Unsupervised Person Re-Identification 벤치마크
Unsupervised Person Re-Identification on MSMT17->DukeMTMC-reID
Rank-1
- 2017-11-19 — SPGAN: Rank-1 46.4
- 2019-04-15 — DGNet: Rank-1 61.89
- 2019-10-15 — OSNet-AIN: Rank-1 70.1
| Rank | Model | Rank-1 | Rank-10 | Rank-5 | mAP | Paper | Code | Year |
|---|---|---|---|---|---|---|---|---|
| 1 | OSNet-AIN | 70.1 | 88.6 | 84.1 | 43.3 | Learning Generalisable Omni-Scale Representations for Person Re-Identification | KaiyangZhou/deep-person-reid · openvinotoolkit/deep-object-reid · jacobtyo/mudd · +6 | 2019 |
| 2 | DGNet | 61.89 | 75.81 | 80.34 | 40.69 | Joint Discriminative and Generative Learning for Person Re-identification | layumi/Person_reID_baseline_pytorch · NVlabs/DG-Net · youwenjing/reid_mgn-dgnet · +9 | 2019 |
| 3 | SPGAN | 46.4 | 68.0 | 62.3 | 26.2 | Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification | thuml/Transfer-Learning-Library · Simon4Yan/Learning-via-Translation | 2017 |
| 4 | OGNet | 35.3 | – | – | 19.3 | Parameter-Efficient Person Re-identification in the 3D Space | layumi/person-reid-3d | 2020 |