| CLIP-ReID: Exploiting Vision-Language Model for Image Re-Identification without Concrete Text Labels | ✓ Link | 86.7 | 91.2 | | | CLIP-ReID (with re-ranking) | 2022-11-25 |
| Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks | ✓ Link | 86.5 | 91.7 | | | SOLIDER (with re-ranking) | 2023-03-30 |
| FlipReID: Closing the Gap between Training and Inference in Person Re-Identification | ✓ Link | 81.3 | 87.5 | | | FlipReID (with re-ranking) | 2021-05-12 |
| Rethinking Person Re-identification from a Projection-on-Prototypes Perspective | | 80 | 88.2 | | | ProNet++ (ResNet50+RK) | 2023-08-21 |
| Learning to Disentangle Scenes for Person Re-identification | ✓ Link | 79.09 | 88.35 | | | LDS (ResNet50+RK) | 2021-11-10 |
| Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks | ✓ Link | 77.1 | 90.7 | | | SOLIDER (without re-ranking) | 2023-03-30 |
| Adaptive L2 Regularization in Person Re-Identification | ✓ Link | 76.7 | 84.9 | | | Adaptive L2 Regularization (with re-ranking) | 2020-07-15 |
| Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification | ✓ Link | 76.1 | 89.8 | 96.0 | 94.7 | PCL-CLIP (L_pcl+L_id) | 2023-10-26 |
| CLIP-ReID: Exploiting Vision-Language Model for Image Re-Identification without Concrete Text Labels | ✓ Link | 75.8 | 89.7 | | | CLIP-ReID (without re-ranking) | 2022-11-25 |
| Self-Supervised Pre-Training for Transformer-Based Person Re-Identification | ✓ Link | 75.0 | 89.5 | | | TransReID-SSL (ViT-B without RK) | 2021-11-23 |
| CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification | ✓ Link | 74.1 | 86.2 | | 90.5 | CA-Jaccard | 2023-11-17 |
| Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification | ✓ Link | 73.8 | 89.2 | 95.8 | 94.7 | PCL-CLIP (L_pcl) | 2023-10-26 |
| DiP: Learning Discriminative Implicit Parts for Person Re-Identification | ✓ Link | 71.8 | 87.3 | | | DiP (without RK) | 2022-12-24 |
| TransReID: Transformer-based Object Re-Identification | ✓ Link | 69.40 | 86.20 | | | TransReID | 2021-02-08 |
| Unsupervised Pre-training for Person Re-identification | ✓ Link | 68.8 | 86.6 | | | Unsupervised Pre-training (ResNet101+MGN) | 2020-12-07 |
| Large-Scale Pre-training for Person Re-identification with Noisy Labels | ✓ Link | 68.0 | 86.0 | | | Weakly Supervised Pre-training (ResNet50+MGN) | 2022-03-30 |
| FlipReID: Closing the Gap between Training and Inference in Person Re-Identification | ✓ Link | 68.0 | 85.6 | | | FlipReID (without re-ranking) | 2021-05-12 |
| Enhancing person re-identification via Uncertainty Feature Fusion Method and Auto-weighted Measure Combination | ✓ Link | 67.6 | 83.8 | | | CLIP-ReID Baseline + UFFM +AMC | 2024-05-02 |
| Deep Miner: A Deep and Multi-branch Network which Mines Rich and Diverse Features for Person Re-identification | ✓ Link | 67.30 | 85.60 | | | Deep Miner (w/o ReRank) | 2021-02-18 |
| UniHCP: A Unified Model for Human-Centric Perceptions | ✓ Link | 67.3 | | | | UniHCP (finetune) | 2023-03-06 |
| Eliminate Deviation with Deviation for Data Augmentation and a General Multi-modal Data Learning Method | ✓ Link | 65.9 | 86.2 | | | RGT&RGPR(without RK) | 2021-01-21 |
| Rethinking Person Re-identification from a Projection-on-Prototypes Perspective | | 65.5 | 85.4 | | | ProNet++ | 2023-08-21 |
| GiT: Graph Interactive Transformer for Vehicle Re-identification | | 64.8 | 85.6 | | | GiT | 2021-07-12 |
| Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification | ✓ Link | 64 | 84.2 | | | CAL(ResNet50) | 2021-08-19 |
| ReMix: Training Generalized Person Re-identification on a Mixture of Data | | 63.9 | 84.8 | | | ReMix | 2024-10-29 |
| Person Re-identification via Attention Pyramid | ✓ Link | 63.5 | 83.7 | | | APNet-C(ResNet50) | 2021-08-11 |
| Multi-task Learning with Coarse Priors for Robust Part-aware Person Re-identification | ✓ Link | 62.7 | 83.5 | | | MPN (without re-ranking) | 2020-03-18 |
| Enhancing person re-identification via Uncertainty Feature Fusion Method and Auto-weighted Measure Combination | ✓ Link | 62.3 | 82.0 | | | BoT+UFFM+AMC | 2024-05-02 |
| Adaptive L2 Regularization in Person Re-Identification | ✓ Link | 62.2 | 81.7 | | | Adaptive L2 Regularization (without re-ranking) | 2020-07-15 |
| Devil's in the Details: Aligning Visual Clues for Conditional Embedding in Person Re-Identification | ✓ Link | 62.00 | 83.54 | | | CACENET (ResNet50 w/o RR) | 2020-09-11 |
| ABD-Net: Attentive but Diverse Person Re-Identification | ✓ Link | 60.8 | 82.3 | | | ABD-Net (ResNet-50) | 2019-08-03 |
| MSINet: Twins Contrastive Search of Multi-Scale Interaction for Object ReID | ✓ Link | 59.6 | 81 | | | MSINet (2.3M w/o RK) | 2023-03-13 |
| Omni-Scale Feature Learning for Person Re-Identification | ✓ Link | 52.9 | 78.7 | | | OSNet | 2019-05-02 |
| Joint Discriminative and Generative Learning for Person Re-identification | ✓ Link | 52.3 | 77.2 | 90.5 | 87.4 | DG-Net | 2019-04-15 |
| Circle Loss: A Unified Perspective of Pair Similarity Optimization | ✓ Link | 52.1 | 76.9 | | | MGN + CircleLoss(ours) | 2020-02-25 |
| Circle Loss: A Unified Perspective of Pair Similarity Optimization | ✓ Link | 50.2 | 76.3 | | | ResNet50 + CircleLoss(ours) | 2020-02-25 |
| Building Computationally Efficient and Well-Generalizing Person Re-Identification Models with Metric Learning | ✓ Link | 48.66 | 77.97 | | | OSNet-IAP 1.0x | 2020-03-17 |
| Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization | ✓ Link | 42.9 | 72.8 | | | CBN | 2020-01-23 |
| A Discriminatively Learned CNN Embedding for Person Re-identification | ✓ Link | 31.58 | 60.48 | | | DLCE | 2016-11-17 |
| Parameter-Efficient Person Re-identification in the 3D Space | ✓ Link | 23.01 | 47.71 | | | OGNet | 2020-06-08 |
| Unsupervised Tracklet Person Re-Identification | ✓ Link | 13.1 | 31.4 | | | UTAL | 2019-03-01 |
| Unsupervised Person Re-identification by Deep Learning Tracklet Association | | 12.5 | | | | TAUDL | 2018-09-08 |
| Self-Supervised Pre-Training for Transformer-Based Person Re-Identification | ✓ Link | | 89.6 | | | TransReID-SSL (without RK) | 2021-11-23 |