Person Re-identification on DukeMTMC-reID to Market-1501 (test)
94.1Rank-1 AccSupervised learning (BOT)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Supervised learning (BOT)Protocol=Supervised2020.06 | 94.1 | 85.7 | — | — | |
| Post-A (Non-local)k=5002020.06 | 93.5 | 81 | 97.4 | 98.3 | |
| IDMCategory=Joint learning2022.05 | 93.2 | 82.8 | 97.5 | 98.1 | |
| Post-A (Non-local)k=7002020.06 | 93 | 78.8 | 97.2 | 98.3 | |
| RDSBN+MDIFCategory=Fine-tuning2022.05 | 92.9 | 81.5 | 97.6 | 98.4 | |
| LF2Category=Fine-tuning2022.05 | 92.8 | 83.2 | 97.8 | 98.4 | |
| FastReID-MLTBackbone=ResNet-50, Aggregation=Gem Pooling, Head=Bnneck2020.06 | 92.7 | 80.5 | — | — | |
| P2LRCategory=Fine-tuning2022.05 | 92.6 | 81 | 97.4 | 98.3 | |
| Pre-A (I-CBAM)k=5002020.06 | 92.2 | 78.8 | 97.1 | 98.1 | |
| GLTCategory=Fine-tuning2022.05 | 92.2 | 79.5 | 96.5 | 97.8 | |
| Pre-A (I-CBAM)k=9002020.06 | 91.9 | 75 | 97.1 | 98.1 | |
| UNRNCategory=Fine-tuning2022.05 | 91.9 | 78.1 | 96.1 | 97.8 | |
| Pre-A (I-CBAM)k=7002020.06 | 91.5 | 76.8 | 97.1 | 98.2 | |
| HCDCategory=Fine-tuning2022.05 | 91.5 | 80 | — | — | |
| Post-A (Non-local)k=9002020.06 | 91.4 | 73.8 | 96.5 | 97.7 | |
| MMTMt=900, Backbone=IBN-ResNet-502020.01 | 91.2 | 72.7 | 96.3 | 98 | |
| MMTMt=700, Backbone=IBN-ResNet-502020.01 | 91.1 | 74.5 | 96.5 | 98.2 | |
| MMTMt=500, Backbone=IBN-ResNet-502020.01 | 90.9 | 76.5 | 96.4 | 97.9 | |
| WaveBlockLearning Mode=Self-supervised2020.06 | 90.9 | 76.3 | 96.7 | 97.7 | |
| Dual-RefinementCategory=Fine-tuning2022.05 | 90.9 | 78 | 96.4 | 97.7 | |
| MEB-NetCategory=Fine-tuning2022.05 | 89.9 | 76 | 96 | 97.5 | |
| Co-teachingMt=500, Backbone=IBN-ResNet-502020.01 | 87.8 | 71.7 | 95 | 96.5 | |
| MMTMt=500, Backbone=ResNet-502020.01 | 87.7 | 71.2 | 94.9 | 96.9 | |
| MMT2020.06 | 87.7 | 71.2 | — | — | |
| MMTk=5002020.06 | 87.7 | 71.2 | 94.9 | 96.9 | |
| MMTCategory=Fine-tuning2022.05 | 87.7 | 71.2 | 94.9 | 96.9 | |
| MMTMt=700, Backbone=ResNet-502020.01 | 86.8 | 69 | 94.6 | 96.9 | |
| MMTMt=900, Backbone=ResNet-502020.01 | 86.8 | 66.2 | 94.9 | 96.6 | |
| MMTk=7002020.06 | 86.8 | 69 | 94.6 | 96.9 | |
| MMTk=9002020.06 | 86.8 | 66.2 | 94.9 | 96.6 | |
| JVTC+Category=Joint learning2022.05 | 86.8 | 67.2 | 95.2 | 97.1 | |
| AD-Cluster2020.04 | 86.7 | 68.3 | 94.4 | 96.5 | |
| AD-Cluster2020.06 | 86.7 | 68.3 | — | — | |
| AD-ClusterCategory=Fine-tuning2022.05 | 86.7 | 68.3 | 94.4 | 96.5 | |
| MPLP+MMCL2020.06 | 84.4 | 60.4 | — | — | |
| MMCLCategory=Joint learning2022.05 | 84.4 | 60.4 | 92.8 | 95 | |
| Co-teachingMt=500, Backbone=ResNet-502020.01 | 82.5 | 65.1 | 91.8 | 93.4 | |
| DG-Net++training=unsupervised cross-domain2020.07 | 82.1 | 61.7 | 90.2 | 92.7 | |
| ACT2019.12 | 80.5 | 60.6 | — | — | |
| SSG2020.01 | 80 | 58.3 | 90 | 92.4 | |
| SSGtraining=unsupervised cross-domain2020.07 | 80 | 58.3 | 90 | 92.4 | |
| SSG2020.06 | 80 | 58.3 | — | — | |
| SSGCategory=Fine-tuning2022.05 | 80 | 58.3 | 90 | 92.4 | |
| ADTCCategory=Fine-tuning2022.05 | 79.3 | 59.7 | 90.8 | 94.1 | |
| PCB-PAST2020.01 | 78.4 | 54.6 | — | — | |
| PCB-PAST2020.06 | 78.4 | 54.6 | — | — | |
| MUVAType=VLM-based2026.03 | 78.3 | 51.4 | — | — | |
| CR-GANtraining=unsupervised cross-domain2020.07 | 77.7 | 54 | 89.7 | 92.7 | |
| TransMatcherType=Image Matching, Input image size larger than 256x128=true2026.03 | 77.5 | 46.9 | — | — | |
| UDAP2020.01 | 75.8 | 53.7 | 89.5 | 93.2 | |
| UDAP2020.04 | 75.8 | 53.7 | 89.5 | 93.2 | |
| IPLtraining=unsupervised cross-domain2020.07 | 75.8 | 53.7 | 89.5 | 93.2 | |
| IGMGType=Normalization, Input image size larger than 256x128=true2026.03 | 75.8 | 42.1 | — | — | |
| CLIP-FGDIType=VLM-based, Input image size larger than 256x128=true2026.03 | 75.7 | 48.6 | — | — | |
| PDA-Net2020.01 | 75.2 | 47.6 | 86.3 | 90.2 | |
| PDAtraining=unsupervised cross-domain2020.07 | 75.2 | 47.6 | 86.3 | 90.2 | |
| PDA-Net2020.06 | 75.2 | 47.6 | — | — | |
| PDA-NetCategory=GAN transferring2022.05 | 75.2 | 47.6 | 86.3 | 90.2 | |
| ECN2019.12 | 75.1 | 43 | — | — | |
| ENC2020.01 | 75.1 | 43 | 87.6 | 91.6 | |
| ECN2020.04 | 75.1 | 43 | 87.6 | 91.6 | |
| ECNtraining=unsupervised cross-domain2020.07 | 75.1 | 43 | 87.6 | 91.6 | |
| ECN2020.06 | 75.1 | 43 | — | — | |
| ECNCategory=Joint learning2022.05 | 75.1 | 43 | 87.6 | 91.6 | |
| Theoryreproduced=true2019.12 | 74.1 | 52 | — | — | |
| LDUType=Normalization2026.03 | 73.2 | 42.3 | — | — | |
| CBNType=Normalization2026.03 | 72.7 | 43 | — | — | |
| QAConv-GSType=Image Matching, Input image size larger than 256x128=true2026.03 | 72.6 | 41.1 | — | — | |
| PATType=Part-based2026.03 | 71.9 | 45.2 | — | — | |
| DCACType=VLM-based2026.03 | 71.5 | 42.3 | — | — | |
| MTIType=Normalization2026.03 | 70.5 | 38.2 | — | — | |
| ARN2020.01 | 70.3 | 39.4 | 80.4 | 86.3 | |
| ARNtraining=unsupervised cross-domain2020.07 | 70.3 | 39.4 | 80.4 | 86.3 | |
| ARN2020.06 | 70.3 | 39.4 | — | — | |
| MDAType=Meta-Learning, Uses target domain data for test-time updating=true2026.03 | 70.3 | 38 | — | — | |
| IQAGA2026.01 | 70.2 | 36.3 | 84.4 | 88.4 | |
| DTIN-NetType=Normalization2026.03 | 69.8 | 37.4 | — | — | |
| MLFPType=Augmentation2026.03 | 69.7 | 36.9 | — | — | |
| MetaBINType=Meta-Learning2026.03 | 69.2 | 35.9 | — | — | |
| GN+SNRType=Normalization2026.03 | 68.5 | 36.9 | — | — | |
| SVILType=Normalization2026.03 | 67.9 | 35.1 | — | — | |
| CDCSAVenue=ACM.MM222026.01 | 66.8 | 34 | 82.1 | 87.9 | |
| BUC2020.01 | 66.2 | 38.3 | 79.6 | 84.5 | |
| SuA-SpMLType=Meta-Learning2026.03 | 65.8 | 36.3 | — | — | |
| Pre-trained BaselineBackbone=IBN-ResNet-502020.01 | 65.3 | 35.6 | 79.7 | 84.3 | |
| CALtraining=unsupervised cross-domain2020.07 | 64.3 | 34.5 | — | — | |
| GNType=Normalization2026.03 | 64.3 | 34.3 | — | — | |
| PGPPMVenue=IEEE.TMM202026.01 | 63.9 | 33.9 | 81.1 | 86.4 | |
| HHL2019.12 | 62.2 | 31.4 | — | — | |
| HHL2020.01 | 62.2 | 31.4 | 78.8 | 84 | |
| HHL2020.04 | 62.2 | 31.4 | 78.8 | 84 | |
| HHLtraining=unsupervised cross-domain2020.07 | 62.2 | 31.4 | 78.8 | 84 | |
| HHL2020.06 | 62.2 | 31.4 | — | — | |
| Pre-trained BaselineBackbone=ResNet-502020.01 | 61.9 | 31.8 | 76.4 | 82.2 | |
| CFSM2019.12 | 61.2 | 28.3 | — | — | |
| CFSM2020.01 | 61.2 | 28.3 | — | — | |
| UCDA-CCE2020.01 | 60.4 | 30.9 | — | — | |
| UCDA2020.06 | 60.4 | 30.9 | — | — | |
| XDEDBackbone=ResNet-502022.11 | 59 | 30.1 | — | — | |
| CamStyle2020.04 | 58.8 | 27.4 | 78.2 | 84.3 |