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.