| 1 | CTL Model (ResNet50, 256x128) | 95.6 | No | On the Unreasonable Effectiveness of Centroids i... | 2021-04-28 | Code |
| 2 | st-ReID(RE, RK,Cam) | 94.5 | No | Spatial-Temporal Person Re-identification | 2018-12-08 | Code |
| 3 | MBNET | 94.39 | No | - | - | Code |
| 4 | RGT&RGPR (RK) | 94.3 | Yes | Eliminate Deviation with Deviation for Data Augm... | 2021-01-21 | Code |
| 5 | Unsupervised Pre-training (ResNet101+RK) | 93.99 | Yes | Unsupervised Pre-training for Person Re-identifi... | 2020-12-07 | Code |
| 6 | BPBreID (RK) | 93.9 | No | Body Part-Based Representation Learning for Occl... | 2022-11-07 | Code |
| 7 | Viewpoint-Aware Loss(RK) | 93.9 | Yes | Viewpoint-Aware Loss with Angular Regularization... | 2019-12-03 | Code |
| 8 | RPTM | 93.5 | No | Relation Preserving Triplet Mining for Stabilisi... | 2021-10-15 | Code |
| 9 | FlipReID (with re-ranking) | 93 | No | FlipReID: Closing the Gap between Training and I... | 2021-05-12 | Code |
| 10 | LDS (ResNet50 + RK) | 92.91 | No | Learning to Disentangle Scenes for Person Re-ide... | 2021-11-10 | Code |
| 11 | BPBreID | 92.4 | No | Body Part-Based Representation Learning for Occl... | 2022-11-07 | Code |
| 12 | Adaptive L2 Regularization (with re-ranking) | 92.2 | No | Adaptive L2 Regularization in Person Re-Identifi... | 2020-07-15 | Code |
| 13 | Weakly Supervised Pre-training (ResNet50+MGN) | 92 | No | Large-Scale Pre-training for Person Re-identific... | 2022-03-30 | Code |
| 14 | Unsupervised Pre-training (ResNet101+MGN) | 91.9 | No | Unsupervised Pre-training for Person Re-identifi... | 2020-12-07 | Code |
| 15 | DAAF-BoT(RK) | 91.7 | No | Deep Attention Aware Feature Learning for Person... | 2020-03-01 | Code |
| 16 | DiP (without RK) | 91.7 | No | DiP: Learning Discriminative Implicit Parts for ... | 2022-12-24 | Code |
| 17 | PLR-OSNet | 91.6 | No | Learning Diverse Features with Part-Level Resolu... | 2020-01-21 | Code |
| 18 | TAT | 91.5 | No | - | - | Code |
| 19 | MPN (without re-ranking) | 91.5 | No | Multi-task Learning with Coarse Priors for Robus... | 2020-03-18 | Code |
| 20 | Auto-ReID(RK) | 91.4 | No | Auto-ReID: Searching for a Part-aware ConvNet fo... | 2019-03-23 | Code |
| 21 | CLIP-ReID Baseline+UFFM+AMC | 91.3 | No | Enhancing person re-identification via Uncertain... | 2024-05-02 | Code |
| 22 | FPB | 91.2 | No | FPB: Feature Pyramid Branch for Person Re-Identi... | 2021-08-04 | Code |
| 23 | Deep Miner (w/o ReRank) | 91.2 | No | Deep Miner: A Deep and Multi-branch Network whic... | 2021-02-18 | Code |
| 24 | Cluster-level Alignment (Resnet50 w/o RK) | 91.11 | No | Cluster-level Feature Alignment for Person Re-id... | 2020-08-15 | Code |
| 25 | TransReID (w/o RK) | 91.1 | No | TransReID: Transformer-based Object Re-Identific... | 2021-02-08 | Code |
| 26 | Top-DB-Net + RK | 90.9 | No | Top-DB-Net: Top DropBlock for Activation Enhance... | 2020-10-12 | Code |
| 27 | FlipReID (without re-ranking) | 90.9 | No | FlipReID: Closing the Gap between Training and I... | 2021-05-12 | Code |
| 28 | CACENET (ResNet50 w/o RK) | 90.89 | No | Devil's in the Details: Aligning Visual Clues fo... | 2020-09-11 | Code |
| 29 | CLIP-ReID (without re-ranking) | 90.8 | No | CLIP-ReID: Exploiting Vision-Language Model for ... | 2022-11-25 | Code |
| 30 | APNet-C | 90.4 | No | Person Re-identification via Attention Pyramid | 2021-08-11 | Code |
| 31 | PyrNet (+ReRank) | 90.3 | No | - | - | Code |
| 32 | DG-Net(RK) | 90.26 | No | Joint Discriminative and Generative Learning for... | 2019-04-15 | Code |
| 33 | BoT Baseline(RK) | 90.2 | No | Bag of Tricks and A Strong Baseline for Deep Per... | 2019-03-17 | Code |
| 34 | Adaptive L2 Regularization (without re-ranking) | 90.2 | No | Adaptive L2 Regularization in Person Re-Identifi... | 2020-07-15 | Code |
| 35 | + Re-weighting | 90.2 | No | Explainable Person Re-Identification with Attrib... | 2021-03-02 | Code |
| 36 | ReID strong baseline (IBN-Net50-a) | 90.1 | No | A Strong Baseline and Batch Normalization Neck f... | 2019-06-19 | Code |
| 37 | CAL | 90 | No | Counterfactual Attention Learning for Fine-Grain... | 2021-08-19 | Code |
| 38 | IS-GAN | 90 | No | Learning Disentangled Representation for Robust ... | 2019-10-26 | Code |
| 39 | Compact-ReID (6.4M w/o RK) | 89.8 | No | Compact Network Training for Person ReID | 2019-10-15 | - |
| 40 | ISP | 89.6 | No | Identity-Guided Human Semantic Parsing for Perso... | 2020-07-27 | Code |
| 41 | ReMix | 89.6 | Yes | ReMix: Training Generalized Person Re-identifica... | 2024-10-29 | - |
| 42 | Parameter-Free Spatial Attention | 89 | No | Parameter-Free Spatial Attention Network for Per... | 2018-11-29 | Code |
| 43 | Pyramid (CVPR'19) | 89 | No | Pyramidal Person Re-IDentification via Multi-Los... | 2018-10-29 | Code |
| 44 | ABD-Net (ResNet-50) | 89 | No | ABD-Net: Attentive but Diverse Person Re-Identif... | 2019-08-03 | Code |
| 45 | Compact-ReID (2.9M w/o RK) | 88.8 | No | Compact Network Training for Person ReID | 2019-10-15 | - |
| 46 | MGN | 88.7 | No | Learning Discriminative Features with Multiple G... | 2018-04-04 | Code |
| 47 | OSNet (ICCV'19) | 88.6 | No | Omni-Scale Feature Learning for Person Re-Identi... | 2019-05-02 | Code |
| 48 | Deep Constrained Dominant Sets | 88.5 | No | Deep Constrained Dominant Sets for Person Re-ide... | 2019-04-25 | Code |
| 49 | GPS (without re-ranking) | 88.2 | No | Graph-based Person Signature for Person Re-Ident... | 2021-04-14 | Code |
| 50 | DAAF-BoT | 87.9 | No | Deep Attention Aware Feature Learning for Person... | 2020-03-01 | Code |
| 51 | CAP | 87.7 | No | Camera-aware Proxies for Unsupervised Person Re-... | 2020-12-19 | Code |
| 52 | Top-DB-Net | 87.5 | No | Top-DB-Net: Top DropBlock for Activation Enhance... | 2020-10-12 | Code |
| 53 | PyrNet | 87.1 | No | - | - | Code |
| 54 | TMGF | 86.7 | No | Transformer Based Multi-Grained Features for Uns... | 2022-11-22 | Code |
| 55 | DG-Net | 86.6 | No | Joint Discriminative and Generative Learning for... | 2019-04-15 | Code |
| 56 | HPM | 86.6 | No | Horizontal Pyramid Matching for Person Re-identi... | 2018-04-14 | Code |
| 57 | P2-Net (triplet loss) | 86.5 | No | Beyond Human Parts: Dual Part-Aligned Representa... | 2019-10-22 | Code |
| 58 | SSP-ReID (RR) | 86.4 | No | Improved Person Re-Identification Based on Salie... | 2018-07-15 | Code |
| 59 | VAL-PAT | 86.1 | No | Learning Transferable Pedestrian Representation ... | 2023-04-12 | Code |
| 60 | PSE+ ECN (rank-dist) | 85.2 | No | A Pose-Sensitive Embedding for Person Re-Identif... | 2017-11-28 | Code |
| 61 | Bias-controlled Adversarial Training | 85.2 | No | Person Re-identification with Bias-controlled Ad... | 2019-03-30 | - |
| 62 | HHCL(ResNet50 w/o RK) | 85.1 | No | Hard-sample Guided Hybrid Contrast Learning for ... | 2021-09-25 | Code |
| 63 | CBN+BoT* | 84.8 | No | Rethinking the Distribution Gap of Person Re-ide... | 2020-01-23 | Code |
| 64 | DaRe(De)+RE+RR [wang2018resource] | 84.4 | No | Resource Aware Person Re-identification across M... | 2018-05-22 | Code |
| 65 | PCB (RPP) | 83.3 | No | Beyond Part Models: Person Retrieval with Refine... | 2017-11-26 | Code |
| 66 | ICE | 83.3 | No | ICE: Inter-instance Contrastive Encoding for Uns... | 2021-03-30 | Code |
| 67 | Group Sampling | 82.7 | No | Rethinking Sampling Strategies for Unsupervised ... | 2021-07-07 | Code |
| 68 | CACL | 82.6 | No | Cluster-guided Asymmetric Contrastive Learning f... | 2021-06-15 | Code |
| 69 | CBN | 82.5 | No | Rethinking the Distribution Gap of Person Re-ide... | 2020-01-23 | Code |
| 70 | SSP-ReID | 81.8 | No | Improved Person Re-Identification Based on Salie... | 2018-07-15 | Code |
| 71 | PCB (UP) | 81.8 | No | Beyond Part Models: Person Retrieval with Refine... | 2017-11-26 | Code |
| 72 | SpCL | 81.2 | No | Self-paced Contrastive Learning with Hybrid Memo... | 2020-06-04 | Code |
| 73 | CAP | 81.1 | No | Camera-aware Proxies for Unsupervised Person Re-... | 2020-12-19 | Code |
| 74 | FD-GAN | 80 | No | FD-GAN: Pose-guided Feature Distilling GAN for R... | 2018-10-06 | Code |
| 75 | Incremental Learning | 80 | No | Incremental Learning in Person Re-Identification | 2018-08-20 | Code |
| 76 | MAR | 79.8 | No | Unsupervised Person Re-identification by Soft Mu... | 2019-03-15 | Code |
| 77 | SVDNet + Random Erasing | 79.3 | No | Random Erasing Data Augmentation | 2017-08-16 | Code |
| 78 | IDE* + CamStyle + Random Erasing | 78.32 | No | Camera Style Adaptation for Person Re-identifica... | 2017-11-28 | Code |
| 79 | SVDNet | 76.7 | No | SVDNet for Pedestrian Retrieval | 2017-03-16 | - |
| 80 | OGNet | 76.66 | No | Parameter-Efficient Person Re-identification in ... | 2020-06-08 | Code |
| 81 | PAN + re-rank | 75.94 | No | Pedestrian Alignment Network for Large-scale Per... | 2017-07-03 | Code |
| 82 | TriNet + Random Erasing | 73 | No | Random Erasing Data Augmentation | 2017-08-16 | Code |
| 83 | TriNet | 72.44 | No | In Defense of the Triplet Loss for Person Re-Ide... | 2017-03-22 | Code |
| 84 | Self-Similarity Grouping (one shot) | 72.4 | No | Self-similarity Grouping: A Simple Unsupervised ... | 2018-11-26 | Code |
| 85 | IDE* | 72.31 | No | Camera Style Adaptation for Person Re-identifica... | 2017-11-28 | Code |
| 86 | PAN | 71.59 | No | Pedestrian Alignment Network for Large-scale Per... | 2017-07-03 | Code |
| 87 | APR | 70.69 | No | Improving Person Re-identification by Attribute ... | 2017-03-21 | Code |
| 88 | DLCE | 68.9 | No | A Discriminatively Learned CNN Embedding for Per... | 2016-11-17 | Code |
| 89 | OIM | 68.1 | No | Joint Detection and Identification Feature Learn... | 2016-04-07 | Code |
| 90 | GAN | 67.68 | No | Unlabeled Samples Generated by GAN Improve the P... | 2017-01-26 | Code |
| 91 | IDE | 65.22 | No | Person Re-identification: Past, Present and Future | 2016-10-10 | - |
| 92 | ECN | 63.3 | No | Invariance Matters: Exemplar Memory for Domain A... | 2019-04-03 | Code |
| 93 | UTAL | 62.3 | No | Unsupervised Tracklet Person Re-Identification | 2019-03-01 | Code |
| 94 | PointNet++ (MSG) [qi2017pointnet++] | 60.23 | No | PointNet++: Deep Hierarchical Feature Learning o... | 2017-06-07 | Code |
| 95 | Dispersion based Clustering | 51.5 | No | Towards better Validity: Dispersion based Cluste... | 2019-06-04 | Code |
| 96 | SPGAN+LMP* | 46.4 | No | Image-Image Domain Adaptation with Preserved Sel... | 2017-11-19 | Code |
| 97 | SPGAN+LMP | 46.4 | No | Image-Image Domain Adaptation with Preserved Sel... | 2017-11-19 | Code |
| 98 | LOMO + XQDA | 30.75 | No | Person Re-identification by Local Maximal Occurr... | 2014-06-17 | Code |
| 99 | PUL* | 30.4 | No | Unsupervised Person Re-identification: Clusterin... | 2017-05-30 | Code |
| 100 | PUL | 30 | No | Unsupervised Person Re-identification: Clusterin... | 2017-05-30 | Code |
| 101 | PTGAN | 27.4 | No | Person Transfer GAN to Bridge Domain Gap for Per... | 2017-11-23 | Code |
| 102 | BOW | 25.13 | No | - | - | - |