A survey of approaches and trends in person re-identification

Person re-identification is a fundamental task in automated video surveillance and has been an area of intense research in the past few years. Given an image/video of a person taken from one camera, re-identification is the process of identifying the person from images/videos taken from a different camera. Re-identification is indispensable in establishing consistent labeling across multiple cameras or even within the same camera to re-establish disconnected or lost tracks. Apart from surveillance it has applications in robotics, multimedia and forensics. Person re-identification is a difficult problem because of the visual ambiguity and spatiotemporal uncertainty in a person's appearance across different cameras. These difficulties are often compounded by low resolution images or poor quality video feeds with large amounts of unrelated information in them that does not aid re-identification. The spatial or temporal conditions to constrain the problem are hard to capture. However, the problem has received significant attention from the computer vision research community due to its wide applicability and utility. In this paper, we explore the problem of person re-identification and discuss the current solutions. Open issues and challenges of the problem are highlighted with a discussion on potential directions for further research.

[1]  J. M. Mossi,et al.  Who is who at different cameras: people re-identification using depth cameras , 2012 .

[2]  B. Schiele,et al.  Combined Object Categorization and Segmentation With an Implicit Shape Model , 2004 .

[3]  Trevor Darrell,et al.  Simultaneous calibration and tracking with a network of non-overlapping sensors , 2004, Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2004. CVPR 2004..

[4]  Thorsten Joachims,et al.  Optimizing search engines using clickthrough data , 2002, KDD.

[5]  Arun Ross,et al.  Fusion in Multibiometric Identification Systems: What about the Missing Data? , 2009, ICB.

[6]  Shree K. Nayar,et al.  Attribute and simile classifiers for face verification , 2009, 2009 IEEE 12th International Conference on Computer Vision.

[7]  Shaogang Gong,et al.  Re-id: Hunting Attributes in the Wild , 2014, BMVC.

[8]  Shaogang Gong,et al.  Reidentification by Relative Distance Comparison , 2013, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[9]  Tieniu Tan,et al.  Principal axis-based correspondence between multiple cameras for people tracking , 2006, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[10]  Xiaoming Liu,et al.  An intelligent video framework for homeland protection , 2007, SPIE Defense + Commercial Sensing.

[11]  Mubarak Shah,et al.  Appearance modeling for tracking in multiple non-overlapping cameras , 2005, 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05).

[12]  Matti Pietikäinen,et al.  Multiresolution Gray-Scale and Rotation Invariant Texture Classification with Local Binary Patterns , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[13]  Bingpeng Ma,et al.  Local Descriptors Encoded by Fisher Vectors for Person Re-identification , 2012, ECCV Workshops.

[14]  Horst Bischof,et al.  Person Re-identification by Efficient Impostor-Based Metric Learning , 2012, 2012 IEEE Ninth International Conference on Advanced Video and Signal-Based Surveillance.

[15]  Fatih Murat Porikli,et al.  Inter-camera color calibration by correlation model function , 2003, Proceedings 2003 International Conference on Image Processing (Cat. No.03CH37429).

[16]  Xiaogang Wang,et al.  Intelligent multi-camera video surveillance: A review , 2013, Pattern Recognit. Lett..

[17]  Masayuki Mukunoki,et al.  Set Based Discriminative Ranking for Recognition , 2012, ECCV.

[18]  Michael Arens,et al.  Local Feature Based Person Reidentification in Infrared Image Sequences , 2010, 2010 7th IEEE International Conference on Advanced Video and Signal Based Surveillance.

[19]  Timothy F. Cootes,et al.  Active Appearance Models , 1998, ECCV.

[20]  Ali Farhadi,et al.  Describing objects by their attributes , 2009, 2009 IEEE Conference on Computer Vision and Pattern Recognition.

[21]  Alessandro Perina,et al.  Multiple-shot person re-identification by chromatic and epitomic analyses , 2012, Pattern Recognit. Lett..

[22]  Xiaogang Wang,et al.  Locally Aligned Feature Transforms across Views , 2013, 2013 IEEE Conference on Computer Vision and Pattern Recognition.

[23]  Hai Tao,et al.  Evaluating Appearance Models for Recognition, Reacquisition, and Tracking , 2007 .

[24]  Vittorio Murino,et al.  Custom Pictorial Structures for Re-identification , 2011, BMVC.

[25]  Louahdi Khoudour,et al.  People re-identification by classification of silhouettes based on sparse representation , 2010, 2010 2nd International Conference on Image Processing Theory, Tools and Applications.

[26]  Rita Cucchiara,et al.  SARC3D: A New 3D Body Model for People Tracking and Re-identification , 2011, ICIAP.

[27]  Jitendra Malik,et al.  Poselets: Body part detectors trained using 3D human pose annotations , 2009, 2009 IEEE 12th International Conference on Computer Vision.

[28]  Larry S. Davis,et al.  Learning Discriminative Appearance-Based Models Using Partial Least Squares , 2009, 2009 XXII Brazilian Symposium on Computer Graphics and Image Processing.

[29]  Xiaogang Wang,et al.  Unsupervised Salience Learning for Person Re-identification , 2013, 2013 IEEE Conference on Computer Vision and Pattern Recognition.

[30]  David J. Kriegman,et al.  Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection , 1996, ECCV.

[31]  Azriel Rosenfeld,et al.  Face recognition: A literature survey , 2003, CSUR.

[32]  Fabien Moutarde,et al.  Person re-identification in multi-camera system by signature based on interest point descriptors collected on short video sequences , 2008, 2008 Second ACM/IEEE International Conference on Distributed Smart Cameras.

[33]  Stan Z. Li,et al.  Face Recognition at a Distance: System Issues , 2009, Handbook of Remote Biometrics.

[34]  Tsuhan Chen,et al.  Clothing cosegmentation for recognizing people , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[35]  Katja Markert,et al.  Learning Models for Object Recognition from Natural Language Descriptions , 2009, BMVC.

[36]  Kristen Grauman,et al.  Relative attributes , 2011, 2011 International Conference on Computer Vision.

[37]  Bir Bhanu,et al.  Individual recognition using gait energy image , 2006, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[38]  Lisa M. Brown,et al.  Smart surveillance: applications, technologies and implications , 2003, Fourth International Conference on Information, Communications and Signal Processing, 2003 and the Fourth Pacific Rim Conference on Multimedia. Proceedings of the 2003 Joint.

[39]  Rainer Stiefelhagen,et al.  Evaluation of local features for person re-identification in image sequences , 2011, 2011 8th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS).

[40]  Gérard G. Medioni,et al.  Object reacquisition using invariant appearance model , 2004, Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004..

[41]  Michael Lindenbaum,et al.  Transitive Re-identification , 2013, BMVC.

[42]  David A. McAllester,et al.  A discriminatively trained, multiscale, deformable part model , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[43]  Samy Bengio,et al.  A Discriminative Kernel-Based Approach to Rank Images from Text Queries , 2008, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[44]  Horst Bischof,et al.  Relaxed Pairwise Learned Metric for Person Re-identification , 2012, ECCV.

[45]  Fabio Roli,et al.  Fast person re-identification based on dissimilarity representations , 2012, Pattern Recognit. Lett..

[46]  G LoweDavid,et al.  Distinctive Image Features from Scale-Invariant Keypoints , 2004 .

[47]  Richard Szeliski,et al.  Finding People in Repeated Shots of the Same Scene , 2006, BMVC.

[48]  Slawomir Bak,et al.  Person Re-identification Using Haar-based and DCD-based Signature , 2010, 2010 7th IEEE International Conference on Advanced Video and Signal Based Surveillance.

[49]  Tarak Gandhi,et al.  Person tracking and reidentification: Introducing Panoramic Appearance Map (PAM) for feature representation , 2006, Machine Vision and Applications.

[50]  Per-Erik Forssén,et al.  Maximally Stable Colour Regions for Recognition and Matching , 2007, 2007 IEEE Conference on Computer Vision and Pattern Recognition.

[51]  Shaogang Gong,et al.  Towards Person Identification and Re-identification with Attributes , 2012, ECCV Workshops.

[52]  Rong Jin,et al.  Distance Metric Learning: A Comprehensive Survey , 2006 .

[53]  Jean-Luc Dugelay,et al.  People re-identification in camera networks based on probabilistic color histograms , 2011, Electronic Imaging.

[54]  Shishir K. Shah,et al.  Multiple person re-identification using part based spatio-temporal color appearance model , 2011, 2011 IEEE International Conference on Computer Vision Workshops (ICCV Workshops).

[55]  Bingpeng Ma,et al.  BiCov: a novel image representation for person re-identification and face verification , 2012, BMVC.

[56]  Xiaogang Wang,et al.  Person Re-identification by Salience Matching , 2013, 2013 IEEE International Conference on Computer Vision.

[57]  James J. Little,et al.  A Boosted Particle Filter: Multitarget Detection and Tracking , 2004, ECCV.

[58]  Cordelia Schmid,et al.  A performance evaluation of local descriptors , 2005, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[59]  Bill Triggs,et al.  Histograms of oriented gradients for human detection , 2005, 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05).

[60]  Michal Lewandowski,et al.  Re-identification of pedestrians with variable occlusion and scale , 2011, 2011 IEEE International Conference on Computer Vision Workshops (ICCV Workshops).

[61]  E. Grossmann,et al.  The Terrascope Dataset: Scripted Multi-Camera Indoor Video Surveillance with Ground-truth , 2005, 2005 IEEE International Workshop on Visual Surveillance and Performance Evaluation of Tracking and Surveillance.

[62]  Andrea Cavallaro,et al.  Person re-identification in crowd , 2012, Pattern Recognit. Lett..

[63]  Shaogang Gong,et al.  Cross View Gait Recognition Using Correlation Strength , 2010, BMVC.

[64]  Richard I. Hartley,et al.  Person Reidentification Using Spatiotemporal Appearance , 2006, 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'06).

[65]  Ying Zhang,et al.  Gabor-LBP Based Region Covariance Descriptor for Person Re-identification , 2011, 2011 Sixth International Conference on Image and Graphics.

[66]  Shaogang Gong,et al.  Multi-camera Matching using Bi-Directional Cumulative Brightness Transfer Functions , 2008, BMVC.

[67]  H. Hotelling Relations Between Two Sets of Variates , 1936 .

[68]  Bernt Schiele,et al.  Pictorial structures revisited: People detection and articulated pose estimation , 2009, 2009 IEEE Conference on Computer Vision and Pattern Recognition.

[69]  Shaogang Gong,et al.  Incremental Activity Modeling in Multiple Disjoint Cameras , 2012, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[70]  Matti Pietikäinen,et al.  Person Re-identification Based on Global Color Context , 2010, ACCV Workshops.

[71]  Alessio Del Bue,et al.  Re-identification with RGB-D Sensors , 2012, ECCV Workshops.

[72]  Slawomir Bak,et al.  Learning to Match Appearances by Correlations in a Covariance Metric Space , 2012, ECCV.

[73]  Shaogang Gong,et al.  Multi-camera activity correlation analysis , 2009, 2009 IEEE Conference on Computer Vision and Pattern Recognition.

[74]  Xiaogang Wang,et al.  Shape and Appearance Context Modeling , 2007, 2007 IEEE 11th International Conference on Computer Vision.

[75]  Shaogang Gong,et al.  Associating Groups of People , 2009, BMVC.

[76]  Tim J. Ellis,et al.  Bridging the gaps between cameras , 2004, Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2004. CVPR 2004..

[77]  Rita Cucchiara,et al.  Multi-view people surveillance using 3D information , 2011, 2011 IEEE International Conference on Computer Vision Workshops (ICCV Workshops).

[78]  Rita Cucchiara,et al.  3DPeS: 3D people dataset for surveillance and forensics , 2011, J-HGBU '11.

[79]  Horst Bischof,et al.  Person Re-identification by Descriptive and Discriminative Classification , 2011, SCIA.

[80]  Luc Van Gool,et al.  Depth and Appearance for Mobile Scene Analysis , 2007, 2007 IEEE 11th International Conference on Computer Vision.

[81]  Narendra Ahuja,et al.  Pedestrian Recognition with a Learned Metric , 2010, ACCV.

[82]  Robert Bergevin,et al.  VIP: Vision tool for comparing Images of People , 2003 .

[83]  Chunxiao Liu,et al.  POP: Person Re-identification Post-rank Optimisation , 2013, 2013 IEEE International Conference on Computer Vision.

[84]  Sridha Sridharan,et al.  A Database for Person Re-Identification in Multi-Camera Surveillance Networks , 2012, 2012 International Conference on Digital Image Computing Techniques and Applications (DICTA).

[85]  Daniel P. Huttenlocher,et al.  Pictorial Structures for Object Recognition , 2004, International Journal of Computer Vision.

[86]  Shaogang Gong,et al.  International Journal of Computer Vision (The original publication is available at www.springerlink.com) Time-Delayed Correlation Analysis for Multi-Camera Activity Understanding , 2009 .

[87]  Ramakant Nevatia,et al.  Detection and Tracking of Multiple, Partially Occluded Humans by Bayesian Combination of Edgelet based Part Detectors , 2007, International Journal of Computer Vision.

[88]  Hai Tao,et al.  Viewpoint Invariant Pedestrian Recognition with an Ensemble of Localized Features , 2008, ECCV.

[89]  Fabio Roli,et al.  A General Method for Appearance-Based People Search Based on Textual Queries , 2012, ECCV Workshops.

[90]  Anil K. Jain,et al.  ViSE: Visual Search Engine Using Multiple Networked Cameras , 2006, 18th International Conference on Pattern Recognition (ICPR'06).

[91]  Sergio A. Velastin,et al.  Re-identification of Pedestrians in Crowds Using Dynamic Time Warping , 2012, ECCV Workshops.

[92]  Chunxiao Liu,et al.  Person re-identification by manifold ranking , 2013, 2013 IEEE International Conference on Image Processing.

[93]  Louahdi Khoudour,et al.  People re-identification by spectral classification of silhouettes , 2010, Signal Process..

[94]  Slawomir Bak,et al.  Boosted human re-identification using Riemannian manifolds , 2012, Image Vis. Comput..

[95]  Allen Y. Yang,et al.  Feature Selection in Face Recognition: A Sparse Representation Perspective , 2007 .

[96]  Slawomir Bak,et al.  Person Re-identification Using Spatial Covariance Regions of Human Body Parts , 2010, 2010 7th IEEE International Conference on Advanced Video and Signal Based Surveillance.

[97]  Rainer Stiefelhagen,et al.  Evaluating Multiple Object Tracking Performance: The CLEAR MOT Metrics , 2008, EURASIP J. Image Video Process..

[98]  Michael Lindenbaum,et al.  Learning Implicit Transfer for Person Re-identification , 2012, ECCV Workshops.

[99]  Chunxiao Liu,et al.  Person Re-identification: What Features Are Important? , 2012, ECCV Workshops.

[100]  Fabio Roli,et al.  A Multiple Component Matching Framework for Person Re-identification , 2011, ICIAP.

[101]  Yongkang Wong,et al.  Patch-based probabilistic image quality assessment for face selection and improved video-based face recognition , 2011, CVPR 2011 WORKSHOPS.

[102]  Luc Van Gool,et al.  You'll never walk alone: Modeling social behavior for multi-target tracking , 2009, 2009 IEEE 12th International Conference on Computer Vision.

[103]  Stefan Roth,et al.  People-tracking-by-detection and people-detection-by-tracking , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[104]  Shishir K. Shah,et al.  Part-based spatio-temporal model for multi-person re-identification , 2012, Pattern Recognit. Lett..

[105]  Alessandro Perina,et al.  Multiple-Shot Person Re-identification by HPE Signature , 2010, 2010 20th International Conference on Pattern Recognition.

[106]  Mubarak Shah,et al.  Modeling inter-camera space-time and appearance relationships for tracking across non-overlapping views , 2008, Comput. Vis. Image Underst..

[107]  Vittorio Murino,et al.  Symmetry-driven accumulation of local features for human characterization and re-identification , 2013, Comput. Vis. Image Underst..

[108]  Yang Wang,et al.  A Discriminative Latent Model of Object Classes and Attributes , 2010, ECCV.

[109]  Mario Vento,et al.  People Re-identification by Graph Kernels Methods , 2011, GbRPR.

[110]  Shaogang Gong,et al.  Transfer re-identification: From person to set-based verification , 2012, 2012 IEEE Conference on Computer Vision and Pattern Recognition.

[111]  Michael Arens,et al.  Person re-identification in multi-camera networks , 2011, CVPR 2011 WORKSHOPS.

[112]  Shaogang Gong,et al.  Person Re-Identification by Support Vector Ranking , 2010, BMVC.

[113]  Riccardo Satta,et al.  Appearance Descriptors for Person Re-identification: a Comprehensive Review , 2013, ArXiv.

[114]  David S. Munro,et al.  Topology Estimation for Thousand-Camera Surveillance Networks , 2007, 2007 First ACM/IEEE International Conference on Distributed Smart Cameras.