| Self-Supervised Pre-Training for Transformer-Based Person Re-Identification | ✓ Link | 89.6 | 95.3 | | | TransReID-SSL (ViTi-S) | 2021-11-23 |
| Transformer Based Multi-Grained Features for Unsupervised Person Re-Identification | ✓ Link | 89.5 | 95.5 | 98.0 | 98.7 | TMGF | 2022-11-22 |
| Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification | ✓ Link | 88.4 | 94.8 | 98.0 | 98.7 | PCL-CLIP (O2CAP) | 2023-10-26 |
| Self-Supervised Pre-Training for Transformer-Based Person Re-Identification | ✓ Link | 88.2 | 94.2 | | | TransReID-SSL (ViT-S) | 2021-11-23 |
| Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification | ✓ Link | 87.4 | 93.9 | 97.7 | 98.5 | PCL-CLIP (CAP) | 2023-10-26 |
| Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification | ✓ Link | 86.9 | 94.2 | 97.8 | 98.7 | PCL-CLIP (CC) | 2023-10-26 |
| CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification | ✓ Link | 86.1 | 94.4 | 97.9 | 98.7 | CA-Jaccard | 2023-11-17 |
| Part-based Pseudo Label Refinement for Unsupervised Person Re-identification | ✓ Link | 84.4 | 94.3 | 97.8 | 98.6 | PPLR | 2022-03-28 |
| Hard-sample Guided Hybrid Contrast Learning for Unsupervised Person Re-Identification | ✓ Link | 84.2 | 93.4 | 97.7 | 98.5 | HHCL(ResNet50 w/o RK) | 2021-09-25 |
| Cluster Contrast for Unsupervised Person Re-Identification | ✓ Link | 83 | 92.9 | 97.2 | 98 | Cluster Contrast | 2021-03-22 |
| ICE: Inter-instance Contrastive Encoding for Unsupervised Person Re-identification | ✓ Link | 82.3 | 93.8 | 97.6 | 98.4 | ICE | 2021-03-30 |
| Cluster-guided Asymmetric Contrastive Learning for Unsupervised Person Re-Identification | ✓ Link | 80.9 | 92.7 | 97.4 | 98.5 | CACL | 2021-06-15 |
| Hybrid Contrastive Learning with Cluster Ensemble for Unsupervised Person Re-identification | | 79.6 | 92.1 | | | MGCE-HCL | 2022-01-28 |
| Rethinking Sampling Strategies for Unsupervised Person Re-identification | ✓ Link | 79.2 | 92.3 | 96.6 | 97.8 | Group Sampling | 2021-07-07 |
| Camera-aware Proxies for Unsupervised Person Re-Identification | ✓ Link | 79.2 | 91.4 | 96.3 | 97.7 | CAP | 2020-12-19 |
| Intra-Inter Camera Similarity for Unsupervised Person Re-Identification | ✓ Link | 72.9 | 89.5 | 95.2 | 97.0 | IICS | 2021-03-22 |
| Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID | ✓ Link | 72.6 | 87.7 | 95.2 | 96.9 | SpCL | 2020-06-04 |
| Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification | ✓ Link | 71.5 | 87.5 | 95.2 | 96.8 | Self-Similarity Grouping (one shot) | 2018-11-26 |
| Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification | ✓ Link | 43 | 75.1 | 87.6 | 91.6 | ECN | 2019-04-03 |
| Towards better Validity: Dispersion based Clustering for Unsupervised Person Re-identification | ✓ Link | 41.3 | 69.2 | 83 | 87.8 | Dispersion based Clustering | 2019-06-04 |
| Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification | ✓ Link | 26.7 | 57.7 | 75.8 | 82.4 | SPGAN+LMP | 2017-11-19 |
| Unsupervised Person Re-identification: Clustering and Fine-tuning | ✓ Link | 20.5 | 45.5 | 60.7 | 66.7 | PUL | 2017-05-30 |
| Self-Supervised Pre-Training for Transformer-Based Person Re-Identification | ✓ Link | | 95.3 | | | TransReID-SSL (ViT-S w/o RK) | 2021-11-23 |