| Dense Interaction Learning for Video-based Person Re-identification | | 97.1 | | | | | | DenseIL | 2021-03-16 |
| On the Unreasonable Effectiveness of Centroids in Image Retrieval | ✓ Link | 96.1 | 95.6 | 96.2 | 97.9 | | | CTL Model (ResNet50, 256x128) | 2021-04-28 |
| Body Part-Based Representation Learning for Occluded Person Re-Identification | ✓ Link | 92.9 | 93.9 | | | | | BPBreID (RK) | 2022-11-07 |
| Unsupervised Pre-training for Person Re-identification | ✓ Link | 92.77 | 93.99 | | | | | Unsupervised Pre-training (ResNet101+RK) | 2020-12-07 |
| Spatial-Temporal Person Re-identification | ✓ Link | 92.7 | 94.5 | | | | | st-ReID(RE, RK,Cam) | 2018-12-08 |
| Eliminate Deviation with Deviation for Data Augmentation and a General Multi-modal Data Learning Method | ✓ Link | 92.7 | 94.3 | | | | | RGT&RGPR (RK) | 2021-01-21 |
| Viewpoint-Aware Loss with Angular Regularization for Person Re-Identification | ✓ Link | 91.8 | 93.9 | 96.5 | | | | Viewpoint-Aware Loss(RK) | 2019-12-03 |
| Learning to Disentangle Scenes for Person Re-identification | ✓ Link | 91.0 | 92.91 | | | | | LDS (ResNet50 + RK) | 2021-11-10 |
| FlipReID: Closing the Gap between Training and Inference in Person Re-Identification | ✓ Link | 90.7 | 93.0 | | | | | FlipReID (with re-ranking) | 2021-05-12 |
| Adaptive L2 Regularization in Person Re-Identification | ✓ Link | 90.7 | 92.2 | | | | | Adaptive L2 Regularization (with re-ranking) | 2020-07-15 |
| Deep Attention Aware Feature Learning for Person Re-Identification | ✓ Link | 89.6 | 91.7 | | | | | DAAF-BoT(RK) | 2020-03-01 |
| Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification Systems | ✓ Link | 89.2 | 93.5 | 96.1 | | | | RPTM | 2021-10-15 |
| Auto-ReID: Searching for a Part-aware ConvNet for Person Re-Identification | ✓ Link | 89.2 | 91.4 | | | | | Auto-ReID(RK) | 2019-03-23 |
| Bag of Tricks and A Strong Baseline for Deep Person Re-identification | ✓ Link | 89.1 | 90.2 | | | | | BoT Baseline(RK) | 2019-03-17 |
| Learning Instance-level Spatial-Temporal Patterns for Person Re-identification | ✓ Link | 89.1 | | | | | | st-ReID+InSTD | 2021-07-31 |
| Top-DB-Net: Top DropBlock for Activation Enhancement in Person Re-Identification | ✓ Link | 88.6 | 90.9 | | | | | Top-DB-Net + RK | 2020-10-12 |
| Joint Discriminative and Generative Learning for Person Re-identification | ✓ Link | 88.31 | 90.26 | | | | | DG-Net(RK) | 2019-04-15 |
| Aggregating Deep Pyramidal Representations for Person Re-Idenfitication | ✓ Link | 87.7 | 90.3 | | | | | PyrNet (+ReRank) | 2019-06-20 |
| Deep Constrained Dominant Sets for Person Re-identification | ✓ Link | 86.1 | 88.5 | | | | | Deep Constrained Dominant Sets | 2019-04-25 |
| Parameter-Free Spatial Attention Network for Person Re-Identification | ✓ Link | 85.9 | 89.0 | | | | | Parameter-Free Spatial Attention | 2018-11-29 |
| DiP: Learning Discriminative Implicit Parts for Person Re-Identification | ✓ Link | 85.2 | 91.7 | | | | | DiP (without RK) | 2022-12-24 |
| Enhancing person re-identification via Uncertainty Feature Fusion Method and Auto-weighted Measure Combination | ✓ Link | 85.0 | 91.3 | | | | | CLIP-ReID Baseline+UFFM+AMC | 2024-05-02 |
| Large-Scale Pre-training for Person Re-identification with Noisy Labels | ✓ Link | 84.3 | 92.0 | | | | | Weakly Supervised Pre-training (ResNet50+MGN) | 2022-03-30 |
| Body Part-Based Representation Learning for Occluded Person Re-Identification | ✓ Link | 84.2 | 92.4 | | | | | BPBreID | 2022-11-07 |
| Unsupervised Pre-training for Person Re-identification | ✓ Link | 84.1 | 91.9 | | | | | Unsupervised Pre-training (ResNet101+MGN) | 2020-12-07 |
| Improved Person Re-Identification Based on Saliency and Semantic Parsing with Deep Neural Network Models | ✓ Link | 83.7 | 86.4 | | | | | SSP-ReID (RR) | 2018-07-15 |
| Image-Based and Partially Categorical Annotating Approach for Pedestrian Attribute Recognition | ✓ Link | 83.58 | 94.39 | 96.45 | 96.90 | 94.39 | 96.45 | MBNET | 2023-02-28 |
| CLIP-ReID: Exploiting Vision-Language Model for Image Re-Identification without Concrete Text Labels | ✓ Link | 83.1 | 90.8 | | | | | CLIP-ReID (without re-ranking) | 2022-11-25 |
| FPB: Feature Pyramid Branch for Person Re-Identification | ✓ Link | 82.9 | 91.2 | | | | | FPB | 2021-08-04 |
| Template-Aware Transformer for Person Reidentification | ✓ Link | 82.5 | 91.5 | | | | | TAT | 2022-04-01 |
| TransReID: Transformer-based Object Re-Identification | ✓ Link | 82.1 | 91.1 | | | | | TransReID (w/o RK) | 2021-02-08 |
| Multi-task Learning with Coarse Priors for Robust Part-aware Person Re-identification | ✓ Link | 82 | 91.5 | | | | | MPN (without re-ranking) | 2020-03-18 |
| Cluster-level Feature Alignment for Person Re-identification | ✓ Link | 81.84 | 91.11 | | | | | Cluster-level Alignment (Resnet50 w/o RK) | 2020-08-15 |
| Deep Miner: A Deep and Multi-branch Network which Mines Rich and Diverse Features for Person Re-identification | ✓ Link | 81.80 | 91.20 | | | | | Deep Miner (w/o ReRank) | 2021-02-18 |
| PLIP: Language-Image Pre-training for Person Representation Learning | ✓ Link | 81.7 | | | | | | PLIP-RN50-MGN | 2023-05-15 |
| FlipReID: Closing the Gap between Training and Inference in Person Re-Identification | ✓ Link | 81.5 | 90.9 | | | | | FlipReID (without re-ranking) | 2021-05-12 |
| Person Re-identification via Attention Pyramid | ✓ Link | 81.5 | 90.4 | | | | | APNet-C | 2021-08-11 |
| Devil's in the Details: Aligning Visual Clues for Conditional Embedding in Person Re-Identification | ✓ Link | 81.29 | 90.89 | | | | | CACENET (ResNet50 w/o RK) | 2020-09-11 |
| Learning Diverse Features with Part-Level Resolution for Person Re-Identification | ✓ Link | 81.2 | 91.6 | | | | | PLR-OSNet | 2020-01-21 |
| Adaptive L2 Regularization in Person Re-Identification | ✓ Link | 81.0 | 90.2 | | | | | Adaptive L2 Regularization (without re-ranking) | 2020-07-15 |
| Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification | ✓ Link | 80.5 | 90 | | | | | CAL | 2021-08-19 |
| Compact Network Training for Person ReID | | 80.3 | 89.8 | | | | | Compact-ReID (6.4M w/o RK) | 2019-10-15 |
| Identity-Guided Human Semantic Parsing for Person Re-Identification | ✓ Link | 80 | 89.6 | 95.5 | | | | ISP | 2020-07-27 |
| Resource Aware Person Re-identification across Multiple Resolutions | ✓ Link | 80.0 | 84.4 | | | | | DaRe(De)+RE+RR [wang2018resource] | 2018-05-22 |
| ReMix: Training Generalized Person Re-identification on a Mixture of Data | | 79.8 | 89.6 | | | | | ReMix | 2024-10-29 |
| A Pose-Sensitive Embedding for Person Re-Identification with Expanded Cross Neighborhood Re-Ranking | ✓ Link | 79.8 | 85.2 | | | | | PSE+ ECN (rank-dist) | 2017-11-28 |
| Learning Disentangled Representation for Robust Person Re-identification | ✓ Link | 79.5 | 90.0 | | | | | IS-GAN | 2019-10-26 |
| Explainable Person Re-Identification with Attribute-guided Metric Distillation | ✓ Link | 79.1 | 90.2 | | | | | + Re-weighting | 2021-03-02 |
| A Strong Baseline and Batch Normalization Neck for Deep Person Re-identification | ✓ Link | 79.1 | 90.1 | | | | | ReID strong baseline (IBN-Net50-a) | 2019-06-19 |
| Pyramidal Person Re-IDentification via Multi-Loss Dynamic Training | ✓ Link | 79.0 | 89.0 | | | | | Pyramid (CVPR'19) | 2018-10-29 |
| Compact Network Training for Person ReID | | 78.9 | 88.8 | | | | | Compact-ReID (2.9M w/o RK) | 2019-10-15 |
| Graph-based Person Signature for Person Re-Identifications | ✓ Link | 78.7 | 88.2 | 95.2 | 96.7 | | | GPS (without re-ranking) | 2021-04-14 |
| ABD-Net: Attentive but Diverse Person Re-Identification | ✓ Link | 78.59 | 89.0 | | | | | ABD-Net (ResNet-50) | 2019-08-03 |
| Learning Discriminative Features with Multiple Granularities for Person Re-Identification | ✓ Link | 78.4 | 88.7 | | | | | MGN | 2018-04-04 |
| Deep Attention Aware Feature Learning for Person Re-Identification | ✓ Link | 77.9 | 87.9 | | | | | DAAF-BoT | 2020-03-01 |
| Camera-aware Proxies for Unsupervised Person Re-Identification | ✓ Link | 76 | 87.7 | 93.7 | 95.4 | | | CAP | 2020-12-19 |
| Joint Discriminative and Generative Learning for Person Re-identification | ✓ Link | 74.8 | 86.6 | | | | | DG-Net | 2019-04-15 |
| Person Re-identification with Bias-controlled Adversarial Training | | 74.8 | 85.2 | | | | | Bias-controlled Adversarial Training | 2019-03-30 |
| Horizontal Pyramid Matching for Person Re-identification | ✓ Link | 74.3 | 86.6 | | | | | HPM | 2018-04-14 |
| Aggregating Deep Pyramidal Representations for Person Re-Idenfitication | ✓ Link | 74.0 | 87.1 | | | | | PyrNet | 2019-06-20 |
| Omni-Scale Feature Learning for Person Re-Identification | ✓ Link | 73.5 | 88.6 | | | | | OSNet (ICCV'19) | 2019-05-02 |
| Top-DB-Net: Top DropBlock for Activation Enhancement in Person Re-Identification | ✓ Link | 73.5 | 87.5 | | | | | Top-DB-Net | 2020-10-12 |
| Beyond Human Parts: Dual Part-Aligned Representations for Person Re-Identification | ✓ Link | 73.1 | 86.5 | 93.1 | 95 | | | P2-Net (triplet loss) | 2019-10-22 |
| Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization | ✓ Link | 70.1 | 84.8 | 92.5 | 95.2 | | | CBN+BoT* | 2020-01-23 |
| Beyond Part Models: Person Retrieval with Refined Part Pooling (and a Strong Convolutional Baseline) | ✓ Link | 69.2 | 83.3 | | | | | PCB (RPP) | 2017-11-26 |
| Improved Person Re-Identification Based on Saliency and Semantic Parsing with Deep Neural Network Models | ✓ Link | 68.6 | 81.8 | | | | | SSP-ReID | 2018-07-15 |
| Person Re-identification with Deep Similarity-Guided Graph Neural Network | | 68.2 | | | | | | Proposed SGGNN | 2018-07-26 |
| Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization | ✓ Link | 67.3 | 82.5 | 91.7 | 94.1 | | | CBN | 2020-01-23 |
| Pedestrian Alignment Network for Large-scale Person Re-identification | ✓ Link | 66.74 | 75.94 | | | | | PAN + re-rank | 2017-07-03 |
| Beyond Part Models: Person Retrieval with Refined Part Pooling (and a Strong Convolutional Baseline) | ✓ Link | 66.1 | 81.8 | | | | | PCB (UP) | 2017-11-26 |
| FD-GAN: Pose-guided Feature Distilling GAN for Robust Person Re-identification | ✓ Link | 64.5 | 80.0 | | | | | FD-GAN | 2018-10-06 |
| Random Erasing Data Augmentation | ✓ Link | 62.4 | 79.3 | | | | | SVDNet + Random Erasing | 2017-08-16 |
| Incremental Learning in Person Re-Identification | ✓ Link | 60.2 | 80.0 | | | | | Incremental Learning | 2018-08-20 |
| Parameter-Efficient Person Re-identification in the 3D Space | ✓ Link | 57.89 | 76.66 | | | | | OGNet | 2020-06-08 |
| Camera Style Adaptation for Person Re-identification | ✓ Link | 57.61 | 78.32 | | | | | IDE* + CamStyle + Random Erasing | 2017-11-28 |
| SVDNet for Pedestrian Retrieval | | 56.8 | 76.7 | | | | | SVDNet | 2017-03-16 |
| Random Erasing Data Augmentation | ✓ Link | 56.6 | 73.0 | | | | | TriNet + Random Erasing | 2017-08-16 |
| In Defense of the Triplet Loss for Person Re-Identification | ✓ Link | 53.50 | 72.44 | | | | | TriNet | 2017-03-22 |
| Improving Person Re-identification by Attribute and Identity Learning | ✓ Link | 51.88 | 70.69 | | | | | APR | 2017-03-21 |
| Camera Style Adaptation for Person Re-identification | ✓ Link | 51.83 | 72.31 | | | | | IDE* | 2017-11-28 |
| Pedestrian Alignment Network for Large-scale Person Re-identification | ✓ Link | 51.51 | 71.59 | | | | | PAN | 2017-07-03 |
| A Discriminatively Learned CNN Embedding for Person Re-identification | ✓ Link | 49.3 | 68.9 | | | | | DLCE | 2016-11-17 |
| ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices | ✓ Link | 48.09 | | | | | | ShuffleNetV2 [zhang2018shufflenet] | 2017-07-04 |
| Unsupervised Person Re-identification by Soft Multilabel Learning | ✓ Link | 48 | 79.8 | | | | | MAR | 2019-03-15 |
| Joint Detection and Identification Feature Learning for Person Search | ✓ Link | 47.4 | 68.1 | | | | | OIM | 2016-04-07 |
| Unlabeled Samples Generated by GAN Improve the Person Re-identification Baseline in vitro | ✓ Link | 47.13 | 67.68 | | | | | GAN | 2017-01-26 |
| Person Re-identification: Past, Present and Future | | 44.99 | 65.22 | | | | | IDE | 2016-10-10 |
| Unsupervised Tracklet Person Re-Identification | ✓ Link | 44.6 | 62.3 | | | | | UTAL | 2019-03-01 |
| PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space | ✓ Link | 39.36 | 60.23 | | | | | PointNet++ (MSG) [qi2017pointnet++] | 2017-06-07 |
| Towards better Validity: Dispersion based Clustering for Unsupervised Person Re-identification | ✓ Link | 30 | 51.5 | 64.6 | 70.1 | | | Dispersion based Clustering | 2019-06-04 |
| Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification | ✓ Link | 26.2 | 46.4 | | | | | SPGAN+LMP* | 2017-11-19 |
| Person Re-identification by Local Maximal Occurrence Representation and Metric Learning | ✓ Link | 17.04 | 30.75 | | | | | LOMO + XQDA | 2014-06-17 |
| Unsupervised Person Re-identification: Clustering and Fine-tuning | ✓ Link | 16.4 | 30.4 | | | | | PUL* | 2017-05-30 |
| Scalable Person Re-Identification: A Benchmark | | 12.17 | 25.13 | | | | | BOW | 2015-12-01 |