Object identification: a Bayesian analysis with application to traffic surveillance
Artificial Intelligence - Special issue: artificial intelligence 40 years later
Human motion analysis: a review
Computer Vision and Image Understanding
Multimodal people ID for a multimedia meeting browser
MULTIMEDIA '99 Proceedings of the seventh ACM international conference on Multimedia (Part 1)
Tracking Human Motion in Structured Environments Using a Distributed-Camera System
IEEE Transactions on Pattern Analysis and Machine Intelligence
Monitoring Activities from Multiple Video Streams: Establishing a Common Coordinate Frame
IEEE Transactions on Pattern Analysis and Machine Intelligence
Computer Vision: A Modern Approach
Computer Vision: A Modern Approach
Multi View Image Surveillance and Tracking
MOTION '02 Proceedings of the Workshop on Motion and Video Computing
VS '99 Proceedings of the Second IEEE Workshop on Visual Surveillance
Multi-Camera Multi-Person Tracking for EasyLiving
VS '00 Proceedings of the Third IEEE International Workshop on Visual Surveillance (VS'2000)
Tracking Human Motion Using Multiple Cameras
ICPR '96 Proceedings of the International Conference on Pattern Recognition (ICPR '96) Volume III-Volume 7276 - Volume 7276
Multiple View Geometry in Computer Vision
Multiple View Geometry in Computer Vision
Tracking Multiple People with a Multi-Camera System
WOMOT '01 Proceedings of the IEEE Workshop on Multi-Object Tracking (WOMOT'01)
Automatic Tracking of Human Motion in Indoor Scenes Across Multiple Synchronized Video Streams
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
Epitomic analysis of appearance and shape
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Moment invariants for recognition under changing viewpoint and illumination
Computer Vision and Image Understanding - Special issue on color for image indexing and retrieval
Articulated Body Motion Capture by Stochastic Search
International Journal of Computer Vision
Persistent Objects Tracking Across Multiple Non Overlapping Cameras
WACV-MOTION '05 Proceedings of the IEEE Workshop on Motion and Video Computing (WACV/MOTION'05) - Volume 2 - Volume 02
Appearance Modeling for Tracking in Multiple Non-Overlapping Cameras
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
Spatiograms versus Histograms for Region-Based Tracking
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
Principal Axis-Based Correspondence between Multiple Cameras for People Tracking
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multiple-camera people localization in an indoor environment
Knowledge and Information Systems
Multi-Object Tracking Through Simultaneous Long Occlusions and Split-Merge Conditions
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 1
Robust People Tracking with Global Trajectory Optimization
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 1
Person Reidentification Using Spatiotemporal Appearance
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
ViSE: Visual Search Engine Using Multiple Networked Cameras
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 03
MONNET: Monitoring Pedestrians with a Network of Loosely-Coupled Cameras
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 04
Recovering Non-overlapping Network Topology Using Far-field Vehicle Tracking Data
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 04
ACM Computing Surveys (CSUR)
Evaluation campaigns and TRECVid
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Panoramic Appearance Map (PAM) for Multi-camera Based Person Re-identification
AVSS '06 Proceedings of the IEEE International Conference on Video and Signal Based Surveillance
Human appearance modeling for matching across video sequences
Machine Vision and Applications
Tracking people across disjoint camera views by an illumination-tolerant appearance representation
Machine Vision and Applications
IEEE Transactions on Pattern Analysis and Machine Intelligence
Computer Vision and Image Understanding
Bayesian-Competitive Consistent Labeling for People Surveillance
IEEE Transactions on Pattern Analysis and Machine Intelligence
HECOL: Homography and epipolar-based consistent labeling for outdoor park surveillance
Computer Vision and Image Understanding
Pedestrian Detection via Classification on Riemannian Manifolds
IEEE Transactions on Pattern Analysis and Machine Intelligence
An Effective Approach for Iris Recognition Using Phase-Based Image Matching
IEEE Transactions on Pattern Analysis and Machine Intelligence
A real-time full body tracking and humanoid animation system
Parallel Computing
Pattern Recognition Letters
Viewpoint Invariant Pedestrian Recognition with an Ensemble of Localized Features
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Learning Pairwise Dissimilarity Profiles for Appearance Recognition in Visual Surveillance
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing
Tracking Multiple Occluding People by Localizing on Multiple Scene Planes
IEEE Transactions on Pattern Analysis and Machine Intelligence
ETISEO, performance evaluation for video surveillance systems
AVSS '07 Proceedings of the 2007 IEEE Conference on Advanced Video and Signal Based Surveillance
A comparison of extrinsic clustering evaluation metrics based on formal constraints
Information Retrieval
ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing
A Semi-automatic System for Ground Truth Generation of Soccer Video Sequences
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
A Robust and Efficient Approach for Human Tracking in Multi-camera Systems
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
Trajectory Association and Fusion across Partially Overlapping Cameras
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
A P2P Camera System with New Consistent Labeling Method Involving Only Simple Geometric Operations
ISM '09 Proceedings of the 2009 11th IEEE International Symposium on Multimedia
Soft-Biometrics: Unconstrained Authentication in a Surveillance Environment
DICTA '09 Proceedings of the 2009 Digital Image Computing: Techniques and Applications
Learning Discriminative Appearance-Based Models Using Partial Least Squares
SIBGRAPI '09 Proceedings of the 2009 XXII Brazilian Symposium on Computer Graphics and Image Processing
Object re-detection using SIFT and MPEG-7 color descriptors
MCAM'07 Proceedings of the 2007 international conference on Multimedia content analysis and mining
People re-identification by spectral classification of silhouettes
Signal Processing
Cascade of descriptors to detect and track objects across any network of cameras
Computer Vision and Image Understanding
Video Surveillance Online Repository (ViSOR): an integrated framework
Multimedia Tools and Applications
Face matching and retrieval using soft biometrics
IEEE Transactions on Information Forensics and Security
Interactive retrieval of targets for wide area surveillance
Proceedings of the international conference on Multimedia
People reacquisition across multiple cameras with disjoint views
ICISP'10 Proceedings of the 4th international conference on Image and signal processing
Color based tracing in real-life surveillance data
Transactions on data hiding and multimedia security V
A stochastic graph evolution framework for robust multi-target tracking
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Bridging the gaps between cameras
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Person Re-identification Using Spatial Covariance Regions of Human Body Parts
AVSS '10 Proceedings of the 2010 7th IEEE International Conference on Advanced Video and Signal Based Surveillance
Local Feature Based Person Reidentification in Infrared Image Sequences
AVSS '10 Proceedings of the 2010 7th IEEE International Conference on Advanced Video and Signal Based Surveillance
Bag of soft biometrics for person identification
Multimedia Tools and Applications
Human tracking using multiple-camera-based head appearance modeling
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Pedestrian recognition with a learned metric
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
Person re-identification in TV series using robust face recognition and user feedback
Multimedia Tools and Applications
Efficient and robust shape matching for model based human motion capture
DAGM'11 Proceedings of the 33rd international conference on Pattern recognition
SARC3D: a new 3D body model for people tracking and re-identification
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I
Robust Visual Tracking and Vehicle Classification via Sparse Representation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multiple-shot person re-identification by chromatic and epitomic analyses
Pattern Recognition Letters
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
Human detection using oriented histograms of flow and appearance
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
A multi-stage pedestrian detection using monolithic classifiers
AVSS '11 Proceedings of the 2011 8th IEEE International Conference on Advanced Video and Signal Based Surveillance
Evaluation of local features for person re-identification in image sequences
AVSS '11 Proceedings of the 2011 8th IEEE International Conference on Advanced Video and Signal Based Surveillance
A MultiView Appearance Model for people re-identification
AVSS '11 Proceedings of the 2011 8th IEEE International Conference on Advanced Video and Signal Based Surveillance
Frontal-to-side face re-identification based on hair, skin and clothes patches
AVSS '11 Proceedings of the 2011 8th IEEE International Conference on Advanced Video and Signal Based Surveillance
3D ellipsoid fitting for multi-view gait recognition
AVSS '11 Proceedings of the 2011 8th IEEE International Conference on Advanced Video and Signal Based Surveillance
Part-based clothing segmentation for person retrieval
AVSS '11 Proceedings of the 2011 8th IEEE International Conference on Advanced Video and Signal Based Surveillance
Combined estimation of location and body pose in surveillance video
AVSS '11 Proceedings of the 2011 8th IEEE International Conference on Advanced Video and Signal Based Surveillance
AVSS '11 Proceedings of the 2011 8th IEEE International Conference on Advanced Video and Signal Based Surveillance
Appearance tracking by transduction in surveillance scenarios
AVSS '11 Proceedings of the 2011 8th IEEE International Conference on Advanced Video and Signal Based Surveillance
Multiple-shot human re-identification by Mean Riemannian Covariance Grid
AVSS '11 Proceedings of the 2011 8th IEEE International Conference on Advanced Video and Signal Based Surveillance
Multiple view, multiple target tracking with principal axis-based data association
AVSS '11 Proceedings of the 2011 8th IEEE International Conference on Advanced Video and Signal Based Surveillance
View-invariant person re-identification with an Implicit Shape Model
AVSS '11 Proceedings of the 2011 8th IEEE International Conference on Advanced Video and Signal Based Surveillance
How does person identity recognition help multi-person tracking?
CVPR '11 Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition
Efficient multi-camera detection, tracking, and identification using a shared set of haar-features
CVPR '11 Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition
Multiobject tracking as maximum weight independent set
CVPR '11 Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition
Real-time human pose recognition in parts from single depth images
CVPR '11 Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition
Learning affinities and dependencies for multi-target tracking using a CRF model
CVPR '11 Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition
Person re-identification by probabilistic relative distance comparison
CVPR '11 Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition
Detection of loitering individuals in public transportation areas
IEEE Transactions on Intelligent Transportation Systems
Consistent labeling of tracked objects in multiple cameras with overlapping fields of view
IEEE Transactions on Pattern Analysis and Machine Intelligence
Computational Color Constancy: Survey and Experiments
IEEE Transactions on Image Processing
Human Identification Using Palm-Vein Images
IEEE Transactions on Information Forensics and Security
The Vitruvian manifold: Inferring dense correspondences for one-shot human pose estimation
CVPR '12 Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
Multi-hypothesis motion planning for visual object tracking
ICCV '11 Proceedings of the 2011 International Conference on Computer Vision
Using comparative human descriptions for soft biometrics
IJCB '11 Proceedings of the 2011 International Joint Conference on Biometrics
Person re-identification in crowd
Pattern Recognition Letters
Fast person re-identification based on dissimilarity representations
Pattern Recognition Letters
Relaxed pairwise learned metric for person re-identification
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Person re-identification: what features are important?
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part I
Towards person identification and re-identification with attributes
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part I
Re-identification with RGB-D sensors
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part I
A general method for appearance-based people search based on textual queries
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part I
Reidentification by Relative Distance Comparison
IEEE Transactions on Pattern Analysis and Machine Intelligence
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The field of surveillance and forensics research is currently shifting focus and is now showing an ever increasing interest in the task of people reidentification. This is the task of assigning the same identifier to all instances of a particular individual captured in a series of images or videos, even after the occurrence of significant gaps over time or space. People reidentification can be a useful tool for people analysis in security as a data association method for long-term tracking in surveillance. However, current identification techniques being utilized present many difficulties and shortcomings. For instance, they rely solely on the exploitation of visual cues such as color, texture, and the object’s shape. Despite the many advances in this field, reidentification is still an open problem. This survey aims to tackle all the issues and challenging aspects of people reidentification while simultaneously describing the previously proposed solutions for the encountered problems. This begins with the first attempts of holistic descriptors and progresses to the more recently adopted 2D and 3D model-based approaches. The survey also includes an exhaustive treatise of all the aspects of people reidentification, including available datasets, evaluation metrics, and benchmarking.