Person Re-identification on VIPeR (test)
65.8Top-1 AccuracyBCaR + DN
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| BCaR + DNVenue=BMVC’20, Backbone=ResNet-502021.05 | 65.8 | — | — | — | — | — | — | |
| DFFSource=All w/o D2022.03 | 65.7 | — | — | — | — | — | 74.2 | |
| TransMatcherVenue=Ours, Backbone=ResNet-502021.05 | 63.4 | — | — | — | — | — | 71.8 | |
| M³LSource=All w/o D2022.03 | 60.8 | — | — | — | — | — | 68.2 | |
| DualNormVenue=BMVC’19, Backbone=ResNet-502021.05 | 59.4 | — | — | — | — | — | — | |
| DIR-ReIDSource=All2022.03 | 58.3 | — | — | — | — | — | 62.9 | |
| QAConv-GSVenue=arXiv’21, Backbone=ResNet-502021.05 | 57.8 | — | — | — | — | — | 67.5 | |
| BCaR + DNVenue=BMVC’20, Backbone=MobileNetV22021.05 | 57.3 | — | — | — | — | — | — | |
| QAConv50Source=All w/o D2022.03 | 57 | — | — | — | — | — | 66.3 | |
| RaMoESource=All2022.03 | 56.6 | — | — | — | — | — | 64.6 | |
| DDAN + DNVenue=AAAI’21, Backbone=MobileNetV22021.05 | 56.5 | — | — | — | — | — | 60.8 | |
| DDANSource=All2022.03 | 56.5 | — | — | — | — | — | 60.8 | |
| MetaBINSource=All2022.03 | 56.2 | — | — | — | — | — | 66 | |
| MetaBINSource=All w/o D2022.03 | 55.9 | — | — | — | — | — | 64.3 | |
| Baseline-SNRSource=M + D + C + MT, Training Samples=220k2020.05 | 55.1 | — | — | — | — | — | 65 | |
| Fusion + MFACategory=DF, Reference=Arxiv 20162017.07 | 54.5 | 84.4 | 92.2 | — | 96.9 | — | — | |
| DualNormVenue=BMVC’19, Backbone=MobileNetV22021.05 | 53.9 | — | — | — | — | — | 58 | |
| Person30KSource=All2022.03 | 53.9 | — | — | — | — | — | 60.4 | |
| Spindle2017.09 | 53.8 | 74.1 | 83.2 | — | 92.1 | — | — | |
| SCSPCategory=M2017.07 | 53.5 | 82.6 | 91.5 | — | 96.7 | — | — | |
| TransMatcherVenue=Ours, Backbone=MobileNetV22021.05 | 53.1 | — | — | — | — | — | 63.1 | |
| DDANVenue=AAAI’21, Backbone=MobileNetV22021.05 | 52.3 | — | — | — | — | — | 56.4 | |
| PDC2017.09 | 51.27 | 74.05 | 84.18 | — | 91.46 | — | — | |
| DIMNVenue=CVPR’19, Backbone=MobileNetV22021.05 | 51.2 | — | — | — | — | — | 60.1 | |
| DIMNSource=All2022.03 | 51.2 | — | — | — | — | — | 60.1 | |
| NFSTSupervision=Fully supervised, Features=Fusion2016.03 | 51.17 | 82.09 | 90.51 | — | 95.92 | — | — | |
| BCaRVenue=BMVC’20, Backbone=MobileNetV22021.05 | 50.4 | — | — | — | — | — | — | |
| GOGCategory=F2017.07 | 49.7 | 79.7 | 88.7 | — | 94.5 | — | — | |
| SNRSource=All2022.03 | 49.2 | — | — | — | — | — | 58 | |
| CBNSource=All2022.03 | 49 | — | — | — | — | — | 59.2 | |
| Part-aligned representation (Our Method)Category=DF2017.07 | 48.7 | 74.7 | 85.1 | — | 93 | — | — | |
| TCP-CNNCategory=DF2017.07 | 47.8 | 74.7 | 84.8 | — | 91.1 | — | — | |
| QAConv-GSVenue=arXiv’21, Backbone=MobileNetV22021.05 | 47.6 | — | — | — | — | — | 57.2 | |
| Baseline-SNRSource=MSMT17 (MT), Training Samples=126k2020.05 | 47.5 | — | — | — | — | — | 57.2 | |
| Metric EnsemblesSupervision=Fully supervised2016.03 | 45.9 | 77.5 | 88.9 | — | 95.8 | — | — | |
| DCSLCategory=DMN2017.07 | 44.6 | 73.4 | 82.6 | — | 91.9 | — | — | |
| TMACategory=M2017.07 | 43.8 | 71.5 | 83.9 | — | 91.5 | — | — | |
| Mid-level+LADFSupervision=Fully supervised2016.03 | 43.39 | 73.04 | 84.87 | — | 93.7 | — | — | |
| PIE + Mirror + MFACategory=DF, Reference=Arxiv 20162017.07 | 43.3 | 69.4 | 80.4 | — | 90 | — | — | |
| MirrorRepCategory=F2017.07 | 43 | 75.8 | 87.3 | — | 94.8 | — | — | |
| SSSVMCategory=M2017.07 | 42.7 | 71.5 | 82.9 | — | 91.9 | — | — | |
| LSTM S-CNN2017.09 | 42.4 | 68.7 | 79.4 | — | — | — | — | |
| Baseline-SNRSource=Market1501 (M) + Duke (D) + CUHK03 (C), Training Samples=93.7k2020.05 | 42.4 | — | — | — | — | — | 52.3 | |
| DNSCategory=M2017.07 | 42.3 | 71.5 | 82.9 | — | 92.1 | — | — | |
| MTL-LORAE2017.09 | 42.3 | 72.2 | 81.6 | — | 89.6 | — | — | |
| NFSTSupervision=Fully supervised, Features=LOMO2016.03 | 42.28 | 71.46 | 82.94 | — | 92.06 | — | — | |
| LDNS2017.09 | 42.28 | 71.46 | 82.94 | — | 92.06 | — | — | |
| SemanticCategory=F2017.07 | 41.6 | 71.9 | 86.2 | — | 95.1 | — | — | |
| BaselineSource=M + D + C + MT, Training Samples=220k2020.05 | 41.5 | — | — | — | — | — | 52.1 | |
| Deep MetricCategory=DF2017.07 | 40.9 | 67.5 | 79.8 | — | 91.1 | — | — | |
| MLAPG2017.09 | 40.73 | — | 82.34 | — | 92.37 | — | — | |
| Deep Feature Learning with Relative Distance Comparison2015.12 | 40.5 | 60.8 | 70.4 | 78.3 | 84.4 | 90.9 | — | |
| WARCA2017.09 | 40.22 | 68.16 | 80.7 | — | 91.14 | — | — | |
| XQDASupervision=Fully supervised, Features=LOMO2016.03 | 40 | 68.13 | 80.51 | — | 91.08 | — | — | |
| LOMOCategory=F2017.07 | 40 | 68.1 | 80.5 | — | 91.1 | — | — | |
| LOMO + XQDA2017.09 | 40 | 67.4 | 80.51 | — | 91.08 | — | — | |
| MFASupervision=Fully supervised, Features=LOMO2016.03 | 38.67 | 69.18 | 80.47 | — | 89.02 | — | — | |
| DGDropout2017.09 | 38.6 | — | — | — | — | — | — | |
| KLFDASupervision=Fully supervised, Features=LOMO2016.03 | 38.58 | 69.15 | 80.44 | — | 89.15 | — | — | |
| CDELSource=All2022.03 | 38.5 | — | — | — | — | — | 57.6 | |
| Deep RankingCategory=DMN2017.07 | 38.4 | 69.2 | 81.3 | — | 90.4 | — | — | |
| SSDALCategory=DMN2017.07 | 37.9 | 65.5 | 75.6 | — | 88.4 | — | — | |
| SCNCDSupervision=Fully supervised2016.03 | 37.8 | 68.5 | 81.2 | — | 90.4 | — | — | |
| Gated S-CNNCategory=DMN2017.07 | 37.8 | 66.9 | 77.4 | — | 88.4 | — | — | |
| Gate S-CNN2017.09 | 37.8 | 66.9 | 77.4 | — | — | — | — | |
| Baseline-SNRSource=Market1501 (M) + Duke (D), Training Samples=65.5k2020.05 | 37.7 | — | — | — | — | — | 46.7 | |
| WARCACategory=M2017.07 | 37.5 | 70.8 | 82 | — | 92 | — | — | |
| Similarity LearningSupervision=Fully supervised2016.03 | 36.8 | 70.4 | 83.7 | — | 91.7 | — | — | |
| BaselineSource=Market1501 (M) + Duke (D) + CUHK03 (C), Training Samples=93.7k2020.05 | 36.4 | — | — | — | — | — | 46.3 | |
| SIR-CIRCategory=DMN2017.07 | 35.8 | 67.4 | 83.5 | — | 91.1 | — | — | |
| SI+CI2017.09 | 35.8 | 67.4 | 83.5 | — | — | — | — | |
| Improved DeepSupervision=Fully supervised2016.03 | 34.81 | 63.61 | 75.63 | — | 84.49 | — | — | |
| KISSMESupervision=Fully supervised, Features=LOMO2016.03 | 34.81 | 60.44 | 77.22 | — | 86.71 | — | — | |
| IDLA2017.09 | 34.81 | 76.12 | — | — | — | — | — | |
| IDLACategory=DMN2017.07 | 34.8 | 63.6 | 75.6 | — | 84.5 | — | — | |
| Baseline-SNRSource=Duke (D), Training Samples=32.9k2020.05 | 32.6 | — | — | — | — | — | 41.2 | |
| Baseline-SNRSource=Market1501 (M), Training Samples=32.6k2020.05 | 32.3 | — | — | — | — | — | 42.3 | |
| BaselineSource=Market1501 (M) + Duke (D), Training Samples=65.5k2020.05 | 30.4 | — | — | — | — | — | 39.4 | |
| LADFSupervision=Fully supervised2016.03 | 30.22 | 64.7 | 78.92 | — | 90.44 | — | — | |
| SalMatch2015.12 | 30.2 | 52.3 | 66 | 73.4 | 79.2 | 86 | — | |
| KCCASupervision=Fully supervised, Features=LOMO2016.03 | 30.16 | 62.69 | 76.04 | — | 86.8 | — | — | |
| BaselineSource=MSMT17 (MT), Training Samples=126k2020.05 | 30.1 | — | — | — | — | — | 40.8 | |
| LADFCategory=M2017.07 | 30 | 64.7 | 79 | — | 91.3 | — | — | |
| LMNNSupervision=Fully supervised, Features=LOMO2016.03 | 29.43 | 59.78 | 73.51 | — | 84.91 | — | — | |
| Mid-levelSupervision=Fully supervised2016.03 | 29.11 | 52.34 | 65.95 | — | 79.87 | — | — | |
| LMLF2015.12 | 29.1 | 52.3 | 66 | 73.9 | 79.9 | 87.9 | — | |
| MtMCMLSupervision=Fully supervised2016.03 | 28.83 | 59.34 | 75.82 | — | 88.51 | — | — | |
| MtMCML2015.12 | 28.8 | 59.3 | 75.8 | 83.4 | 88.5 | 93.5 | — | |
| BaselineSource=Market1501 (M), Training Samples=32.6k2020.05 | 28.5 | — | — | — | — | — | 37.6 | |
| RPLMSupervision=Fully supervised2016.03 | 27 | 55.3 | 69 | — | 83 | — | — | |
| BaselineSource=Duke (D), Training Samples=32.9k2020.05 | 26.9 | — | — | — | — | — | 37 | |
| eSDC2015.12 | 26.3 | 46.4 | 58.6 | 66.6 | 72.8 | 80.5 | — | |
| ITMLSupervision=Fully supervised, Features=LOMO2016.03 | 24.65 | 49.78 | 63.04 | — | 78.39 | — | — | |
| LF2015.12 | 24.2 | 52.3 | 67.1 | 76.1 | 82.2 | 87.9 | — | |
| Ours-FusionTraining Set=Market15012017.10 | 22.21 | — | 47.24 | — | 57.13 | 62.26 | — | |
| BoW2017.09 | 21.74 | — | — | — | — | — | — | |
| BoWCategory=F2017.07 | 21.7 | 42 | 50 | — | 60.9 | — | — | |
| eBiCov2015.12 | 20.7 | 42 | 56.2 | 63.3 | 68 | 76 | — | |
| MCMLSupervision=Fully supervised2016.03 | 20.19 | 47.31 | 63.96 | — | 77.69 | — | — | |
| SDALF2015.12 | 19.9 | 38.4 | 49.4 | 58.5 | 66 | 74.4 | — |