| 1 | DenseIL | 97.1 | No | Dense Interaction Learning for Video-based Perso... | 2021-03-16 | - |
| 2 | CTL Model (ResNet50, 256x128) | 96.1 | No | On the Unreasonable Effectiveness of Centroids i... | 2021-04-28 | Code |
| 3 | BPBreID (RK) | 92.9 | No | Body Part-Based Representation Learning for Occl... | 2022-11-07 | Code |
| 4 | Unsupervised Pre-training (ResNet101+RK) | 92.77 | Yes | Unsupervised Pre-training for Person Re-identifi... | 2020-12-07 | Code |
| 5 | st-ReID(RE, RK,Cam) | 92.7 | No | Spatial-Temporal Person Re-identification | 2018-12-08 | Code |
| 6 | RGT&RGPR (RK) | 92.7 | Yes | Eliminate Deviation with Deviation for Data Augm... | 2021-01-21 | Code |
| 7 | Viewpoint-Aware Loss(RK) | 91.8 | Yes | Viewpoint-Aware Loss with Angular Regularization... | 2019-12-03 | Code |
| 8 | LDS (ResNet50 + RK) | 91 | No | Learning to Disentangle Scenes for Person Re-ide... | 2021-11-10 | Code |
| 9 | FlipReID (with re-ranking) | 90.7 | No | FlipReID: Closing the Gap between Training and I... | 2021-05-12 | Code |
| 10 | Adaptive L2 Regularization (with re-ranking) | 90.7 | No | Adaptive L2 Regularization in Person Re-Identifi... | 2020-07-15 | Code |
| 11 | DAAF-BoT(RK) | 89.6 | No | Deep Attention Aware Feature Learning for Person... | 2020-03-01 | Code |
| 12 | RPTM | 89.2 | No | Relation Preserving Triplet Mining for Stabilisi... | 2021-10-15 | Code |
| 13 | Auto-ReID(RK) | 89.2 | No | Auto-ReID: Searching for a Part-aware ConvNet fo... | 2019-03-23 | Code |
| 14 | BoT Baseline(RK) | 89.1 | No | Bag of Tricks and A Strong Baseline for Deep Per... | 2019-03-17 | Code |
| 15 | st-ReID+InSTD | 89.1 | No | Learning Instance-level Spatial-Temporal Pattern... | 2021-07-31 | Code |
| 16 | Top-DB-Net + RK | 88.6 | No | Top-DB-Net: Top DropBlock for Activation Enhance... | 2020-10-12 | Code |
| 17 | DG-Net(RK) | 88.31 | No | Joint Discriminative and Generative Learning for... | 2019-04-15 | Code |
| 18 | PyrNet (+ReRank) | 87.7 | No | - | - | Code |
| 19 | Deep Constrained Dominant Sets | 86.1 | No | Deep Constrained Dominant Sets for Person Re-ide... | 2019-04-25 | Code |
| 20 | Parameter-Free Spatial Attention | 85.9 | No | Parameter-Free Spatial Attention Network for Per... | 2018-11-29 | Code |
| 21 | DiP (without RK) | 85.2 | No | DiP: Learning Discriminative Implicit Parts for ... | 2022-12-24 | Code |
| 22 | CLIP-ReID Baseline+UFFM+AMC | 85 | No | Enhancing person re-identification via Uncertain... | 2024-05-02 | Code |
| 23 | Weakly Supervised Pre-training (ResNet50+MGN) | 84.3 | No | Large-Scale Pre-training for Person Re-identific... | 2022-03-30 | Code |
| 24 | BPBreID | 84.2 | No | Body Part-Based Representation Learning for Occl... | 2022-11-07 | Code |
| 25 | Unsupervised Pre-training (ResNet101+MGN) | 84.1 | No | Unsupervised Pre-training for Person Re-identifi... | 2020-12-07 | Code |
| 26 | SSP-ReID (RR) | 83.7 | No | Improved Person Re-Identification Based on Salie... | 2018-07-15 | Code |
| 27 | MBNET | 83.58 | No | - | - | Code |
| 28 | CLIP-ReID (without re-ranking) | 83.1 | No | CLIP-ReID: Exploiting Vision-Language Model for ... | 2022-11-25 | Code |
| 29 | FPB | 82.9 | No | FPB: Feature Pyramid Branch for Person Re-Identi... | 2021-08-04 | Code |
| 30 | TAT | 82.5 | No | - | - | Code |
| 31 | TransReID (w/o RK) | 82.1 | No | TransReID: Transformer-based Object Re-Identific... | 2021-02-08 | Code |
| 32 | MPN (without re-ranking) | 82 | No | Multi-task Learning with Coarse Priors for Robus... | 2020-03-18 | Code |
| 33 | Cluster-level Alignment (Resnet50 w/o RK) | 81.84 | No | Cluster-level Feature Alignment for Person Re-id... | 2020-08-15 | Code |
| 34 | Deep Miner (w/o ReRank) | 81.8 | No | Deep Miner: A Deep and Multi-branch Network whic... | 2021-02-18 | Code |
| 35 | PLIP-RN50-MGN | 81.7 | No | PLIP: Language-Image Pre-training for Person Rep... | 2023-05-15 | Code |
| 36 | FlipReID (without re-ranking) | 81.5 | No | FlipReID: Closing the Gap between Training and I... | 2021-05-12 | Code |
| 37 | APNet-C | 81.5 | No | Person Re-identification via Attention Pyramid | 2021-08-11 | Code |
| 38 | CACENET (ResNet50 w/o RK) | 81.29 | No | Devil's in the Details: Aligning Visual Clues fo... | 2020-09-11 | Code |
| 39 | PLR-OSNet | 81.2 | No | Learning Diverse Features with Part-Level Resolu... | 2020-01-21 | Code |
| 40 | Adaptive L2 Regularization (without re-ranking) | 81 | No | Adaptive L2 Regularization in Person Re-Identifi... | 2020-07-15 | Code |
| 41 | CAL | 80.5 | No | Counterfactual Attention Learning for Fine-Grain... | 2021-08-19 | Code |
| 42 | Compact-ReID (6.4M w/o RK) | 80.3 | No | Compact Network Training for Person ReID | 2019-10-15 | - |
| 43 | ISP | 80 | No | Identity-Guided Human Semantic Parsing for Perso... | 2020-07-27 | Code |
| 44 | DaRe(De)+RE+RR [wang2018resource] | 80 | No | Resource Aware Person Re-identification across M... | 2018-05-22 | Code |
| 45 | ReMix | 79.8 | Yes | ReMix: Training Generalized Person Re-identifica... | 2024-10-29 | - |
| 46 | PSE+ ECN (rank-dist) | 79.8 | No | A Pose-Sensitive Embedding for Person Re-Identif... | 2017-11-28 | Code |
| 47 | IS-GAN | 79.5 | No | Learning Disentangled Representation for Robust ... | 2019-10-26 | Code |
| 48 | + Re-weighting | 79.1 | No | Explainable Person Re-Identification with Attrib... | 2021-03-02 | Code |
| 49 | ReID strong baseline (IBN-Net50-a) | 79.1 | No | A Strong Baseline and Batch Normalization Neck f... | 2019-06-19 | Code |
| 50 | Pyramid (CVPR'19) | 79 | No | Pyramidal Person Re-IDentification via Multi-Los... | 2018-10-29 | Code |
| 51 | Compact-ReID (2.9M w/o RK) | 78.9 | No | Compact Network Training for Person ReID | 2019-10-15 | - |
| 52 | GPS (without re-ranking) | 78.7 | No | Graph-based Person Signature for Person Re-Ident... | 2021-04-14 | Code |
| 53 | ABD-Net (ResNet-50) | 78.59 | No | ABD-Net: Attentive but Diverse Person Re-Identif... | 2019-08-03 | Code |
| 54 | MGN | 78.4 | No | Learning Discriminative Features with Multiple G... | 2018-04-04 | Code |
| 55 | DAAF-BoT | 77.9 | No | Deep Attention Aware Feature Learning for Person... | 2020-03-01 | Code |
| 56 | CAP | 76 | No | Camera-aware Proxies for Unsupervised Person Re-... | 2020-12-19 | Code |
| 57 | DG-Net | 74.8 | No | Joint Discriminative and Generative Learning for... | 2019-04-15 | Code |
| 58 | Bias-controlled Adversarial Training | 74.8 | No | Person Re-identification with Bias-controlled Ad... | 2019-03-30 | - |
| 59 | HPM | 74.3 | No | Horizontal Pyramid Matching for Person Re-identi... | 2018-04-14 | Code |
| 60 | PyrNet | 74 | No | - | - | Code |
| 61 | OSNet (ICCV'19) | 73.5 | No | Omni-Scale Feature Learning for Person Re-Identi... | 2019-05-02 | Code |
| 62 | Top-DB-Net | 73.5 | No | Top-DB-Net: Top DropBlock for Activation Enhance... | 2020-10-12 | Code |
| 63 | P2-Net (triplet loss) | 73.1 | No | Beyond Human Parts: Dual Part-Aligned Representa... | 2019-10-22 | Code |
| 64 | CBN+BoT* | 70.1 | No | Rethinking the Distribution Gap of Person Re-ide... | 2020-01-23 | Code |
| 65 | PCB (RPP) | 69.2 | No | Beyond Part Models: Person Retrieval with Refine... | 2017-11-26 | Code |
| 66 | SSP-ReID | 68.6 | No | Improved Person Re-Identification Based on Salie... | 2018-07-15 | Code |
| 67 | Proposed SGGNN | 68.2 | No | Person Re-identification with Deep Similarity-Gu... | 2018-07-26 | - |
| 68 | CBN | 67.3 | No | Rethinking the Distribution Gap of Person Re-ide... | 2020-01-23 | Code |
| 69 | PAN + re-rank | 66.74 | No | Pedestrian Alignment Network for Large-scale Per... | 2017-07-03 | Code |
| 70 | PCB (UP) | 66.1 | No | Beyond Part Models: Person Retrieval with Refine... | 2017-11-26 | Code |
| 71 | FD-GAN | 64.5 | No | FD-GAN: Pose-guided Feature Distilling GAN for R... | 2018-10-06 | Code |
| 72 | SVDNet + Random Erasing | 62.4 | No | Random Erasing Data Augmentation | 2017-08-16 | Code |
| 73 | Incremental Learning | 60.2 | No | Incremental Learning in Person Re-Identification | 2018-08-20 | Code |
| 74 | OGNet | 57.89 | No | Parameter-Efficient Person Re-identification in ... | 2020-06-08 | Code |
| 75 | IDE* + CamStyle + Random Erasing | 57.61 | No | Camera Style Adaptation for Person Re-identifica... | 2017-11-28 | Code |
| 76 | SVDNet | 56.8 | No | SVDNet for Pedestrian Retrieval | 2017-03-16 | - |
| 77 | TriNet + Random Erasing | 56.6 | No | Random Erasing Data Augmentation | 2017-08-16 | Code |
| 78 | TriNet | 53.5 | No | In Defense of the Triplet Loss for Person Re-Ide... | 2017-03-22 | Code |
| 79 | APR | 51.88 | No | Improving Person Re-identification by Attribute ... | 2017-03-21 | Code |
| 80 | IDE* | 51.83 | No | Camera Style Adaptation for Person Re-identifica... | 2017-11-28 | Code |
| 81 | PAN | 51.51 | No | Pedestrian Alignment Network for Large-scale Per... | 2017-07-03 | Code |
| 82 | DLCE | 49.3 | No | A Discriminatively Learned CNN Embedding for Per... | 2016-11-17 | Code |
| 83 | ShuffleNetV2 [zhang2018shufflenet] | 48.09 | No | ShuffleNet: An Extremely Efficient Convolutional... | 2017-07-04 | Code |
| 84 | MAR | 48 | No | Unsupervised Person Re-identification by Soft Mu... | 2019-03-15 | Code |
| 85 | OIM | 47.4 | No | Joint Detection and Identification Feature Learn... | 2016-04-07 | Code |
| 86 | GAN | 47.13 | No | Unlabeled Samples Generated by GAN Improve the P... | 2017-01-26 | Code |
| 87 | IDE | 44.99 | No | Person Re-identification: Past, Present and Future | 2016-10-10 | - |
| 88 | UTAL | 44.6 | No | Unsupervised Tracklet Person Re-Identification | 2019-03-01 | Code |
| 89 | PointNet++ (MSG) [qi2017pointnet++] | 39.36 | No | PointNet++: Deep Hierarchical Feature Learning o... | 2017-06-07 | Code |
| 90 | Dispersion based Clustering | 30 | No | Towards better Validity: Dispersion based Cluste... | 2019-06-04 | Code |
| 91 | SPGAN+LMP* | 26.2 | No | Image-Image Domain Adaptation with Preserved Sel... | 2017-11-19 | Code |
| 92 | LOMO + XQDA | 17.04 | No | Person Re-identification by Local Maximal Occurr... | 2014-06-17 | Code |
| 93 | PUL* | 16.4 | No | Unsupervised Person Re-identification: Clusterin... | 2017-05-30 | Code |
| 94 | BOW | 12.17 | No | - | - | - |