ML Research Wiki / Benchmarks / Person Re-Identification / MSMT17

MSMT17

Person Re-Identification Benchmark

Performance Over Time

📊 Showing 43 results | 📏 Metric: mAP

Top Performing Models

Rank Model Paper mAP Date Code
1 TransReID-SSL (without RK) 📚 Self-Supervised Pre-Training for Transformer-Based Person Re-Identification 89.60 2021-11-23 📦 DengpanFu/LUPerson 📦 damo-cv/TransReID-SSL 📦 michuanhaohao/transreid-ssl
2 CLIP-ReID (with re-ranking) CLIP-ReID: Exploiting Vision-Language Model for Image Re-Identification without Concrete Text Labels 86.70 2022-11-25 📦 mikel-brostrom/boxmot 📦 syliz517/clip-reid
3 SOLIDER (with re-ranking) 📚 Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks 86.50 2023-03-30 📦 modelscope/modelscope 📦 tinyvision/SOLIDER 📦 hasanirtiza/Pedestron 📦 DengpanFu/LUPerson
4 FlipReID (with re-ranking) FlipReID: Closing the Gap between Training and Inference in Person Re-Identification 81.30 2021-05-12 📦 nixingyang/FlipReID
5 ProNet++ (ResNet50+RK) Rethinking Person Re-identification from a Projection-on-Prototypes Perspective 80.00 2023-08-21 -
6 LDS (ResNet50+RK) Learning to Disentangle Scenes for Person Re-identification 79.09 2021-11-10 📦 deropty/LDS
7 SOLIDER (without re-ranking) 📚 Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks 77.10 2023-03-30 📦 modelscope/modelscope 📦 tinyvision/SOLIDER 📦 hasanirtiza/Pedestron 📦 DengpanFu/LUPerson
8 Adaptive L2 Regularization (with re-ranking) Adaptive L2 Regularization in Person Re-Identification 76.70 2020-07-15 📦 nixingyang/AdaptiveL2Regularization
9 PCL-CLIP (L_pcl+L_id) Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification 76.10 2023-10-26 📦 RikoLi/PCL-CLIP
10 CLIP-ReID (without re-ranking) CLIP-ReID: Exploiting Vision-Language Model for Image Re-Identification without Concrete Text Labels 75.80 2022-11-25 📦 mikel-brostrom/boxmot 📦 syliz517/clip-reid

All Papers (43)