| 1 | Unsupervised Pre-training (ResNet101+RK) | 96.21 | No | Unsupervised Pre-training for Person Re-identifi... | 2020-12-07 | Code |
| 2 | RGT&RGPR (RK) | 95.6 | No | Eliminate Deviation with Deviation for Data Augm... | 2021-01-21 | Code |
| 3 | SOLIDER (RK) | 95.6 | No | Beyond Appearance: a Semantic Controllable Self-... | 2023-03-30 | Code |
| 4 | st-ReID(RE, RK) | 95.5 | Yes | Spatial-Temporal Person Re-identification | 2018-12-08 | Code |
| 5 | Viewpoint-Aware Loss(RK) | 95.43 | No | Viewpoint-Aware Loss with Angular Regularization... | 2019-12-03 | Code |
| 6 | LightMBN (RR) | 95.3 | No | Lightweight Multi-Branch Network for Person Re-I... | 2021-01-26 | Code |
| 7 | BPBreID (RK) | 95.3 | No | Body Part-Based Representation Learning for Occl... | 2022-11-07 | Code |
| 8 | ProNet++ (ResNet50+RK) | 95.3 | No | Rethinking Person Re-identification from a Proje... | 2023-08-21 | - |
| 9 | DAAF-BoT(RK) | 95 | No | Deep Attention Aware Feature Learning for Person... | 2020-03-01 | Code |
| 10 | CLIP-ReID+Pose2ID (no RK) | 94.9 | No | From Poses to Identity: Training-Free Person Re-... | 2025-03-02 | Code |
| 11 | SOLIDER +UFFM+AMC | 94.9 | No | Enhancing person re-identification via Uncertain... | 2024-05-02 | Code |
| 12 | LDS (ResNet50 + RK) | 94.89 | No | Learning to Disentangle Scenes for Person Re-ide... | 2021-11-10 | Code |
| 13 | FlipReID (with re-ranking) | 94.7 | No | FlipReID: Closing the Gap between Training and I... | 2021-05-12 | Code |
| 14 | GNN-Reranking | 94.65 | No | Understanding Image Retrieval Re-Ranking: A Grap... | 2020-12-14 | Code |
| 15 | CA-Jaccard | 94.5 | Yes | CA-Jaccard: Camera-aware Jaccard Distance for Pe... | 2023-11-17 | Code |
| 16 | Adaptive L2 Regularization (with re-ranking) | 94.4 | No | Adaptive L2 Regularization in Person Re-Identifi... | 2020-07-15 | Code |
| 17 | BoT Baseline(RK) | 94.24 | No | Bag of Tricks and A Strong Baseline for Deep Per... | 2019-03-17 | Code |
| 18 | Auto-ReID(RK) | 94.2 | No | Auto-ReID: Searching for a Part-aware ConvNet fo... | 2019-03-23 | Code |
| 19 | SSKD(GH) | 94.15 | No | Semi-Supervised Domain Generalizable Person Re-I... | 2021-08-11 | Code |
| 20 | Top-DB-Net + RK | 94.1 | No | Top-DB-Net: Top DropBlock for Activation Enhance... | 2020-10-12 | Code |
| 21 | PyrNet (multi-shot+ReRank) | 94 | No | - | - | Code |
| 22 | SOLIDER | 93.9 | No | Beyond Appearance: a Semantic Controllable Self-... | 2023-03-30 | Code |
| 23 | Deep Constrained Dominant Sets (RK) | 93.3 | No | Deep Constrained Dominant Sets for Person Re-ide... | 2019-04-25 | Code |
| 24 | KPR + SOLIDER (no RK) | 93.22 | No | Keypoint Promptable Re-Identification | 2024-07-25 | Code |
| 25 | TransReID-SSL (ViT-B w/o RK) | 93.2 | No | Self-Supervised Pre-Training for Transformer-Bas... | 2021-11-23 | Code |
| 26 | TransReID+Pose2ID (no RK) | 93.01 | No | From Poses to Identity: Training-Free Person Re-... | 2025-03-02 | Code |
| 27 | MBNET | 92.64 | No | - | - | Code |
| 28 | DG-Net(RK) | 92.49 | No | Joint Discriminative and Generative Learning for... | 2019-04-15 | Code |
| 29 | Unsupervised Pre-training (ResNet101+MGN) | 92 | No | Unsupervised Pre-training for Person Re-identifi... | 2020-12-07 | Code |
| 30 | CLIP-ReID Baseline +UFFM+AMC | 92 | Yes | Enhancing person re-identification via Uncertain... | 2024-05-02 | Code |
| 31 | Weakly Supervised Pre-training (ResNet50+MGN) | 91.9 | No | Large-Scale Pre-training for Person Re-identific... | 2022-03-30 | Code |
| 32 | Parameter-Free Spatial Attention (RK) | 91.7 | No | Parameter-Free Spatial Attention Network for Per... | 2018-11-29 | Code |
| 33 | LightMBN (w/o ReRank) | 91.5 | No | Lightweight Multi-Branch Network for Person Re-I... | 2021-01-26 | Code |
| 34 | PCL-CLIP (L_pcl+L_id) | 91.4 | No | Prototypical Contrastive Learning-based CLIP Fin... | 2023-10-26 | Code |
| 35 | PyrNet (single-shot+ReRank) | 91.4 | No | - | - | Code |
| 36 | PLIP-RN50-ABDNet | 91.2 | No | PLIP: Language-Image Pre-training for Person Rep... | 2023-05-15 | Code |
| 37 | BoT+UFFM+AMC | 91 | No | Enhancing person re-identification via Uncertain... | 2024-05-02 | Code |
| 38 | PCL-CLIP (L_pcl) | 91 | No | Prototypical Contrastive Learning-based CLIP Fin... | 2023-10-26 | Code |
| 39 | DiP (without RK) | 90.8 | No | DiP: Learning Discriminative Implicit Parts for ... | 2022-12-24 | Code |
| 40 | SSP-ReID (RR) | 90.8 | No | Improved Person Re-Identification Based on Salie... | 2018-07-15 | Code |
| 41 | st-ReID+InSTD | 90.8 | No | Learning Instance-level Spatial-Temporal Pattern... | 2021-07-31 | Code |
| 42 | AlignedReID (RK) | 90.7 | No | AlignedReID: Surpassing Human-Level Performance ... | 2017-11-22 | Code |
| 43 | FPB | 90.6 | No | FPB: Feature Pyramid Branch for Person Re-Identi... | 2021-08-04 | Code |
| 44 | APNet-C | 90.5 | No | Person Re-identification via Attention Pyramid | 2021-08-11 | Code |
| 45 | CLIP-ReID (without re-ranking) | 90.5 | No | CLIP-ReID: Exploiting Vision-Language Model for ... | 2022-11-25 | Code |
| 46 | Deep Miner (w/o ReRank) | 90.4 | No | Deep Miner: A Deep and Multi-branch Network whic... | 2021-02-18 | Code |
| 47 | CACENET (Resnet50 without RR) | 90.3 | No | Devil's in the Details: Aligning Visual Clues fo... | 2020-09-11 | Code |
| 48 | UniHCP (finetune) | 90.3 | No | UniHCP: A Unified Model for Human-Centric Percep... | 2023-03-06 | Code |
| 49 | ProNet++ | 90.2 | No | Rethinking Person Re-identification from a Proje... | 2023-08-21 | - |
| 50 | MPN* (without re-ranking) | 90.1 | No | Multi-task Learning with Coarse Priors for Robus... | 2020-03-18 | Code |
| 51 | ReMix | 89.8 | No | ReMix: Training Generalized Person Re-identifica... | 2024-10-29 | - |
| 52 | Compact-ReID (6.4M w/o RK) | 89.7 | No | Compact Network Training for Person ReID | 2019-10-15 | - |
| 53 | TAT | 89.7 | No | - | - | Code |
| 54 | KPR | 89.6 | No | Keypoint Promptable Re-Identification | 2024-07-25 | Code |
| 55 | FlipReID (without re-ranking) | 89.6 | No | FlipReID: Closing the Gap between Training and I... | 2021-05-12 | Code |
| 56 | MSINet (2.3M w/o RK) | 89.6 | No | MSINet: Twins Contrastive Search of Multi-Scale ... | 2023-03-13 | Code |
| 57 | Cluster-level Alignment (Resnet50 w/o RK) | 89.5 | No | Cluster-level Feature Alignment for Person Re-id... | 2020-08-15 | Code |
| 58 | CAL | 89.5 | No | Counterfactual Attention Learning for Fine-Grain... | 2021-08-19 | Code |
| 59 | TransReID | 89.5 | No | TransReID: Transformer-based Object Re-Identific... | 2021-02-08 | Code |
| 60 | BPBreID | 89.4 | No | Body Part-Based Representation Learning for Occl... | 2022-11-07 | Code |
| 61 | Bias-controlled Adversarial Training | 89.3 | No | Person Re-identification with Bias-controlled Ad... | 2019-03-30 | - |
| 62 | Dual Cluster Contrastive | 89.2 | No | Dual Cluster Contrastive learning for Object Re-... | 2021-12-09 | Code |
| 63 | GiT | 88.9 | No | GiT: Graph Interactive Transformer for Vehicle R... | 2021-07-12 | - |
| 64 | PLR-OSNet | 88.9 | Yes | Learning Diverse Features with Part-Level Resolu... | 2020-01-21 | Code |
| 65 | Adaptive L2 Regularization (without re-ranking) | 88.9 | No | Adaptive L2 Regularization in Person Re-Identifi... | 2020-07-15 | Code |
| 66 | + Re-weighting | 88.8 | No | Explainable Person Re-Identification with Attrib... | 2021-03-02 | Code |
| 67 | EI-Net | 88.75 | No | - | - | - |
| 68 | EI-Net | 88.75 | No | - | - | - |
| 69 | Compact-ReID (2.9M w/o RK) | 88.7 | No | Compact Network Training for Person ReID | 2019-10-15 | - |
| 70 | ISP | 88.6 | No | Identity-Guided Human Semantic Parsing for Perso... | 2020-07-27 | Code |
| 71 | 3DMagicMirror (HRNet) | 88.54 | No | 3D Magic Mirror: Clothing Reconstruction from a ... | 2022-04-27 | Code |
| 72 | ABD-Net (ResNet-50) | 88.28 | No | ABD-Net: Attentive but Diverse Person Re-Identif... | 2019-08-03 | Code |
| 73 | Pyramid (CVPR'19) | 88.2 | No | Pyramidal Person Re-IDentification via Multi-Los... | 2018-10-29 | Code |
| 74 | IBN-Net50-a | 88.2 | No | A Strong Baseline and Batch Normalization Neck f... | 2019-06-19 | Code |
| 75 | DAAF-BoT | 87.9 | No | Deep Attention Aware Feature Learning for Person... | 2020-03-01 | Code |
| 76 | GPS (without re-ranking) | 87.8 | No | Graph-based Person Signature for Person Re-Ident... | 2021-04-14 | Code |
| 77 | 3DMagicMirror (ResNet-ibn) | 87.8 | No | 3D Magic Mirror: Clothing Reconstruction from a ... | 2022-04-27 | Code |
| 78 | MGN + CircleLoss(ours) | 87.4 | No | Circle Loss: A Unified Perspective of Pair Simil... | 2020-02-25 | Code |
| 79 | IS-GAN | 87.1 | No | Learning Disentangled Representation for Robust ... | 2019-10-26 | Code |
| 80 | MGN | 86.9 | No | Learning Discriminative Features with Multiple G... | 2018-04-04 | Code |
| 81 | PyrNet (multi-shot) | 86.7 | No | - | - | Code |
| 82 | DaRe(De)+RE+RR [wang2018resource] | 86.7 | No | Resource Aware Person Re-identification across M... | 2018-05-22 | Code |
| 83 | DG-Net | 86 | No | Joint Discriminative and Generative Learning for... | 2019-04-15 | Code |
| 84 | Top-DB-Net | 85.8 | No | Top-DB-Net: Top DropBlock for Activation Enhance... | 2020-10-12 | Code |
| 85 | P2-Net (triplet loss) | 85.6 | No | Beyond Human Parts: Dual Part-Aligned Representa... | 2019-10-22 | Code |
| 86 | CAP | 85.1 | No | Camera-aware Proxies for Unsupervised Person Re-... | 2020-12-19 | Code |
| 87 | OSNet | 84.9 | Yes | Omni-Scale Feature Learning for Person Re-Identi... | 2019-05-02 | Code |
| 88 | ResNet50 + CircleLoss(ours) | 84.9 | No | Circle Loss: A Unified Perspective of Pair Simil... | 2020-02-25 | Code |
| 89 | IGOAS | 84.1 | No | - | - | Code |
| 90 | PSE+ ECN (rank-dist) | 84 | No | A Pose-Sensitive Embedding for Person Re-Identif... | 2017-11-28 | Code |
| 91 | CBN+BoT* | 83.6 | No | Rethinking the Distribution Gap of Person Re-ide... | 2020-01-23 | Code |
| 92 | SPreID [kalayeh2018human] | 83.3 | No | Human Semantic Parsing for Person Re-identificat... | 2018-03-31 | - |
| 93 | Proposed SGGNN | 82.8 | No | Person Re-identification with Deep Similarity-Gu... | 2018-07-26 | - |
| 94 | HPM | 82.7 | No | Horizontal Pyramid Matching for Person Re-identi... | 2018-04-14 | Code |
| 95 | PyrNet (single-shot) | 81.7 | No | - | - | Code |
| 96 | PCB + RPP | 81.6 | No | Beyond Part Models: Person Retrieval with Refine... | 2017-11-26 | Code |
| 97 | PAN (GAN)+re-rank | 81.53 | No | Pedestrian Alignment Network for Large-scale Per... | 2017-07-03 | Code |
| 98 | TriNet (RK) | 81.07 | No | In Defense of the Triplet Loss for Person Re-Ide... | 2017-03-22 | Code |
| 99 | SSP-ReID | 80.1 | No | Improved Person Re-Identification Based on Salie... | 2018-07-15 | Code |
| 100 | FD-GAN | 77.7 | No | FD-GAN: Pose-guided Feature Distilling GAN for R... | 2018-10-06 | Code |
| 101 | PCB | 77.4 | No | Beyond Part Models: Person Retrieval with Refine... | 2017-11-26 | Code |
| 102 | CBN | 77.3 | No | Rethinking the Distribution Gap of Person Re-ide... | 2020-01-23 | Code |
| 103 | LuNet (RK) | 75.62 | No | In Defense of the Triplet Loss for Person Re-Ide... | 2017-03-22 | Code |
| 104 | ATWL [ristani2018features] | 75.6 | No | Features for Multi-Target Multi-Camera Tracking ... | 2018-03-28 | - |
| 105 | GLAD* | 73.9 | No | GLAD: Global-Local-Alignment Descriptor for Pede... | 2017-09-13 | - |
| 106 | Incremental Learning | 71.8 | No | Incremental Learning in Person Re-Identification | 2018-08-20 | Code |
| 107 | IDE* + CamStyle + Random Erasing | 71.55 | No | Camera Style Adaptation for Person Re-identifica... | 2017-11-28 | Code |
| 108 | OGNet | 69.52 | No | Parameter-Efficient Person Re-identification in ... | 2020-06-08 | Code |
| 109 | PartLoss | 69.3 | No | Deep Representation Learning with Part Loss for ... | 2017-07-04 | - |
| 110 | TriNet | 69.14 | No | In Defense of the Triplet Loss for Person Re-Ide... | 2017-03-22 | Code |
| 111 | A3M | 68.97 | No | Attribute-Aware Attention Model for Fine-grained... | 2019-01-02 | Code |
| 112 | SSM | 68.8 | No | Scalable Person Re-identification on Supervised ... | 2017-03-24 | - |
| 113 | GAN | 66.07 | No | Unlabeled Samples Generated by GAN Improve the P... | 2017-01-26 | Code |
| 114 | IDE* | 65.87 | No | Camera Style Adaptation for Person Re-identifica... | 2017-11-28 | Code |
| 115 | DJL | 65.5 | No | Person Re-Identification by Deep Joint Learning ... | 2017-05-12 | - |
| 116 | Re-rank | 63.63 | No | Re-ranking Person Re-identification with k-recip... | 2017-01-29 | - |
| 117 | PDF | 63.41 | No | Pose-driven Deep Convolutional Model for Person ... | 2017-09-25 | - |
| 118 | DF | 63.4 | No | Deeply-Learned Part-Aligned Representations for ... | 2017-07-23 | Code |
| 119 | SVDNet | 62.1 | No | SVDNet for Pedestrian Retrieval | 2017-03-16 | - |
| 120 | LuNet | 60.71 | No | In Defense of the Triplet Loss for Person Re-Ide... | 2017-03-22 | Code |
| 121 | DLCE | 59.87 | No | A Discriminatively Learned CNN Embedding for Per... | 2016-11-17 | Code |
| 122 | MSCAN | 57.53 | No | Learning Deep Context-aware Features over Body a... | 2017-10-18 | - |
| 123 | UTAL | 46.2 | No | Unsupervised Tracklet Person Re-Identification | 2019-03-01 | Code |
| 124 | IDE | 46 | No | Person Re-identification: Past, Present and Future | 2016-10-10 | - |
| 125 | Dispersion based Clustering | 41.3 | No | Towards better Validity: Dispersion based Cluste... | 2019-06-04 | Code |
| 126 | MAR | 40 | No | Unsupervised Person Re-identification by Soft Mu... | 2019-03-15 | Code |
| 127 | S-CNN | 39.55 | No | Gated Siamese Convolutional Neural Network Archi... | 2016-07-28 | - |
| 128 | DNS | 35.68 | No | Learning a Discriminative Null Space for Person ... | 2016-03-07 | - |
| 129 | CAMEL* | 26.3 | No | Cross-view Asymmetric Metric Learning for Unsupe... | 2017-08-27 | Code |
| 130 | LOMO + XQDA | 22.22 | No | Person Re-identification by Local Maximal Occurr... | 2014-06-17 | Code |
| 131 | PUL* | 20.1 | No | Unsupervised Person Re-identification: Clusterin... | 2017-05-30 | Code |
| 132 | BOW | 14.09 | No | - | - | - |