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README.md Update README.md Oct 8, 2018

README.md

State-of-the-art

If you notice any result or the public code that has not been included in this table, please connect Zhedong Zheng without hesitation to add the method. You are welcomed!

Priorities are given to papers whose codes are published.

Supervised Learning

Methods Rank@1 mAP Reference
BoW+kissme 25.13% 12.17% "Scalable person re-identification: a benchmark", Liang Zheng, Liyue Shen, Lu Tian, Shengjin Wang, Jingdong Wang and Qi Tian, ICCV 2015 [project]
LOMO+XQDA 30.75% 17.04% "Person Re-identification by Local Maximal Occurrence Representation and Metric Learning", Shengcai Liao, Yang Hu, Xiangyu Zhu and Stan Z Li, CVPR 2015 [project]
Basel. 65.22% 44.99% "Person Re-identification: Past, Present and Future", Liang Zheng, Yi Yang, and Alexander G. Hauptmann, arXiv:1610.02984 [code]
Basel. + LSRO   67.68% 47.13% "Unlabeled Samples Generated by GAN Improve the Person Re-identification Baseline in vitro", Zhedong Zheng, Liang Zheng and Yi Yang, ICCV 2017 [code]
Basel. + OIM 68.1% - "Joint Detection and Identification Feature Learning for Person Search", Tong Xiao, Shuang Li, Bochao Wang, Liang Lin, Xiaogang Wang, CVPR 2017
Verif + Identif 68.9% 49.3% "A Discriminatively Learned Cnn Embedding for Person Re-identification", Zhedong Zheng, Liang Zheng, and Yi Yang, TOMM 2017. [code]
APR 70.69% 51.88% "Improving person re-identification by attribute and identity learning", Yutian Lin, Liang Zheng, Zhedong Zheng, Yu Wu, Yi Yang, arXiv:1703.07220 [Attribute Dataset]
ACRN 72.58% 51.96% "Person Re-Identification by Deep Learning Attribute-Complementary Information", Arne Schumann and Rainer Stiefelhagen, CVPR 2017 Workshop
PAN 71.59% 51.51% "Pedestrian Alignment Network for Large-scale Person Re-identification", Zhedong Zheng, Liang Zheng, Yi Yang, TCSVT 2018 [code]
PAN+rerank 75.94% 66.74%
FMN 74.51% 56.88% "Let Features Decide for Themselves: Feature Mask Network for Person Re-identification", Guodong Ding, Salman Khan, Zhenmin Tang, Fatih Porikli, arXiv:1711.07155
FMN+rerank 79.52% 72.79%
Bilinear Coding 76.2% 56.9% "Weighted Bilinear Coding over Salient Body Parts for Person Re-identification" Zhou Qin, Heng Fan, Hang Su, Hua Yang, Shibao Zheng, and Haibin Ling, arXiv:1803.08580
SVDNet 76.7% 56.8% "SVDNet for Pedestrian Retrieval", Yifan Sun, Liang Zheng, Weijian Deng, Shengjin Wang, ICCV 2017 [code]
dMpRL 76.81% 58.56% "Multi-pseudo Regularized Label for Generated Samples in Person Re-Identification", Huang Yan, Jinsong Xu, Qiang Wu, Zhedong Zheng, Zhaoxiang Zhang, and Jian Zhang, arXiv:1801.06742
AACN 76.84% 59.25% "Attention-Aware Compositional Network for Person Re-identification", Jing Xu, Rui Zhao, Feng Zhu, Huaming Wang and Wanli Ouyang, CVPR2018
CamStyle + RE 78.32% 57.61% "Camera Style Adaptation for Person Re-identification", Zhun Zhong, Liang Zheng, Zhedong Zheng, Shaozi Li, Yi Yang, CVPR 2018 [code]
DPFL 79.2% 60.6% "Person Re-Identification by Deep Learning Multi-Scale Representations", Yanbei Chen, Xiatian Zhu and Shaogang Gong, ICCV2017 workshop
SVDNet + RE 79.31% 62.44% "Random Erasing Data Augmentation", Zhun Zhong, Liang Zheng, Guoliang Kang, Shaozi Li, Yi Yang, arXiv:1708.04896
SVDNet + RE + rerank 84.02% 78.28%
PSE 79.8% 62.0% "A Pose-Sensitive Embedding for Person Re-Identification with Expanded Cross Neighborhood Re-Ranking", M. Saquib Sarfraz, Arne Schumann, Andreas Eberle, Rainer Stiefelhagen, CVPR 2018[code]
PSE + ECN + rerank 85.2% 79.8%
ATWL(2-stream) 79.80% 63.40% "Features for Multi-Target Multi-Camera Tracking and Re-Identification", Ergys Ristani and Carlo Tomasi, CVPR 2018
Mid-level Representation 80.43% 63.88% "The Devil is in the Middle: Exploiting Mid-level Representations for Cross-Domain Instance Matching", Qian Yu, Xiaobin Chang, Yi-Zhe Song, Tao Xiang, Timothy M. Hospedales, arXiv:1711.08106
HA-CNN 80.5% 63.8% "Harmonious Attention Network for Person Re-Identification", Li Wei, Xiatian Zhu, and Shaogang Gong, CVPR 2018
Deep-Person 80.90% 64.80% "Deep-Person: Learning Discriminative Deep Features for Person Re-Identification", Xiang Bai, Mingkun Yang, Tengteng Huang, Zhiyong Dou, Rui Yu, Yongchao Xu, arXiv:1711.10658
MLFN 81.2% 62.8% "Multi-Level Factorisation Net for Person Re-Identification" Xiaobin Chang, Timothy M. Hospedales, and Tao Xiang, CVPR 2018.
DuATM (Dense-121) 81.82% 64.58% "Dual Attention Matching Network for Context-Aware Feature Sequence based Person Re-Identification", Jianlou Si, Honggang Zhang, Chun-Guang Li, Jason Kuen, Xiangfei Kong, Alex C. Kot, Gang Wang, CVPR 2018
PCB 83.3% 69.2% "Beyond Part Models: Person Retrieval with Refined Part Pooling", Yifan Sun, Liang Zheng, Yi Yang, Qi Tian, Shengjin Wang, ECCV 2018
Part-aligned(Inception V1, OpenPose) 84.4% 69.3% "Part-Aligned Bilinear Representations for Person Re-identification", Yumin Suh, Jingdong Wang, Siyu Tang, Tao Mei, Kyoung Mu Lee, ECCV 2018
GP-reID 85.2% 72.8% "Re-ID done right: towards good practices for person re-identification", Jon Almazan, Bojana Gajic, Naila Murray, Diane Larlus, arXiv:1801.05339
SPreID (Res-152) 85.95% 73.34% "Human Semantic Parsing for Person Re-identification", Kalayeh, Mahdi M., Emrah Basaran, Muhittin Gokmen, Mustafa E. Kamasak, and Mubarak Shah, CVPR 2018

Transfer Learning

Train on Market-1501, Test on DukeMTMC-reID

Methods Rank@1 mAP Reference
UMDL 18.5% 7.3% "Unsupervised cross-dataset transfer learning for person re-identification", Peng Peixi, Tao Xiang, Yaowei Wang, Massimiliano Pontil, Shaogang Gong, Tiejun Huang, and Yonghong Tian, CVPR 2016
PUL 30.4% 16.8% "Unsupervised Person Re-identification: Clustering and Fine-tuning", Hehe Fan, Liang Zheng, Yi Yang, arXiv:1705.10444 [code]
SPGAN 41.4% 22.3% "Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification", Weijian Deng, Liang Zheng, Guoliang Kang, Yi Yang, Qixiang Ye, Jianbin Jiao, CVPR 2018
MMFA 45.3% 24.7% "Multi-task Mid-level Feature Alignment Network for Unsupervised Cross-Dataset Person Re-Identification", Shan Lin, Haoliang Li, Chang-Tsun Li, Alex Chichung Kot, BMVC 2018
SPGAN+LMP 46.4% 26.2%
HHL 46.9% 27.2% "Generalizing A Person Retrieval Model Hetero- and Homogeneously", Zhun Zhong, Liang Zheng, Shaozi Li, Yi Yang, ECCV 2018
ARN 60.2% 33.4% "Adaptation and Re-Identification Network: An Unsupervised Deep Transfer Learning Approach to Person Re-Identification", Yu-Jhe Li, Fu-En Yang, Yen-Cheng Liu, Yu-Ying Yeh, Xiaofei Du, and Yu-Chiang Frank Wang, CVPR 2018 Workshop