Person Re-identification on Market-1501 to DukeMTMC-reID (test)
86.2Rank-1Supervised learning (BOT)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Supervised learning (BOT)Protocol=Supervised2020.06 | 86.2 | — | — | 75.8 | |
| Post-A (Non-local)k=7002020.06 | 83.8 | 92.3 | 94 | 70.9 | |
| AWBAdaptation Stage=Post-A, Attention Module=Non-local2020.06 | 83.8 | 92.3 | 94 | 70.9 | |
| LF2Category=Fine-tuning2022.05 | 83.7 | 91.9 | 94.3 | 73.5 | |
| IDMCategory=Joint learning2022.05 | 83.6 | 91.5 | 93.7 | 70.5 | |
| Pre-A (I-CBAM)k=7002020.06 | 82.9 | 91.4 | 93.9 | 70 | |
| AWBAdaptation Stage=Pre-A, Attention Module=I-CBAM2020.06 | 82.9 | 91.4 | 93.9 | 70 | |
| FastReID-MLTBackbone=ResNet-50, Aggregation=Gem Pooling, Head=Bnneck2020.06 | 82.7 | — | — | 69.2 | |
| P2LRCategory=Fine-tuning2022.05 | 82.6 | 90.8 | 93.7 | 70.8 | |
| WaveBlockLearning Mode=Self-supervised2020.06 | 82.4 | 91.4 | 94 | 68.6 | |
| WaveBlock2020.06 | 82.4 | 91.4 | 94 | 68.6 | |
| Non-local2020.06 | 82.4 | 91 | 93.8 | 69.6 | |
| HCDCategory=Fine-tuning2022.05 | 82.2 | — | — | 70.1 | |
| Dual-RefinementCategory=Fine-tuning2022.05 | 82.1 | 90.1 | 92.5 | 67.7 | |
| UNRNCategory=Fine-tuning2022.05 | 82 | 90.7 | 93.5 | 69.1 | |
| GLTCategory=Fine-tuning2022.05 | 82 | 90.2 | 92.8 | 69.2 | |
| MMTMt=700, Backbone=IBN-ResNet-502020.01 | 81.8 | 91.2 | 93.4 | 68.7 | |
| Post-A (Non-local)k=9002020.06 | 81.8 | 91.3 | 93.5 | 69.5 | |
| Pre-A (I-CBAM)k=9002020.06 | 81.6 | 91.2 | 93.7 | 68.2 | |
| Post-A (Non-local)k=5002020.06 | 80.9 | 90.6 | 93 | 67.5 | |
| MMTMt=900, Backbone=IBN-ResNet-502020.01 | 80.8 | 90.3 | 93 | 67.3 | |
| JVTC+Category=Joint learning2022.05 | 80.4 | 89.9 | 92.2 | 66.5 | |
| RDSBN+MDIFCategory=Fine-tuning2022.05 | 80.3 | 89.1 | 92.6 | 66.6 | |
| Pre-A (I-CBAM)k=5002020.06 | 80.2 | 89.9 | 92.3 | 66.3 | |
| I-CBAM2020.06 | 80.2 | 90.3 | 93.3 | 67.8 | |
| MEB-NetCategory=Fine-tuning2022.05 | 79.6 | 88.3 | 92.2 | 66.1 | |
| MMTMt=500, Backbone=IBN-ResNet-502020.01 | 79.3 | 89.1 | 92.4 | 65.7 | |
| DG-Net++training=unsupervised cross-domain2020.07 | 78.9 | 87.8 | 90.4 | 63.8 | |
| MMTMt=700, Backbone=ResNet-502020.01 | 78 | 88.8 | 92.5 | 65.1 | |
| MMT2020.06 | 78 | — | — | 65.1 | |
| MMTk=7002020.06 | 78 | 88.8 | 92.5 | 65.1 | |
| MMT2020.06 | 78 | 88.8 | 92.5 | 65.1 | |
| MMTCategory=Fine-tuning2022.05 | 78 | 88.8 | 92.5 | 65.1 | |
| Co-teachingMt=500, Backbone=IBN-ResNet-502020.01 | 77.6 | 88 | 90.7 | 61.7 | |
| MMTMt=900, Backbone=ResNet-502020.01 | 77.4 | 88.1 | 92.5 | 63.1 | |
| MMTk=9002020.06 | 77.4 | 88.1 | 92.5 | 63.1 | |
| MMTMt=500, Backbone=ResNet-502020.01 | 76.8 | 88 | 92.2 | 63.1 | |
| MMTk=5002020.06 | 76.8 | 88 | 92.2 | 63.1 | |
| SNR2020.06 | 76.3 | — | — | 58.1 | |
| PMR-SADA2020.06 | 74.5 | 85.3 | 88.7 | 55.8 | |
| ECN++2020.06 | 74 | 83.7 | 87.4 | 54.4 | |
| BL+SOT+CAL-CCELearning Setting=Semi-supervised, Adversarial Strategy=CCE2019.04 | 73.7 | — | — | 49.6 | |
| SSG2020.01 | 73 | 80.6 | 83.2 | 53.4 | |
| SSGtraining=unsupervised cross-domain2020.07 | 73 | 80.6 | 83.2 | 53.4 | |
| SSG2020.06 | 73 | — | — | 53.4 | |
| SSG2020.06 | 73 | 80.6 | 83.2 | 53.4 | |
| SSGCategory=Fine-tuning2022.05 | 73 | 80.6 | 83.2 | 53.4 | |
| AD-Cluster2020.04 | 72.6 | 82.5 | 85.5 | 54.1 | |
| AD-Cluster2020.06 | 72.6 | — | — | 54.1 | |
| AD-cluster2020.06 | 72.6 | 82.5 | 85.5 | 54.1 | |
| AD-ClusterCategory=Fine-tuning2022.05 | 72.6 | 82.5 | 85.5 | 54.1 | |
| ACT2019.12 | 72.4 | — | — | 54.5 | |
| PCB-PAST2020.01 | 72.4 | — | — | 54.3 | |
| PCB-PAST2020.06 | 72.4 | — | — | 54.3 | |
| MPLP+MMCL2020.06 | 72.4 | — | — | 51.4 | |
| PCB-PAST2020.06 | 72.4 | — | — | 54.3 | |
| MMCL2020.06 | 72.4 | 82.9 | 85 | 51.4 | |
| ACT2020.06 | 72.4 | — | — | 54.5 | |
| MMCLCategory=Joint learning2022.05 | 72.4 | 82.9 | 85 | 51.4 | |
| BL+SOT+CAL-GRLLearning Setting=Semi-supervised, Adversarial Strategy=GRL2019.04 | 72.2 | — | — | 46.6 | |
| MUVAType=VLM-based2026.03 | 72.1 | — | — | 52 | |
| Co-teachingMt=500, Backbone=ResNet-502020.01 | 71.9 | 83.5 | 88.1 | 55.7 | |
| ADTCCategory=Fine-tuning2022.05 | 71.9 | 84.1 | 87.5 | 52.5 | |
| DCACType=VLM-based2026.03 | 69.1 | — | — | 49.5 | |
| CR-GANtraining=unsupervised cross-domain2020.07 | 68.9 | 80.2 | 84.7 | 48.6 | |
| CR-GAN2020.06 | 68.9 | 80.2 | 84.7 | 48.6 | |
| Oursdynamic_weight=enabled2018.07 | 68.4 | 80.1 | 83.5 | 49 | |
| UDAP2020.01 | 68.4 | 80.1 | 83.5 | 49 | |
| UDAP2020.04 | 68.4 | 80.1 | 83.5 | 49 | |
| IPLtraining=unsupervised cross-domain2020.07 | 68.4 | 80.1 | 83.5 | 49 | |
| UDAP2020.06 | 68.4 | 80.1 | 83.5 | 49 | |
| Ours w/o dwdynamic_weight=disabled2018.07 | 68.1 | 80.1 | 83.2 | 49 | |
| AE2020.06 | 67.9 | 79.2 | 83.6 | 46.7 | |
| PATType=Part-based2026.03 | 67.9 | — | — | 48.9 | |
| CDS2020.06 | 67.2 | 75.9 | 79.4 | 42.7 | |
| Theoryreproduced=true2019.12 | 67 | — | — | 48.4 | |
| IGMGType=Normalization, Input image size larger than 256x128=true2026.03 | 64.2 | — | — | 41.6 | |
| CLIP-FGDIType=VLM-based, Input image size larger than 256x128=true2026.03 | 64.1 | — | — | 41.6 | |
| BL+SOT+CAL-CCELearning Setting=Semi-supervised, Adversarial Strategy=CCE2019.04 | 64 | — | — | 45.6 | |
| TAUDLLearning Setting=Semi-supervised2019.04 | 63.7 | — | — | 41.2 | |
| ECN2019.12 | 63.3 | — | — | 40.4 | |
| ENC2020.01 | 63.3 | 75.8 | 80.4 | 40.4 | |
| ECN2020.04 | 63.3 | 75.8 | 80.4 | 40.4 | |
| ECNtraining=unsupervised cross-domain2020.07 | 63.3 | 75.8 | 80.4 | 40.4 | |
| ECN2020.06 | 63.3 | — | — | 40.4 | |
| ECN2020.06 | 63.3 | 75.8 | 80.4 | 40.4 | |
| ECNCategory=Joint learning2022.05 | 63.3 | 75.8 | 80.4 | 40.4 | |
| PDA-Net2020.01 | 63.2 | 77 | 82.5 | 45.1 | |
| PDAtraining=unsupervised cross-domain2020.07 | 63.2 | 77 | 82.5 | 45.1 | |
| PDA-Net2020.06 | 63.2 | — | — | 45.1 | |
| PDA-Net2020.06 | 63.2 | 77 | 82.5 | 45.1 | |
| PDA-NetCategory=GAN transferring2022.05 | 63.2 | 77 | 82.5 | 45.1 | |
| BL+SOT+CAL-GRLLearning Setting=Semi-supervised, Adversarial Strategy=GRL2019.04 | 62 | — | — | 44.3 | |
| TransMatcherType=Image Matching, Input image size larger than 256x128=true2026.03 | 61.8 | — | — | 42.6 | |
| TAUDLLearning Setting=Semi-supervised2019.04 | 61.7 | — | — | 43.5 | |
| MLFPType=Augmentation2026.03 | 60.8 | — | — | 38.8 | |
| QAConv-GSType=Image Matching, Input image size larger than 256x128=true2026.03 | 60.5 | — | — | 39.3 | |
| ARN2018.07 | 60.2 | 73.9 | 79.5 | 33.4 | |
| ARN2020.01 | 60.2 | 73.9 | 79.5 | 33.4 | |
| ARNtraining=unsupervised cross-domain2020.07 | 60.2 | 73.9 | 79.5 | 33.4 |