Person Re-Identification on Occluded-DukeMTMC
71.3Rank-1 AccBPBreID
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| BPBreIDArchitecture Type=CNN2024.10 | 71.3 | — | — | 57.5 | |
| DDRNArchitecture Type=Transformer2024.10 | 71.3 | — | — | 62.4 | |
| FRTArchitecture Type=Transformer2024.10 | 70.7 | — | — | 61.3 | |
| KWFWeighting strategy=Inverse Distance Power (p = 2)2025.09 | 70.7 | — | — | 52.2 | |
| DPEFormerBackbone=Transformer, External information utilization=false2024.02 | 69.9 | — | — | 58.9 | |
| DPMArchitecture Type=Transformer2024.10 | 69.9 | — | — | 60.7 | |
| FEDBackbone=Transformer, External information utilization=false2024.02 | 68.1 | — | — | 56.4 | |
| FEDArchitecture Type=Transformer2024.10 | 68.1 | — | — | 56.4 | |
| PRE-NetBackbone=CNN, External information utilization=false2024.02 | 67.1 | — | — | 54.3 | |
| KWFWeighting strategy=Exponential Decay2025.09 | 66.9 | — | — | 55.3 | |
| SSGRArchitecture Type=CNN2024.10 | 65.8 | — | — | 57.2 | |
| KWFWeighting strategy=Uniform2025.09 | 65.2 | — | — | 54.8 | |
| DRL-NetBackbone=Transformer, External information utilization=false2024.02 | 65 | — | — | 50.8 | |
| PATBackbone=CNN, External information utilization=false2024.02 | 64.5 | — | — | 53.6 | |
| PATArchitecture Type=Transformer2024.10 | 64.5 | — | — | 53.6 | |
| LDSArchitecture Type=CNN2024.10 | 64.3 | — | — | 55.7 | |
| TransReIDArchitecture Type=Transformer2024.10 | 64.2 | — | — | 55.7 | |
| GCR2025.09 | 63.6 | — | — | 64.3 | |
| ISPArchitecture Type=CNN2024.10 | 62.8 | — | — | 52.3 | |
| OAMNBackbone=CNN, External information utilization=false2024.02 | 62.6 | — | — | 46.1 | |
| OAMNArchitecture Type=CNN2024.10 | 62.6 | — | — | 46.1 | |
| Vit BaselineArchitecture Type=Transformer2024.10 | 61.1 | — | — | 53.1 | |
| MOSBackbone=CNN, External information utilization=false2024.02 | 61 | — | — | 49.2 | |
| PirtArchitecture Type=CNN2024.10 | 60 | — | — | 50.9 | |
| GNN2025.09 | 59.3 | — | — | 61.5 | |
| k-reciprocal2025.09 | 58.5 | — | — | 60.3 | |
| AQE2025.09 | 58.3 | — | — | 55.7 | |
| α-QE2025.09 | 57.9 | — | — | 55.6 | |
| MMNetBackbone=CNN, External information utilization=false2024.02 | 56.1 | — | — | 50.1 | |
| HOREIDBackbone=CNN, External information utilization=true2024.02 | 55.1 | — | — | 43.8 | |
| HOREIDArchitecture Type=CNN2024.10 | 55.1 | — | — | 43.8 | |
| PGFABackbone=CNN, External information utilization=true2024.02 | 51.4 | — | — | 37.3 | |
| PGFAArchitecture Type=CNN2024.10 | 51.4 | — | — | 37.3 | |
| BoT Baseline2025.09 | 48.7 | — | — | 42.6 | |
| PVPMBackbone=CNN, External information utilization=true2024.02 | 47 | — | — | 37.7 | |
| PVPMArchitecture Type=CNN2024.10 | 47 | — | — | 37.7 | |
| Adver OccludedBackbone=CNN, External information utilization=false2024.02 | 44.5 | — | — | 32.2 | |
| PCBBackbone=CNN, External information utilization=false2024.02 | 42.6 | — | — | 33.7 | |
| PCBArchitecture Type=CNN2024.10 | 42.6 | — | — | 33.7 | |
| SFRBackbone=CNN, External information utilization=false2024.02 | 42.3 | — | — | 32 | |
| SFRArchitecture Type=CNN2024.10 | 42.3 | — | — | 32 | |
| FD-GANBackbone=CNN, External information utilization=true2024.02 | 40.8 | — | — | — | |
| DSRBackbone=CNN, External information utilization=false2024.02 | 40.8 | — | — | 30.4 | |
| DSRArchitecture Type=CNN2024.10 | 40.8 | — | — | 30.4 | |
| FD-GANArchitecture Type=CNN2024.10 | 40.8 | — | — | — | |
| REArchitecture Type=CNN2024.10 | 40.5 | — | — | 30 | |
| Part BilinearBackbone=CNN, External information utilization=true2024.02 | 36.9 | — | — | — | |
| HACNNBackbone=CNN, External information utilization=false2024.02 | 34.4 | — | — | 26 | |
| Part AlignedBackbone=CNN, External information utilization=false2024.02 | 28.8 | — | — | 20.2 | |
| MHSA-Net*K=8, Note=Only use the key local feature p*(x) from MHSAB+ACM2020.08 | 0.597 | 0.743 | 0.795 | 0.448 | |
| MHSA-NetK=82020.08 | 0.582 | 0.732 | 0.784 | 0.431 | |
| PVPM+Aug2020.08 | 0.573 | 0.726 | 0.772 | 0.457 | |
| MHSA-Net-K=8, Note=Drop Lce in training2020.08 | 0.554 | 0.702 | 0.764 | 0.424 | |
| HOREID2020.08 | 0.551 | — | — | 0.438 | |
| PGFA2020.08 | 0.514 | 0.686 | 0.749 | 0.373 | |
| Adver Occluded2020.08 | 0.445 | — | — | 0.322 | |
| PCB2020.08 | 0.426 | 0.571 | 0.629 | 0.337 | |
| SFR2020.08 | 0.423 | 0.603 | 0.673 | 0.32 | |
| FD-GAN2020.08 | 0.408 | — | — | — | |
| DSR2020.08 | 0.408 | 0.582 | 0.652 | 0.304 | |
| Random Erasing2020.08 | 0.405 | 0.596 | 0.668 | 0.3 | |
| Baseline2020.08 | 0.389 | 0.535 | 0.601 | 0.256 | |
| Part Bilinear2020.08 | 0.369 | — | — | — | |
| HA-CNN2020.08 | 0.344 | 0.519 | 0.594 | 0.26 |