Person Re-identification on MARS (test)
90Rank-1MGH
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MGHre-ranking (RR)=false2020.11 | 90 | 96.7 | 98.5 | 85.8 | — | |
| AGRLTest Strategy=12019.09 | 89.8 | 96.1 | 97.6 | 81.1 | — | |
| FGReIDre-ranking (RR)=false2020.11 | 89.6 | 97 | 98.8 | 86.2 | — | |
| AGRLTest Strategy=22019.09 | 89.5 | 96.6 | 97.8 | 81.9 | — | |
| STE-NVAN2019.09 | 88.9 | — | — | 81.2 | — | |
| MG-RAFA(N=4)re-ranking (RR)=false2020.11 | 88.8 | 97 | 98.5 | 85.9 | — | |
| FGReIDre-ranking (RR)=true2020.11 | 88.8 | 96.7 | 98.8 | 89.6 | — | |
| B-BOT + Attention and CL lossre-ranking=false, hyperparameter optimized=true2019.11 | 88.6 | 96.2 | 98 | 82.9 | — | |
| MG-RAFA(N=2)re-ranking (RR)=false2020.11 | 88.4 | 97.1 | 98.5 | 85.5 | — | |
| B-BOT + OSM + CL Centersre-ranking=true, hyperparameter optimized=true2019.11 | 88 | 96.1 | 98.5 | 88.5 | — | |
| B-BOT + Attention and CL lossre-ranking=true, hyperparameter optimized=true2019.11 | 88 | 95.4 | 98.3 | 87.8 | — | |
| Pathak et al.re-ranking (RR)=true2020.11 | 88 | 96.1 | 98.5 | 88.5 | — | |
| B-BOT + OSM lossre-ranking=false, hyperparameter optimized=true2019.11 | 87.9 | 96 | 98 | 82.4 | — | |
| SG-RAFAre-ranking (RR)=false2020.11 | 87.8 | 96.1 | 98.6 | 85.1 | — | |
| Baseline + Bag-of-Tricks (B-BOT)re-ranking=true, hyperparameter optimized=true2019.11 | 87.6 | 96 | 98.4 | 88.4 | — | |
| B-BOT + OSM lossre-ranking=true, hyperparameter optimized=true2019.11 | 87.6 | 95.7 | 98.5 | 88.1 | — | |
| Baselinere-ranking (RR)=true2020.11 | 87.5 | 95.4 | 98.5 | 88.1 | — | |
| STA (Fu et al., (2018))re-ranking=true2019.11 | 87.2 | 96.2 | 98.6 | 87.7 | — | |
| SCANOptical Flow=true2019.09 | 87.2 | 95.2 | 98.1 | 77.2 | — | |
| Baseline + Bag-of-Tricks (B-BOT)re-ranking=false, hyperparameter optimized=true2019.11 | 87.1 | 95.9 | 98.2 | 81.3 | — | |
| Baselinere-ranking (RR)=false2020.11 | 86.7 | 95 | 98.3 | 81.5 | — | |
| SCANOptical Flow=false2019.09 | 86.6 | 94.8 | 97.1 | 76.7 | — | |
| STA (Fu et al., (2018))re-ranking=false2019.11 | 86.3 | 95.7 | 98.1 | 80.8 | — | |
| B-BOT + OSM + CL Centersre-ranking=false, hyperparameter optimized=true2019.11 | 86.3 | 95.6 | 98.2 | 81.2 | — | |
| STA2019.09 | 86.3 | 95.7 | 98.1 | 80.8 | — | |
| SnippetOptical Flow=true2019.09 | 86.3 | 94.7 | — | 76.1 | — | |
| STA (Fu et al., (2018))re-ranking=false2019.11 | 86.2 | 95.7 | — | 81.2 | — | |
| Baseline (Gao and Nevatia, (2018))re-ranking=true2019.11 | 85 | 94.7 | 97.7 | 84.5 | — | |
| STMP2019.09 | 84.4 | 93.2 | 96.3 | 72.7 | — | |
| M3D2019.09 | 84.39 | 93.84 | 97.74 | 74.06 | — | |
| Baseline (Gao and Nevatia, (2018))re-ranking=false2019.11 | 83.3 | 93.8 | 97.4 | 76.7 | — | |
| STAN2019.09 | 82.3 | — | — | 65.8 | — | |
| STAL2019.09 | 82.2 | 92.8 | 98 | 73.5 | — | |
| Snippet2019.09 | 81.2 | 92.1 | — | 69.4 | — | |
| Baseline-1Rre-ranking (RR)=false2020.11 | 81.2 | 92.8 | 96.6 | 71.8 | — | |
| PersonVLAD2019.09 | 80.8 | 94.5 | 99 | 63.4 | — | |
| TRL+XQDA2019.09 | 80.5 | 91.8 | 96 | 69.1 | — | |
| PSE+ ECNRe-ranking=true, distance=rank-dist2017.11 | 76.7 | — | — | 71.8 | — | |
| PSE+ ECNRe-ranking=true, distance=orig-dist2017.11 | 75.5 | — | — | 68.6 | — | |
| PSE+ k-reciprocalRe-ranking=true2017.11 | 74.9 | — | — | 70.7 | — | |
| PSE+ rank-distRe-ranking=true, equation=Eq. 42017.11 | 74.9 | — | — | 67.7 | — | |
| IDE (R)+XQDA+k-reciprocalRe-ranking=true2017.11 | 73.9 | — | — | 68.5 | — | |
| RQEN2019.09 | 73.74 | 84.9 | 91.62 | 71.14 | — | |
| DSAN+KISSME2019.09 | 73.5 | 85 | 97.5 | — | — | |
| IDE (R)+KISSME+k-reciprocalRe-ranking=true2017.11 | 72.3 | — | — | 67.3 | — | |
| PSERe-ranking=false2017.11 | 72.1 | — | — | 56.9 | — | |
| Latent PartsRe-ranking=false2017.11 | 71.8 | — | — | 56.1 | — | |
| Our-FusionMetric learning method=XQDA, Feature representation=MSCAN Fusion, Query type=Single query2017.10 | 71.77 | 86.57 | 93.08 | 56.05 | — | |
| SDM2019.09 | 71.2 | 85.7 | 94.3 | — | — | |
| ForestRe-ranking=false2017.11 | 70.6 | — | — | 50.7 | — | |
| SeeForest2019.09 | 70.6 | 90 | 97.6 | 50.7 | — | |
| Our-FusionMetric learning method=KISSME, Feature representation=MSCAN Fusion, Query type=Single query2017.10 | 69.24 | 85.15 | 92.17 | 53 | — | |
| Our-FusionMetric learning method=Euclidean, Feature representation=MSCAN Fusion, Query type=Single query2017.10 | 68.38 | 84.19 | 91.52 | 51.13 | — | |
| AMOC+EFOptical Flow=true2019.09 | 68.3 | 81.4 | 90.6 | 52.9 | — | |
| Our-BodyMetric learning method=XQDA, Feature representation=MSCAN Body, Query type=Single query2017.10 | 68.23 | 83.99 | 92.17 | 51.82 | — | |
| Our-PartMetric learning method=XQDA, Feature representation=MSCAN Part, Query type=Single query2017.10 | 66.62 | 82.07 | 90.76 | 49.74 | — | |
| CNNMetric learning method=XQDA, Query type=Single query2017.10 | 65.3 | 82 | 89 | 47.6 | — | |
| IDE+XQDA2019.09 | 65.3 | 82 | 89 | 47.6 | — | |
| DGM+IDERe-ranking=false2017.11 | 65.2 | — | — | 46.8 | — | |
| CNNMetric learning method=KISSME, Query type=Single query2017.10 | 65 | 81.1 | 88.9 | 45.6 | — | |
| ResNet-50 BaselineRe-ranking=false2017.11 | 64.5 | — | — | 49.5 | — | |
| DBC (Ours)Labels=None2019.06 | 64.3 | 79.2 | — | 43.8 | 85.1 | |
| EUGVenue=TIP' 19, Labels=OneEx2019.06 | 62.8 | 75.2 | — | 42.6 | 80.4 | |
| EUG2019.09 | 62.67 | 74.94 | 82.57 | 42.45 | — | |
| BUCVenue=AAAI' 19, Labels=None2019.06 | 61.1 | 75.1 | — | 38 | 80 | |
| CNNMetric learning method=Euclidean, Query type=Single query2017.10 | 58.7 | 77.1 | 86.8 | 40.4 | — | |
| DALVenue=BMVC'18, Labels=OneEx2019.06 | 49.3 | 65.9 | — | 23 | 72.2 | |
| ASTPN2019.09 | 44 | 70 | 81 | — | — | |
| RACEVenue=ECCV'18, Labels=OneEx2019.06 | 43.2 | 57.1 | — | 24.5 | 62.1 | |
| StepwiseVenue=ICCV'17, Labels=OneEx2019.06 | 41.2 | 55.5 | — | 19.6 | — | |
| DGM+IDEVenue=ICCV'17, Labels=OneEx2019.06 | 36.8 | 54 | — | 16.8 | — | |
| OIMVenue=CVPR'17, Labels=None2019.06 | 33.7 | 48.1 | — | 13.5 | 54.8 |