| 1 | CLIP-ReID (with re-ranking) | 86.7 | No | CLIP-ReID: Exploiting Vision-Language Model for ... | 2022-11-25 | Code |
| 2 | SOLIDER (with re-ranking) | 86.5 | Yes | Beyond Appearance: a Semantic Controllable Self-... | 2023-03-30 | Code |
| 3 | FlipReID (with re-ranking) | 81.3 | No | FlipReID: Closing the Gap between Training and I... | 2021-05-12 | Code |
| 4 | ProNet++ (ResNet50+RK) | 80 | No | Rethinking Person Re-identification from a Proje... | 2023-08-21 | - |
| 5 | LDS (ResNet50+RK) | 79.09 | No | Learning to Disentangle Scenes for Person Re-ide... | 2021-11-10 | Code |
| 6 | SOLIDER (without re-ranking) | 77.1 | Yes | Beyond Appearance: a Semantic Controllable Self-... | 2023-03-30 | Code |
| 7 | Adaptive L2 Regularization (with re-ranking) | 76.7 | No | Adaptive L2 Regularization in Person Re-Identifi... | 2020-07-15 | Code |
| 8 | PCL-CLIP (L_pcl+L_id) | 76.1 | No | Prototypical Contrastive Learning-based CLIP Fin... | 2023-10-26 | Code |
| 9 | CLIP-ReID (without re-ranking) | 75.8 | No | CLIP-ReID: Exploiting Vision-Language Model for ... | 2022-11-25 | Code |
| 10 | TransReID-SSL (ViT-B without RK) | 75 | No | Self-Supervised Pre-Training for Transformer-Bas... | 2021-11-23 | Code |
| 11 | CA-Jaccard | 74.1 | No | CA-Jaccard: Camera-aware Jaccard Distance for Pe... | 2023-11-17 | Code |
| 12 | PCL-CLIP (L_pcl) | 73.8 | No | Prototypical Contrastive Learning-based CLIP Fin... | 2023-10-26 | Code |
| 13 | DiP (without RK) | 71.8 | No | DiP: Learning Discriminative Implicit Parts for ... | 2022-12-24 | Code |
| 14 | TransReID | 69.4 | No | TransReID: Transformer-based Object Re-Identific... | 2021-02-08 | Code |
| 15 | Unsupervised Pre-training (ResNet101+MGN) | 68.8 | Yes | Unsupervised Pre-training for Person Re-identifi... | 2020-12-07 | Code |
| 16 | Weakly Supervised Pre-training (ResNet50+MGN) | 68 | No | Large-Scale Pre-training for Person Re-identific... | 2022-03-30 | Code |
| 17 | FlipReID (without re-ranking) | 68 | No | FlipReID: Closing the Gap between Training and I... | 2021-05-12 | Code |
| 18 | CLIP-ReID Baseline + UFFM +AMC | 67.6 | No | Enhancing person re-identification via Uncertain... | 2024-05-02 | Code |
| 19 | Deep Miner (w/o ReRank) | 67.3 | No | Deep Miner: A Deep and Multi-branch Network whic... | 2021-02-18 | Code |
| 20 | UniHCP (finetune) | 67.3 | No | UniHCP: A Unified Model for Human-Centric Percep... | 2023-03-06 | Code |
| 21 | RGT&RGPR(without RK) | 65.9 | Yes | Eliminate Deviation with Deviation for Data Augm... | 2021-01-21 | Code |
| 22 | ProNet++ | 65.5 | No | Rethinking Person Re-identification from a Proje... | 2023-08-21 | - |
| 23 | PCL-CLIP (O2CAP) | 65.5 | No | Prototypical Contrastive Learning-based CLIP Fin... | 2023-10-26 | Code |
| 24 | GiT | 64.8 | No | GiT: Graph Interactive Transformer for Vehicle R... | 2021-07-12 | - |
| 25 | CAL(ResNet50) | 64 | No | Counterfactual Attention Learning for Fine-Grain... | 2021-08-19 | Code |
| 26 | ReMix | 63.9 | Yes | ReMix: Training Generalized Person Re-identifica... | 2024-10-29 | - |
| 27 | APNet-C(ResNet50) | 63.5 | No | Person Re-identification via Attention Pyramid | 2021-08-11 | Code |
| 28 | MPN (without re-ranking) | 62.7 | No | Multi-task Learning with Coarse Priors for Robus... | 2020-03-18 | Code |
| 29 | BoT+UFFM+AMC | 62.3 | No | Enhancing person re-identification via Uncertain... | 2024-05-02 | Code |
| 30 | Adaptive L2 Regularization (without re-ranking) | 62.2 | No | Adaptive L2 Regularization in Person Re-Identifi... | 2020-07-15 | Code |
| 31 | CACENET (ResNet50 w/o RR) | 62 | No | Devil's in the Details: Aligning Visual Clues fo... | 2020-09-11 | Code |
| 32 | ABD-Net (ResNet-50) | 60.8 | No | ABD-Net: Attentive but Diverse Person Re-Identif... | 2019-08-03 | Code |
| 33 | MSINet (2.3M w/o RK) | 59.6 | No | MSINet: Twins Contrastive Search of Multi-Scale ... | 2023-03-13 | Code |
| 34 | TMGF | 58.2 | No | Transformer Based Multi-Grained Features for Uns... | 2022-11-22 | Code |
| 35 | PCL-CLIP (CC) | 56.4 | No | Prototypical Contrastive Learning-based CLIP Fin... | 2023-10-26 | Code |
| 36 | PCL-CLIP (CAP) | 53.6 | No | Prototypical Contrastive Learning-based CLIP Fin... | 2023-10-26 | Code |
| 37 | OSNet | 52.9 | No | Omni-Scale Feature Learning for Person Re-Identi... | 2019-05-02 | Code |
| 38 | DG-Net | 52.3 | No | Joint Discriminative and Generative Learning for... | 2019-04-15 | Code |
| 39 | MGN + CircleLoss(ours) | 52.1 | No | Circle Loss: A Unified Perspective of Pair Simil... | 2020-02-25 | Code |
| 40 | TransReID-SSL (ViTi-S) | 50.6 | Yes | Self-Supervised Pre-Training for Transformer-Bas... | 2021-11-23 | Code |
| 41 | ResNet50 + CircleLoss(ours) | 50.2 | No | Circle Loss: A Unified Perspective of Pair Simil... | 2020-02-25 | Code |
| 42 | OSNet-IAP 1.0x | 48.66 | No | Building Computationally Efficient and Well-Gene... | 2020-03-17 | Code |
| 43 | CA-Jaccard | 44.3 | No | CA-Jaccard: Camera-aware Jaccard Distance for Pe... | 2023-11-17 | Code |
| 44 | CBN | 42.9 | No | Rethinking the Distribution Gap of Person Re-ide... | 2020-01-23 | Code |
| 45 | PPLR | 42.2 | No | Part-based Pseudo Label Refinement for Unsupervi... | 2022-03-28 | Code |
| 46 | TransReID-SSL (ViT-S) | 40.9 | Yes | Self-Supervised Pre-Training for Transformer-Bas... | 2021-11-23 | Code |
| 47 | VAL-PAT | 38.9 | No | Learning Transferable Pedestrian Representation ... | 2023-04-12 | Code |
| 48 | Cluster Contrast | 33 | No | Cluster Contrast for Unsupervised Person Re-Iden... | 2021-03-22 | Code |
| 49 | DLCE | 31.58 | No | A Discriminatively Learned CNN Embedding for Per... | 2016-11-17 | Code |
| 50 | Group Sampling | 24.6 | No | Rethinking Sampling Strategies for Unsupervised ... | 2021-07-07 | Code |
| 51 | OGNet | 23.01 | No | Parameter-Efficient Person Re-identification in ... | 2020-06-08 | Code |
| 52 | CACL | 23 | No | Cluster-guided Asymmetric Contrastive Learning f... | 2021-06-15 | Code |
| 53 | UTAL | 13.1 | No | Unsupervised Tracklet Person Re-Identification | 2019-03-01 | Code |
| 54 | TAUDL | 12.5 | No | Unsupervised Person Re-identification by Deep Le... | 2018-09-08 | - |