83.47 | — | — | |
| Imp-Deep2017.12 | 44.96 | 76.01 | 83.47 | — | — | |
| FedReIDTraining Protocol=Protocol III, Source Domains=M, C2, C32026.04 | 44.9 | — | — | — | 44 | |
| TAUDLSupervision protocol=Unsupervised2018.09 | 44.7 | — | — | — | 31.2 | |
| TAUDLextra_labelled_auxiliary_training_data=false, supervision=unsupervised2019.03 | 44.7 | — | — | — | 31.2 | |
| DACS (ViT)Category=FedDG-ReID (ViT), Backbone=ViT2026.04 | 42.1 | — | — | — | 36.6 | |
| DPFLSupervision=Fully2019.04 | 40.7 | — | — | — | — | |
| CAMELSupervision protocol=Unsupervised2018.09 | 39.4 | — | — | — | — | |
| CAMELextra_labelled_auxiliary_training_data=true, supervision=unsupervised2019.03 | 39.4 | — | — | — | — | |
| ISRSupervision protocol=Unsupervised2018.09 | 38.5 | — | — | — | — | |
| ISRextra_labelled_auxiliary_training_data=false, supervision=unsupervised2019.03 | 38.5 | — | — | — | — | |
| CrossStyle (ViT)Category=FedDG-ReID (ViT), Backbone=ViT2026.04 | 38.4 | — | — | — | 31 | |
| CO-EVOCategory=FedDG-ReID (RN50), Backbone=ResNet-502026.04 | 37.1 | — | — | — | 34.9 | |
| DicSupervision protocol=Unsupervised2018.09 | 36.5 | — | — | — | — | |
| Dicextra_labelled_auxiliary_training_data=false, supervision=unsupervised2019.03 | 36.5 | — | — | — | — | |
| PANSupervision=Fully2019.04 | 36.3 | — | — | — | — | |
| RKSLSupervision protocol=Unsupervised2018.09 | 34.8 | — | — | — | — | |
| RKSLextra_labelled_auxiliary_training_data=false, supervision=unsupervised2019.03 | 34.8 | — | — | — | — | |
| IDE+XQ.+RKSupervision=Fully2019.04 | 34.7 | — | — | — | — | |
| DACSCategory=FedDG-ReID (RN50), Backbone=ResNet-502026.04 | 34.1 | — | — | — | 30.7 | |
| SSCUCategory=FedDG-ReID (RN50), Backbone=ResNet-502026.04 | 34.1 | — | — | — | 32.8 | |
| JSTLSupervision protocol=Unsupervised2018.09 | 33.2 | — | — | — | — | |
| JSTLextra_labelled_auxiliary_training_data=true, supervision=unsupervised2019.03 | 33.2 | — | — | — | — | |
| CAMELSupervision=Unsupervised2019.04 | 31.9 | — | — | — | — | |
| MixStyleCategory=Domain Generalization, Backbone=ResNet-502026.04 | 31.5 | — | — | — | 28.6 | |
| AMLSupervision protocol=Unsupervised2018.09 | 31.4 | — | — | — | — | |
| AMLextra_labelled_auxiliary_training_data=true, supervision=unsupervised2019.03 | 31.4 | — | — | — | — | |
| SAESupervision protocol=Unsupervised2018.09 | 30.5 | — | — | — | — | |
| SAEextra_labelled_auxiliary_training_data=true, supervision=unsupervised2019.03 | 30.5 | — | — | — | — | |
| SNRCategory=DG-ReID, Backbone=ResNet-502026.04 | 30 | — | — | — | 28.5 | |
| USNCASupervision protocol=Unsupervised2018.09 | 29.6 | — | — | — | — | |
| UsNCAextra_labelled_auxiliary_training_data=true, supervision=unsupervised2019.03 | 29.6 | — | — | — | — |