Re-id Resources

Re-id surveys

Person Re-identification Book, by Shaogang Gong

Person Re-identification: Past, Present and Future, by Liang Zheng

A Comprehensive Evaluation and Benchmark for Person Re-Identification: Features, Metrics, and Datasets, by Srikrishna Karanam

People Reidentification in Surveillance and Forensics: A survey, by Roberto Vezzani

Researchers

Affiliation	Person	Works
Queen Mary, University of London	Shaogang Gong	Attribute, Human-In-The-Loop, L1 Graph, Null Space, Unsupervised Transfer, Video Ranking, SVM
Sun Yat-sen University	Weishi Zheng	PRDC, Open-world RE-ID, Partial RE-ID, Low resolution RE-ID, Depth RE-ID, Cross-Scenario RE-ID, Top-push
Singapore University of Technology and Design	Liang Zheng	Market-1501, MARS, Query-Adaptive, K-reciprocal encoding, PRW, CamStyle, SPGAN, GAN, SVDNet
Graz University of Technology	Horst Bischof	KISSME, PRID 2011, PRID 450S, Relaxed Pairwise Metric
University of Udine	Niki Martinel	DCIA, Feature Warps, KEPLER
Institute of Automation, Chinese Academy of Sciences	Shengcai Liao	LOMO+XQDA, MLAPG
Amazon, Germany	Loris Bazzani	SDALF, CAVIAR4REID, PTZ, RGB-D, HPE
Chinese University of Hong Kong	Rui Zhao	SDC, DeepReid, Mid-level Filters, Salience Matching, Transferred Metric
Chinese University of Hong Kong	Chen Change Loy	Feature Importance, Manifold Ranking, POP, PETA, Color Naming
Chinese University of Hong Kong	Ying-Cong Chen	CRAFT, Mirror, CVDCA
Kyushu University	Tetsu Matsukawa	GOG, FTCNN, DALF
Hong Kong Baptist University	Andy Jinhua Ma	Domain Adaptation, QARR
Sun Yat-sen University	Liang Lin	JLSCR, Graph Matching, Deep Feature+RDC, End-to-End, DARI
Huazhong University of Science and Technology	Le An	Reference Descriptor, Common Space, Multi-hypergraph Fusion
Huazhong University of Science and Technology	Xiang Bai	Smoothed Manifold
Technion, Israel	Igor Kviatkovsky	Color Invariants
University of Maryland	Ejaz Ahmed	Improved Deep
Karlsruhe Institute of Technology	Martin Bauml	CAVIAR, Probabilistic, Semi-supervised
Institute of Automation, Chinese Academy of Sciences	Yang Yang	Deep Metric, MED_VL, Multi-Level Descriptors, LSSL, SCNCD
University of East Anglia	Ling Shao	Dense Invariant, Fast
Rensselaer Polytechnic Institute	Ziyan Wu	Real World, Pose Priors
Wuhan University	Xiaoyuan Jing	Intra-Inter-Video-Metric, Super-resolution
Northeastern University	Fei Xiong	Kernel-based Metric
University of Florence	Giusppe Lisanti	ISR, MCK-CCA
Disney Research Pittsburgh	Slawomir Bak	One-Shot Metric, COSMATI
Xi'an Jiaotong University	DaPeng Chen	SLSC, EPKFM, Exampled-guided
Hong Kong Baptist University	Mang Ye	DGM, HCML, BDTR
Peking University	Shiliang Zhang	MSMT17, MTL-LORAE, PDC, DeepAttribute
University of Oxford	Alex Bewley	DeepCosine

Papers

You can download the Collected Codes with the label 'code'.

HPE	ICPR'10	Multiple-shot Person Re-identification by Hpe Signature
SVM	BMVC'10	Person Re-Identification by Support Vector Ranking
SDALF	CVPR'10	Person Re-identification by Symmetry-driven Accumulation of Local Features	Project	Code
CAVIAR4REID	BMVC'11	Custom pictorial structures for re-identification	Project
PRID 2011	SCIA'11	Person Re-Identification by Descriptive and Discriminative Classification	Project
CAVIAR	AVSS'11	Evaluation of Local Features for Person Re-Identification in Image Sequences	Project
Transferred Metric	ACCV'12	Human Reidentification with Transferred Metric Learning
Attribute	BMVC'12	Person Re-identification by Attributes
COSMATI	ECCV'12	Learning to Match Appearances by Correlations in a Covariance Metric Space
Relaxed Pairwise Metric	ECCV'12	Relaxed Pairwise Learned Metric for Person Re-Identification
RGB-D	RE-ID'12	Re-identification with RGB-D sensors	Project
KISSME	CVPR'12	Large Scale Metric Learning from Equivalence Constraints	Project	Code
Probabilistic	CVPR'12	"Knock! Knock! Who is it?" Probabilistic Person Identification in TV Series	Project
PTZ	ICIP'13	Person re-identification with a PTZ camera: an introductory study
Manifold Ranking	ICIP'13	Person Re-Identification by Manifold Ranking	Project	Code
Semi-supervised	CVPR'13	Semi-supervised Learning with Constraints for Person Identification in Multimedia Data	Project
SDC	CVPR'13	Unsupervised Salience Learning for Person Re-Identification	Project	Code
POP	ICCV'13	POP: Person Re-Identification Post-Rank Optimisation	Project
Graph Matching	ICCV'13	Person Re-identification by Graph Matching	Project
Salience Matching	ICCV'13	Person Re-Identification by Salience Matching	Project	Code
PRDC	TPAMI'13	Re-identification by Relative Distance Comparison		Code
Color Invariants	TPAMI'13	Color Invariants for Person Reidentification	Project	Code
Exampled-guided	IJCV'13	Exemplar-guided Similarity Learning on Polynomial Feature Map for Person Re-identification
DALF	ICIP'14	Person Re-Identification via Discriminative Accumulation of Local Features	Project
SCNCD	ECCV'14	Salient Color Names for Person Re-Identification
Video Ranking	ECCV'14	Person Re-Identification by Video Ranking
Kernel-based Metric	ECCV'14	Person Re-Identification using Kernel-based Metric Learning Methods	Project	Code
DeepReid	CVPR'14	DeepReid: Deep Filter Pairing Neural Network for Person Re-Identification
Mid-level Filters	CVPR'14	Learning Mid-level Filters for Person Re-identification	Project	Code
Feature Importance	PR'14	On-the-fly Feature Importance Mining for Person Re-Identification	Project
QARR	ACCV'14	Query Based Adaptive Re-Ranking for Person Re-Identification
PETA	ACM MM'14	Pedestrian Attribute Recognition At Far Distance	Project
Query-Adaptive	CVPR'15	Query-Adaptive Late Fusion for Image Search and Person Re-identification	Project
Super-resolution	CVPR'15	Super-resolution Person re-identification with semi-coupled low-rank discriminant dictionary learning
Improved Deep	CVPR'15	An Improved Deep Learning Architecture for Person Re-Identification
LOMO+XQDA	CVPR'15	Person Re-identification by Local Maximal Occurrence Representation and Metric Learning	Project	Code
EPKFM	CVPR'15	Similarity Learning on Explicit Polynomial Kernel Feature Map for Person Re-identification
MLAPG	ICCV'15	Efficient PSD Constrained Asymmetric Metric Learning for Person Re-identification	Project	Code
Partial RE-ID	ICCV'15	Partial Person Re-identification
Low resolution RE-ID	ICCV'15	Multi-scale Learning for Low-resolution Person Re-identification
Market-1501	ICCV'15	Scalable Person Re-identification: A Benchmark	Project	Code
Mirror	IJCAI'15	Mirror representation for modeling view-specific transform in person re-identification		Code
Pose Priors	TPAMI'15	Viewpoint Invariant Human Re-Identification in Camera Networks Using Pose Priors and Subject-Discriminative Features
ISR	TPAMI'15	Person re-identification by Iterative Re-weighted Sparse Ranking	Project	Code
Open-world RE-ID	TPAMI'15	Towards Open-World Person Re-Identification by One-Shot Group-based Verification
Feature Warps	TPAMI'15	Re-Identification in the Function Space of Feature Warps
Domain Adaptation	TIP'15	Cross-Domain Person Reidentification Using Domain Adaptation Ranking SVMs	Project	Code
KEPLER	TIP'15	Kernelized Saliency-Based Person Re-Identification Through Multiple Metric Learning		Code
Deep Feature+RDC	PR'15	Deep Feature Learning with Relative Distance Comparison for Person Re-identification	Project	Code
MED_VL	AAAI'16	Metric Embedded Discriminative Vocabulary Learning for High-Level Person Representation
LSSL	AAAI'16	Large Scale Similarity Learning Using Similar Pairs for Person Verification		Code
DARI	AAAI'16	DARI: Distance metric And Representation Integration for Person Verification
Multi-Level Descriptors	AAAI'16	Unsupervised Learning of Multi-Level Descriptors for Person Re-Identification
MARS	ECCV'16	MARS: A Video Benchmark for Large-Scale Person Re-identification	Project	Code
Human-In-The-Loop	ECCV'16	Human-In-The-Loop Person Re-Identification
L1 Graph	ECCV'16	Person Re-Identification by Unsupervised L1 Graph Learning
Deep Metric	ECCV'16	Embedding Deep Metric for Person Re-identification A Study Against Large Variations		Code
DeepAttribute	ECCV'16	Deep attributes driven multi-camera person re-identification
Color Naming	ACCV'16	Pedestrian Color Naming via Convolutional Neural Network	Project
FTCNN	ICPR'16	Person Re-Identification Using CNN Features Learned from Combination of Attributes	Project	Code
Null Space	CVPR'16	Learning a Discriminative Null Space for Person Re-Identification
Unsupervised Transfer	CVPR'16	Unsupervised Cross-Dataset Transfer Learning for Person Re-Identification
Top-push	CVPR'16	Top-push Video-based Person Re-identification		Code
GOG	CVPR'16	Hierarchical Gaussian Descriptor for Person Re-Identification	Project	Code
JLSCR	CVPR'16	Joint Learning of Single-image and Cross-image Representations for Person Re-identification
SLSC	CVPR'16	Similarity Learning with Spatial Constraints for Person Re-identification
Intra-Inter-Video-Metric	IJCAI'16	Video-Based Person Re-Identification by Simultaneously Learning Intra-Video and Inter-Video Distance Metrics
Fast	IJCAI'16	Learning Cross-view Binary Identities for Fast Person Re-identification
Cross-Scenario RE-ID	TCSVT'16	Cross-scenario Transfer Person Re-identification
CVDCA	TCSVT'16	An Asymmetric Distance Model for Cross-view Feature Mapping in Person Re-identification		Code
Reference Descriptor	TCSVT'16	Person Reidentification with Reference Descriptor
Dense Invariant	TCSVT'16	Dense Invariant Feature Based Support Vector Ranking for Cross-Camera Person Re-identification
Real World	TCSVT'16	From the Lab to the Real World: Re-Identification in an Airport Camera Network
Common Space	TCSVT'16	Multi-level Common Space Learning for Person Re-identification
Multi-hypergraph Fusion	TNNLS'16	Person Re-identification by Multi-hypergraph Fusion
End-to-End	arXiv'16	End-to-End Deep Learning for Person Search	Project	Code
DCIA	TIP'17	Discriminant Context Information Analysis for Post-Ranking Person Re-Identification		Code
Smoothed Manifold	CVPR'17	Scalable Person Re-Identification on Supervised Smoothed Manifold
One-Shot Metric	CVPR'17	One-Shot Metric Learning for Person Re-identification
K-reciprocal encoding	CVPR'17	Re-ranking person re-identification with k-reciprocal encoding	Project	Code
PRW	CVPR'17	Person Re-identification in the Wild	Project	Code
GAN	ICCV'17	Unlabeled Samples Generated by GAN Improve the Person Re-identification Baseline in vitro	Project
SVDNet	ICCV'17	SVDNet for Pedestrian Retrieval	Project
DGM	ICCV'17	Dynamic Label Graph Matching for Unsupervised Video Re-Identification	Project
PDC	ICCV'17	Pose-driven Deep Convolutional Model for Person Re-identification	Project
Depth RE-ID	TIP'17	Robust Depth-based Person Re-identification
CRAFT	TPAMI'17	Person Re-Identification by Camera Correlation Aware Feature Augmentation	Project	Code
MTL-LORAE	TPAMI'17	Multi-Task learning with low rank attribute embedding for multi-camera person re-identification
MCK-CCA	TOMMCAP'17	Multi Channel-kernel Canonical Correlation Analysis for Cross-view Person Re-identification	Project	Code
CamStyle	CVPR'18	Camera Style Adaptation for Person Re-identification	Project
SPGAN	CVPR'18	Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification	Project
MSMT17	CVPR'18	Person Transfer GAN to Bridge Domain Gap for Person Re-Identification	Project
HCML	AAAI'18	Hierarchical Discriminative Learning for Visible Thermal Person Re-Identification	Project
BDTR	IJCAI'18	Visible Thermal Person Re-Identification via Dual-Constrained Top-Ranking	Project
DeepCosine	WACV'18	Deep Cosine Metric Learning for Person Re-Identification	Project
PRID 450S	Re-id Book	Mahalanobis Distance Learning for Person Re-Identification	Project

Datasets

The Person Re-id Datasets were summarized by the Robust Systems Lab, Northeastern University.

Re-id Framework

1. Deep-person-reid implemented with PyTorch by Kaiyang Zhou.

2. Open-ReID implemented by Tong Xiao.

3. Person-reid-benchmark, implemented by Srikrishna Karanam.

The resources are collected by Zheng Wang.

Thanks for the support from Mang Ye, Junjun Jiang, Chao Liang.

The resources were updated on May 17th, 2018.