| 1 | SOLIDER (with re-ranking) | 91.7 | Yes | Beyond Appearance: a Semantic Controllable Self-... | 2023-03-30 | Code |
| 2 | CLIP-ReID (with re-ranking) | 91.2 | No | CLIP-ReID: Exploiting Vision-Language Model for ... | 2022-11-25 | Code |
| 3 | SOLIDER (without re-ranking) | 90.7 | Yes | Beyond Appearance: a Semantic Controllable Self-... | 2023-03-30 | Code |
| 4 | PCL-CLIP (L_pcl+L_id) | 89.8 | No | Prototypical Contrastive Learning-based CLIP Fin... | 2023-10-26 | Code |
| 5 | CLIP-ReID (without re-ranking) | 89.7 | No | CLIP-ReID: Exploiting Vision-Language Model for ... | 2022-11-25 | Code |
| 6 | TransReID-SSL (without RK) | 89.6 | Yes | Self-Supervised Pre-Training for Transformer-Bas... | 2021-11-23 | Code |
| 7 | TransReID-SSL (ViT-B without RK) | 89.5 | No | Self-Supervised Pre-Training for Transformer-Bas... | 2021-11-23 | Code |
| 8 | PCL-CLIP (L_pcl) | 89.2 | No | Prototypical Contrastive Learning-based CLIP Fin... | 2023-10-26 | Code |
| 9 | LDS (ResNet50+RK) | 88.35 | No | Learning to Disentangle Scenes for Person Re-ide... | 2021-11-10 | Code |
| 10 | ProNet++ (ResNet50+RK) | 88.2 | No | Rethinking Person Re-identification from a Proje... | 2023-08-21 | - |
| 11 | FlipReID (with re-ranking) | 87.5 | No | FlipReID: Closing the Gap between Training and I... | 2021-05-12 | Code |
| 12 | DiP (without RK) | 87.3 | No | DiP: Learning Discriminative Implicit Parts for ... | 2022-12-24 | Code |
| 13 | Unsupervised Pre-training (ResNet101+MGN) | 86.6 | Yes | Unsupervised Pre-training for Person Re-identifi... | 2020-12-07 | Code |
| 14 | CA-Jaccard | 86.2 | No | CA-Jaccard: Camera-aware Jaccard Distance for Pe... | 2023-11-17 | Code |
| 15 | TransReID | 86.2 | No | TransReID: Transformer-based Object Re-Identific... | 2021-02-08 | Code |
| 16 | RGT&RGPR(without RK) | 86.2 | Yes | Eliminate Deviation with Deviation for Data Augm... | 2021-01-21 | Code |
| 17 | Weakly Supervised Pre-training (ResNet50+MGN) | 86 | No | Large-Scale Pre-training for Person Re-identific... | 2022-03-30 | Code |
| 18 | FlipReID (without re-ranking) | 85.6 | No | FlipReID: Closing the Gap between Training and I... | 2021-05-12 | Code |
| 19 | Deep Miner (w/o ReRank) | 85.6 | No | Deep Miner: A Deep and Multi-branch Network whic... | 2021-02-18 | Code |
| 20 | GiT | 85.6 | No | GiT: Graph Interactive Transformer for Vehicle R... | 2021-07-12 | - |
| 21 | ProNet++ | 85.4 | No | Rethinking Person Re-identification from a Proje... | 2023-08-21 | - |
| 22 | Adaptive L2 Regularization (with re-ranking) | 84.9 | No | Adaptive L2 Regularization in Person Re-Identifi... | 2020-07-15 | Code |
| 23 | PCL-CLIP (O2CAP) | 84.9 | No | Prototypical Contrastive Learning-based CLIP Fin... | 2023-10-26 | Code |
| 24 | ReMix | 84.8 | Yes | ReMix: Training Generalized Person Re-identifica... | 2024-10-29 | - |
| 25 | CAL(ResNet50) | 84.2 | No | Counterfactual Attention Learning for Fine-Grain... | 2021-08-19 | Code |
| 26 | CLIP-ReID Baseline + UFFM +AMC | 83.8 | No | Enhancing person re-identification via Uncertain... | 2024-05-02 | Code |
| 27 | APNet-C(ResNet50) | 83.7 | No | Person Re-identification via Attention Pyramid | 2021-08-11 | Code |
| 28 | CACENET (ResNet50 w/o RR) | 83.54 | No | Devil's in the Details: Aligning Visual Clues fo... | 2020-09-11 | Code |
| 29 | MPN (without re-ranking) | 83.5 | No | Multi-task Learning with Coarse Priors for Robus... | 2020-03-18 | Code |
| 30 | TMGF | 83.3 | No | Transformer Based Multi-Grained Features for Uns... | 2022-11-22 | Code |
| 31 | ABD-Net (ResNet-50) | 82.3 | No | ABD-Net: Attentive but Diverse Person Re-Identif... | 2019-08-03 | Code |
| 32 | BoT+UFFM+AMC | 82 | No | Enhancing person re-identification via Uncertain... | 2024-05-02 | Code |
| 33 | Adaptive L2 Regularization (without re-ranking) | 81.7 | No | Adaptive L2 Regularization in Person Re-Identifi... | 2020-07-15 | Code |
| 34 | MSINet (2.3M w/o RK) | 81 | No | MSINet: Twins Contrastive Search of Multi-Scale ... | 2023-03-13 | Code |
| 35 | PCL-CLIP (CAP) | 79 | No | Prototypical Contrastive Learning-based CLIP Fin... | 2023-10-26 | Code |
| 36 | OSNet | 78.7 | No | Omni-Scale Feature Learning for Person Re-Identi... | 2019-05-02 | Code |
| 37 | OSNet-IAP 1.0x | 77.97 | No | Building Computationally Efficient and Well-Gene... | 2020-03-17 | Code |
| 38 | PCL-CLIP (CC) | 77.9 | No | Prototypical Contrastive Learning-based CLIP Fin... | 2023-10-26 | Code |
| 39 | DG-Net | 77.2 | No | Joint Discriminative and Generative Learning for... | 2019-04-15 | Code |
| 40 | MGN + CircleLoss(ours) | 76.9 | No | Circle Loss: A Unified Perspective of Pair Simil... | 2020-02-25 | Code |
| 41 | ResNet50 + CircleLoss(ours) | 76.3 | No | Circle Loss: A Unified Perspective of Pair Simil... | 2020-02-25 | Code |
| 42 | CA-Jaccard | 75.1 | No | CA-Jaccard: Camera-aware Jaccard Distance for Pe... | 2023-11-17 | Code |
| 43 | TransReID-SSL (ViTi-S) | 75 | Yes | Self-Supervised Pre-Training for Transformer-Bas... | 2021-11-23 | Code |
| 44 | PPLR | 73.3 | No | Part-based Pseudo Label Refinement for Unsupervi... | 2022-03-28 | Code |
| 45 | CBN | 72.8 | No | Rethinking the Distribution Gap of Person Re-ide... | 2020-01-23 | Code |
| 46 | VAL-PAT | 67.5 | No | Learning Transferable Pedestrian Representation ... | 2023-04-12 | Code |
| 47 | TransReID-SSL (ViT-S) | 66.4 | Yes | Self-Supervised Pre-Training for Transformer-Bas... | 2021-11-23 | Code |
| 48 | Cluster Contrast | 62 | No | Cluster Contrast for Unsupervised Person Re-Iden... | 2021-03-22 | Code |
| 49 | DLCE | 60.48 | No | A Discriminatively Learned CNN Embedding for Per... | 2016-11-17 | Code |
| 50 | Group Sampling | 56.2 | No | Rethinking Sampling Strategies for Unsupervised ... | 2021-07-07 | Code |
| 51 | CACL | 48.9 | No | Cluster-guided Asymmetric Contrastive Learning f... | 2021-06-15 | Code |
| 52 | OGNet | 47.71 | No | Parameter-Efficient Person Re-identification in ... | 2020-06-08 | Code |
| 53 | UTAL | 31.4 | No | Unsupervised Tracklet Person Re-Identification | 2019-03-01 | Code |