| Person Re-identification with Deep Similarity-Guided Graph Neural Network | | 94.3 | | | | Proposed SGGNN | 2018-07-26 |
| Rethinking Person Re-identification from a Projection-on-Prototypes Perspective | | 91.9 | 90.6 | | | ProNet++ (ResNet50+RK) | 2023-08-21 |
| FD-GAN: Pose-guided Feature Distilling GAN for Robust Person Re-identification | ✓ Link | 91.3 | 92.6 | | | FD-GAN | 2018-10-06 |
| Unlabeled Samples Generated by GAN Improve the Person Re-identification Baseline in vitro | ✓ Link | 87.4 | 84.6 | | | VI+LSRO 3 | 2017-01-26 |
| A Discriminatively Learned CNN Embedding for Person Re-identification | ✓ Link | 86.4 | 83.4 | | | DLCE | 2016-11-17 |
| UniHCP: A Unified Model for Human-Centric Perceptions | ✓ Link | 83.1 | | | | UniHCP (finetune) | 2023-03-06 |
| Rethinking Person Re-identification from a Projection-on-Prototypes Perspective | | 82.7 | 85.2 | | | ProNet++ | 2023-08-21 |
| Large-Scale Pre-training for Person Re-identification with Noisy Labels | ✓ Link | 82.3 | 84.7 | | | Weakly Supervised Pre-training (ResNet50+BDB) | 2022-03-30 |
| Unsupervised Pre-training for Person Re-identification | ✓ Link | 79.6 | 81.9 | | | Unsupervised Pre-training (ResNet50+BDB) | 2020-12-07 |
| Joint Detection and Identification Feature Learning for Person Search | ✓ Link | 72.5 | 77.5 | | | OIM Loss 45 | 2016-04-07 |
| Omni-Scale Feature Learning for Person Re-Identification | ✓ Link | 67.8 | | | | OSNet | 2019-05-02 |
| Re-ranking Person Re-identification with k-reciprocal Encoding | | 67.6 | 61.6 | | | k-reciprocal 46 | 2017-01-29 |
| Joint Discriminative and Generative Learning for Person Re-identification | ✓ Link | 61.1 | 65.6 | | | DG-Net | 2019-04-15 |
| Unsupervised Tracklet Person Re-Identification | ✓ Link | 42.3 | 56.3 | | | UTAL | 2019-03-01 |
| Harmonious Attention Network for Person Re-Identification | ✓ Link | 38.6 | 41.7 | | | HA-CNN | 2018-02-22 |
| AlignedReID: Surpassing Human-Level Performance in Person Re-Identification | ✓ Link | | 97.8 | 99.6 | 99.8 | AlignedReID (RK) | 2017-11-22 |
| Deep Constrained Dominant Sets for Person Re-identification | ✓ Link | | 95.8 | 99.1 | | Deep Constrained Dominant Sets | 2019-04-25 |
| In Defense of the Triplet Loss for Person Re-Identification | ✓ Link | | 89.63 | 99.01 | | TriNet | 2017-03-22 |
| Adaptively Connected Neural Networks | ✓ Link | | 64.8 | | | TriNet + Era + Reranking (ACNet, bs=32) | 2019-04-07 |