| 1 | st-ReID(RE, RK) | 98 | Yes | Spatial-Temporal Person Re-identification | 2018-12-08 | Code |
| 2 | SSKD(GH) | 97.36 | No | Semi-Supervised Domain Generalizable Person Re-I... | 2021-08-11 | Code |
| 3 | CLIP-ReID+Pose2ID (no RK) | 97.3 | No | From Poses to Identity: Training-Free Person Re-... | 2025-03-02 | Code |
| 4 | SOLIDER +UFFM+AMC | 97 | No | Enhancing person re-identification via Uncertain... | 2024-05-02 | Code |
| 5 | Unsupervised Pre-training (ResNet101+MGN) | 97 | No | Unsupervised Pre-training for Person Re-identifi... | 2020-12-07 | Code |
| 6 | RGT&RGPR (RK) | 96.9 | No | Eliminate Deviation with Deviation for Data Augm... | 2021-01-21 | Code |
| 7 | SOLIDER | 96.9 | No | Beyond Appearance: a Semantic Controllable Self-... | 2023-03-30 | Code |
| 8 | LightMBN (RR) | 96.8 | No | Lightweight Multi-Branch Network for Person Re-I... | 2021-01-26 | Code |
| 9 | Viewpoint-Aware Loss(RK) | 96.79 | No | Viewpoint-Aware Loss with Angular Regularization... | 2019-12-03 | Code |
| 10 | SOLIDER (RK) | 96.7 | No | Beyond Appearance: a Semantic Controllable Self-... | 2023-03-30 | Code |
| 11 | TransReID-SSL (ViT-B w/o RK) | 96.7 | No | Self-Supervised Pre-Training for Transformer-Bas... | 2021-11-23 | Code |
| 12 | KPR + SOLIDER (no RK) | 96.62 | No | Keypoint Promptable Re-Identification | 2024-07-25 | Code |
| 13 | Weakly Supervised Pre-training (ResNet50+MGN) | 96.6 | No | Large-Scale Pre-training for Person Re-identific... | 2022-03-30 | Code |
| 14 | BPBreID (RK) | 96.4 | No | Body Part-Based Representation Learning for Occl... | 2022-11-07 | Code |
| 15 | ProNet++ (ResNet50+RK) | 96.4 | No | Rethinking Person Re-identification from a Proje... | 2023-08-21 | - |
| 16 | DAAF-BoT(RK) | 96.4 | No | Deep Attention Aware Feature Learning for Person... | 2020-03-01 | Code |
| 17 | MPN* (without re-ranking) | 96.4 | No | Multi-task Learning with Coarse Priors for Robus... | 2020-03-18 | Code |
| 18 | LightMBN (w/o ReRank) | 96.3 | No | Lightweight Multi-Branch Network for Person Re-I... | 2021-01-26 | Code |
| 19 | CA-Jaccard | 96.2 | Yes | CA-Jaccard: Camera-aware Jaccard Distance for Pe... | 2023-11-17 | Code |
| 20 | BoT+UFFM+AMC | 96.2 | No | Enhancing person re-identification via Uncertain... | 2024-05-02 | Code |
| 21 | APNet-C | 96.2 | No | Person Re-identification via Attention Pyramid | 2021-08-11 | Code |
| 22 | ReMix | 96.2 | No | ReMix: Training Generalized Person Re-identifica... | 2024-10-29 | - |
| 23 | Compact-ReID (6.4M w/o RK) | 96.2 | No | Compact Network Training for Person ReID | 2019-10-15 | - |
| 24 | Compact-ReID | 96.2 | No | Compact Network Training for Person ReID | 2019-10-15 | - |
| 25 | LDS (ResNet50 + RK) | 96.17 | No | Learning to Disentangle Scenes for Person Re-ide... | 2021-11-10 | Code |
| 26 | GNN-Reranking | 96.11 | No | Understanding Image Retrieval Re-Ranking: A Grap... | 2020-12-14 | Code |
| 27 | PyrNet (multi-shot+ReRank) | 96.1 | No | - | - | Code |
| 28 | CLIP-ReID Baseline +UFFM+AMC | 96.1 | Yes | Enhancing person re-identification via Uncertain... | 2024-05-02 | Code |
| 29 | PCL-CLIP (L_pcl) | 96.1 | No | Prototypical Contrastive Learning-based CLIP Fin... | 2023-10-26 | Code |
| 30 | FPB | 96.1 | No | FPB: Feature Pyramid Branch for Person Re-Identi... | 2021-08-04 | Code |
| 31 | + Re-weighting | 96.1 | No | Explainable Person Re-Identification with Attrib... | 2021-03-02 | Code |
| 32 | MGN + CircleLoss(ours) | 96.1 | No | Circle Loss: A Unified Perspective of Pair Simil... | 2020-02-25 | Code |
| 33 | Adaptive L2 Regularization (with re-ranking) | 96 | No | Adaptive L2 Regularization in Person Re-Identifi... | 2020-07-15 | Code |
| 34 | ProNet++ | 96 | No | Rethinking Person Re-identification from a Proje... | 2023-08-21 | - |
| 35 | CACENET (Resnet50 without RR) | 95.96 | No | Devil's in the Details: Aligning Visual Clues fo... | 2020-09-11 | Code |
| 36 | PCL-CLIP (L_pcl+L_id) | 95.9 | No | Prototypical Contrastive Learning-based CLIP Fin... | 2023-10-26 | Code |
| 37 | KPR | 95.9 | No | Keypoint Promptable Re-Identification | 2024-07-25 | Code |
| 38 | FlipReID (with re-ranking) | 95.8 | No | FlipReID: Closing the Gap between Training and I... | 2021-05-12 | Code |
| 39 | DiP (without RK) | 95.8 | No | DiP: Learning Discriminative Implicit Parts for ... | 2022-12-24 | Code |
| 40 | TAT | 95.8 | No | - | - | Code |
| 41 | Compact-ReID (2.9M w/o RK) | 95.8 | No | Compact Network Training for Person ReID | 2019-10-15 | - |
| 42 | Deep Miner (w/o ReRank) | 95.7 | No | Deep Miner: A Deep and Multi-branch Network whic... | 2021-02-18 | Code |
| 43 | Cluster-level Alignment (Resnet50 w/o RK) | 95.7 | No | Cluster-level Feature Alignment for Person Re-id... | 2020-08-15 | Code |
| 44 | BPBreID | 95.7 | No | Body Part-Based Representation Learning for Occl... | 2022-11-07 | Code |
| 45 | GiT | 95.7 | No | GiT: Graph Interactive Transformer for Vehicle R... | 2021-07-12 | - |
| 46 | Pyramid (CVPR'19) | 95.7 | No | Pyramidal Person Re-IDentification via Multi-Los... | 2018-10-29 | Code |
| 47 | MGN | 95.7 | No | Learning Discriminative Features with Multiple G... | 2018-04-04 | Code |
| 48 | EI-Net | 95.64 | No | - | - | - |
| 49 | PLR-OSNet | 95.6 | Yes | Learning Diverse Features with Part-Level Resolu... | 2020-01-21 | Code |
| 50 | Adaptive L2 Regularization (without re-ranking) | 95.6 | No | Adaptive L2 Regularization in Person Re-Identifi... | 2020-07-15 | Code |
| 51 | ABD-Net (ResNet-50) | 95.6 | No | ABD-Net: Attentive but Diverse Person Re-Identif... | 2019-08-03 | Code |
| 52 | TransReID+Pose2ID (no RK) | 95.52 | No | From Poses to Identity: Training-Free Person Re-... | 2025-03-02 | Code |
| 53 | Top-DB-Net + RK | 95.5 | No | Top-DB-Net: Top DropBlock for Activation Enhance... | 2020-10-12 | Code |
| 54 | FlipReID (without re-ranking) | 95.5 | No | FlipReID: Closing the Gap between Training and I... | 2021-05-12 | Code |
| 55 | CAL | 95.5 | No | Counterfactual Attention Learning for Fine-Grain... | 2021-08-19 | Code |
| 56 | TMGF | 95.5 | No | Transformer Based Multi-Grained Features for Uns... | 2022-11-22 | Code |
| 57 | BoT Baseline(RK) | 95.43 | No | Bag of Tricks and A Strong Baseline for Deep Per... | 2019-03-17 | Code |
| 58 | 3DMagicMirror (HRNet) | 95.43 | No | 3D Magic Mirror: Clothing Reconstruction from a ... | 2022-04-27 | Code |
| 59 | Auto-ReID(RK) | 95.4 | No | Auto-ReID: Searching for a Part-aware ConvNet fo... | 2019-03-23 | Code |
| 60 | Deep Constrained Dominant Sets (RK) | 95.4 | No | Deep Constrained Dominant Sets for Person Re-ide... | 2019-04-25 | Code |
| 61 | DG-Net(RK) | 95.4 | No | Joint Discriminative and Generative Learning for... | 2019-04-15 | Code |
| 62 | CLIP-ReID (without re-ranking) | 95.4 | No | CLIP-ReID: Exploiting Vision-Language Model for ... | 2022-11-25 | Code |
| 63 | Dual Cluster Contrastive | 95.4 | No | Dual Cluster Contrastive learning for Object Re-... | 2021-12-09 | Code |
| 64 | MSINet (2.3M w/o RK) | 95.3 | No | MSINet: Twins Contrastive Search of Multi-Scale ... | 2023-03-13 | Code |
| 65 | ISP | 95.3 | No | Identity-Guided Human Semantic Parsing for Perso... | 2020-07-27 | Code |
| 66 | TransReID-SSL (ViTi-S) | 95.3 | Yes | Self-Supervised Pre-Training for Transformer-Bas... | 2021-11-23 | Code |
| 67 | TransReID-SSL (ViT-S w/o RK) | 95.3 | Yes | Self-Supervised Pre-Training for Transformer-Bas... | 2021-11-23 | Code |
| 68 | TransReID | 95.2 | No | TransReID: Transformer-based Object Re-Identific... | 2021-02-08 | Code |
| 69 | GPS (without re-ranking) | 95.2 | No | Graph-based Person Signature for Person Re-Ident... | 2021-04-14 | Code |
| 70 | IS-GAN | 95.2 | No | Learning Disentangled Representation for Robust ... | 2019-10-26 | Code |
| 71 | PyrNet (multi-shot) | 95.2 | No | - | - | Code |
| 72 | P2-Net (triplet loss) | 95.2 | No | Beyond Human Parts: Dual Part-Aligned Representa... | 2019-10-22 | Code |
| 73 | DAAF-BoT | 95.1 | No | Deep Attention Aware Feature Learning for Person... | 2020-03-01 | Code |
| 74 | 3DMagicMirror (ResNet-ibn) | 95.07 | No | 3D Magic Mirror: Clothing Reconstruction from a ... | 2022-04-27 | Code |
| 75 | Top-DB-Net | 94.9 | No | Top-DB-Net: Top DropBlock for Activation Enhance... | 2020-10-12 | Code |
| 76 | DG-Net | 94.8 | No | Joint Discriminative and Generative Learning for... | 2019-04-15 | Code |
| 77 | OSNet | 94.8 | Yes | Omni-Scale Feature Learning for Person Re-Identi... | 2019-05-02 | Code |
| 78 | PCL-CLIP (O2CAP) | 94.8 | No | Prototypical Contrastive Learning-based CLIP Fin... | 2023-10-26 | Code |
| 79 | MBNET | 94.77 | No | - | - | Code |
| 80 | Parameter-Free Spatial Attention (RK) | 94.7 | No | Parameter-Free Spatial Attention Network for Per... | 2018-11-29 | Code |
| 81 | PyrNet (single-shot+ReRank) | 94.6 | No | - | - | Code |
| 82 | AlignedReID (RK) | 94.4 | No | AlignedReID: Surpassing Human-Level Performance ... | 2017-11-22 | Code |
| 83 | CA-Jaccard | 94.4 | No | CA-Jaccard: Camera-aware Jaccard Distance for Pe... | 2023-11-17 | Code |
| 84 | CBN+BoT* | 94.3 | No | Rethinking the Distribution Gap of Person Re-ide... | 2020-01-23 | Code |
| 85 | PPLR | 94.3 | No | Part-based Pseudo Label Refinement for Unsupervi... | 2022-03-28 | Code |
| 86 | ResNet50 + CircleLoss(ours) | 94.2 | No | Circle Loss: A Unified Perspective of Pair Simil... | 2020-02-25 | Code |
| 87 | HPM | 94.2 | No | Horizontal Pyramid Matching for Person Re-identi... | 2018-04-14 | Code |
| 88 | TransReID-SSL (ViT-S) | 94.2 | Yes | Self-Supervised Pre-Training for Transformer-Bas... | 2021-11-23 | Code |
| 89 | PCL-CLIP (CC) | 94.2 | No | Prototypical Contrastive Learning-based CLIP Fin... | 2023-10-26 | Code |
| 90 | PCL-CLIP (CAP) | 93.9 | No | Prototypical Contrastive Learning-based CLIP Fin... | 2023-10-26 | Code |
| 91 | PCB + RPP | 93.8 | No | Beyond Part Models: Person Retrieval with Refine... | 2017-11-26 | Code |
| 92 | ICE | 93.8 | No | ICE: Inter-instance Contrastive Encoding for Uns... | 2021-03-30 | Code |
| 93 | SSP-ReID (RR) | 93.7 | No | Improved Person Re-Identification Based on Salie... | 2018-07-15 | Code |
| 94 | SPreID [kalayeh2018human] | 93.6 | No | Human Semantic Parsing for Person Re-identificat... | 2018-03-31 | - |
| 95 | PyrNet (single-shot) | 93.6 | No | - | - | Code |
| 96 | HHCL(ResNet50 w/o RK) | 93.4 | No | Hard-sample Guided Hybrid Contrast Learning for ... | 2021-09-25 | Code |
| 97 | CAP | 93.3 | No | Camera-aware Proxies for Unsupervised Person Re-... | 2020-12-19 | Code |
| 98 | Bias-controlled Adversarial Training | 93.1 | No | Person Re-identification with Bias-controlled Ad... | 2019-03-30 | - |
| 99 | Cluster Contrast | 92.9 | No | Cluster Contrast for Unsupervised Person Re-Iden... | 2021-03-22 | Code |
| 100 | CACL | 92.7 | No | Cluster-guided Asymmetric Contrastive Learning f... | 2021-06-15 | Code |
| 101 | SSP-ReID | 92.5 | No | Improved Person Re-Identification Based on Salie... | 2018-07-15 | Code |
| 102 | PCB | 92.3 | No | Beyond Part Models: Person Retrieval with Refine... | 2017-11-26 | Code |
| 103 | Group Sampling | 92.3 | No | Rethinking Sampling Strategies for Unsupervised ... | 2021-07-07 | Code |
| 104 | MGCE-HCL | 92.1 | No | Hybrid Contrastive Learning with Cluster Ensembl... | 2022-01-28 | - |
| 105 | CAP | 91.4 | No | Camera-aware Proxies for Unsupervised Person Re-... | 2020-12-19 | Code |
| 106 | CBN | 91.3 | No | Rethinking the Distribution Gap of Person Re-ide... | 2020-01-23 | Code |
| 107 | DaRe(De)+RE+RR [wang2018resource] | 90.9 | No | Resource Aware Person Re-identification across M... | 2018-05-22 | Code |
| 108 | FD-GAN | 90.5 | No | FD-GAN: Pose-guided Feature Distilling GAN for R... | 2018-10-06 | Code |
| 109 | PSE+ ECN (rank-dist) | 90.3 | No | A Pose-Sensitive Embedding for Person Re-Identif... | 2017-11-28 | Code |
| 110 | GLAD* | 89.9 | No | GLAD: Global-Local-Alignment Descriptor for Pede... | 2017-09-13 | - |
| 111 | IICS | 89.5 | No | Intra-Inter Camera Similarity for Unsupervised P... | 2021-03-22 | Code |
| 112 | IDE* + CamStyle + Random Erasing | 89.49 | No | Camera Style Adaptation for Person Re-identifica... | 2017-11-28 | Code |
| 113 | ATWL [ristani2018features] | 89.4 | No | Features for Multi-Target Multi-Camera Tracking ... | 2018-03-28 | - |
| 114 | Incremental Learning | 89.3 | No | Incremental Learning in Person Re-Identification | 2018-08-20 | Code |
| 115 | PAN (GAN)+re-rank | 88.57 | No | Pedestrian Alignment Network for Large-scale Per... | 2017-07-03 | Code |
| 116 | PartLoss | 88.2 | No | Deep Representation Learning with Part Loss for ... | 2017-07-04 | - |
| 117 | OGNet | 87.74 | No | Parameter-Efficient Person Re-identification in ... | 2020-06-08 | Code |
| 118 | SpCL | 87.7 | No | Self-paced Contrastive Learning with Hybrid Memo... | 2020-06-04 | Code |
| 119 | Self-Similarity Grouping (one shot) | 87.5 | No | Self-similarity Grouping: A Simple Unsupervised ... | 2018-11-26 | Code |
| 120 | TriNet (RK) | 86.67 | No | In Defense of the Triplet Loss for Person Re-Ide... | 2017-03-22 | Code |
| 121 | A3M | 86.54 | No | Attribute-Aware Attention Model for Fine-grained... | 2019-01-02 | Code |
| 122 | IDE* | 85.66 | No | Camera Style Adaptation for Person Re-identifica... | 2017-11-28 | Code |
| 123 | DJL | 85.1 | No | Person Re-Identification by Deep Joint Learning ... | 2017-05-12 | - |
| 124 | TriNet | 84.92 | No | In Defense of the Triplet Loss for Person Re-Ide... | 2017-03-22 | Code |
| 125 | LuNet (RK) | 84.59 | No | In Defense of the Triplet Loss for Person Re-Ide... | 2017-03-22 | Code |
| 126 | PDF | 84.14 | No | Pose-driven Deep Convolutional Model for Person ... | 2017-09-25 | - |
| 127 | GAN | 83.97 | No | Unlabeled Samples Generated by GAN Improve the P... | 2017-01-26 | Code |
| 128 | SVDNet | 82.3 | No | SVDNet for Pedestrian Retrieval | 2017-03-16 | - |
| 129 | SSM | 82.21 | No | Scalable Person Re-identification on Supervised ... | 2017-03-24 | - |
| 130 | LuNet | 81.38 | No | In Defense of the Triplet Loss for Person Re-Ide... | 2017-03-22 | Code |
| 131 | DF | 81 | No | Deeply-Learned Part-Aligned Representations for ... | 2017-07-23 | Code |
| 132 | MSCAN | 80.31 | No | Learning Deep Context-aware Features over Body a... | 2017-10-18 | - |
| 133 | DLCE | 79.51 | No | A Discriminatively Learned CNN Embedding for Per... | 2016-11-17 | Code |
| 134 | Re-rank | 77.11 | No | Re-ranking Person Re-identification with k-recip... | 2017-01-29 | - |
| 135 | ECN | 75.1 | No | Invariance Matters: Exemplar Memory for Domain A... | 2019-04-03 | Code |
| 136 | IDE | 72.54 | No | Person Re-identification: Past, Present and Future | 2016-10-10 | - |
| 137 | UTAL | 69.2 | No | Unsupervised Tracklet Person Re-Identification | 2019-03-01 | Code |
| 138 | Dispersion based Clustering | 69.2 | No | Towards better Validity: Dispersion based Cluste... | 2019-06-04 | Code |
| 139 | MAR | 67.7 | No | Unsupervised Person Re-identification by Soft Mu... | 2019-03-15 | Code |
| 140 | S-CNN | 65.88 | No | Gated Siamese Convolutional Neural Network Archi... | 2016-07-28 | - |
| 141 | DNS | 61.02 | No | Learning a Discriminative Null Space for Person ... | 2016-03-07 | - |
| 142 | SPGAN+LMP | 57.7 | No | Image-Image Domain Adaptation with Preserved Sel... | 2017-11-19 | Code |
| 143 | CAMEL* | 54.5 | No | Cross-view Asymmetric Metric Learning for Unsupe... | 2017-08-27 | Code |
| 144 | PUL | 45.5 | No | Unsupervised Person Re-identification: Clusterin... | 2017-05-30 | Code |
| 145 | WARCA | 45.16 | No | Scalable Metric Learning via Weighted Approximat... | 2016-03-01 | - |
| 146 | PUL* | 44.7 | No | Unsupervised Person Re-identification: Clusterin... | 2017-05-30 | Code |
| 147 | LOMO + XQDA | 43.79 | No | Person Re-identification by Local Maximal Occurr... | 2014-06-17 | Code |
| 148 | BOW | 34.4 | No | - | - | - |