Silhouette Analysis-Based Gait Recognition for Human Identification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Tracking Multiple Humans in Complex Situations
IEEE Transactions on Pattern Analysis and Machine Intelligence
The HumanID Gait Challenge Problem: Data Sets, Performance, and Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Matching Shape Sequences in Video with Applications in Human Movement Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Pedestrian Detection via Periodic Motion Analysis
International Journal of Computer Vision
Video based rendering of planar dynamic scenes
ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 2
Gait recognition using linear time normalization
Pattern Recognition
Human gait recognition at sagittal plane
Image and Vision Computing
Fusion of color and infrared video for moving human detection
Pattern Recognition
Outdoor recognition at a distance by fusing gait and face
Image and Vision Computing
A differential geometric approach to representing the human actions
Computer Vision and Image Understanding
International Journal of Electronic Security and Digital Forensics
Computer Vision and Image Understanding
Gait analysis for human identification through manifold learning and HMM
Pattern Recognition
Activity representation using 3D shape models
Journal on Image and Video Processing - Anthropocentric Video Analysis: Tools and Applications
Human Motion Analysis Using Eroded and Restored Skeletons
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues
Performance analysis for gait in camera networks
AREA '08 Proceedings of the 1st ACM workshop on Analysis and retrieval of events/actions and workflows in video streams
Appearance modeling using a geometric transform
IEEE Transactions on Image Processing
Extraction and Classification of Human Gait Features
IVIC '09 Proceedings of the 1st International Visual Informatics Conference on Visual Informatics: Bridging Research and Practice
Gait recognition based on time-frequency analysis
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Improved gait recognition by multiple-projections normalization
Machine Vision and Applications
Uncorrelated discriminant simplex analysis for view-invariant gait signal computing
Pattern Recognition Letters
Statistical Methods and Models for Video-Based Tracking, Modeling, and Recognition
Foundations and Trends in Signal Processing
Boosting discriminant learners for gait recognition using MPCA features
Journal on Image and Video Processing - Special issue on video-based modeling, analysis, and recognition of human motion
Human perambulation as a self calibrating biometric
AMFG'07 Proceedings of the 3rd international conference on Analysis and modeling of faces and gestures
Gait recognition using active shape models
ACIVS'07 Proceedings of the 9th international conference on Advanced concepts for intelligent vision systems
Performance analysis for automated gait extraction and recognition in multi-camera surveillance
Multimedia Tools and Applications
Self-calibrating view-invariant gait biometrics
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on gait analysis
Applications of a simple characterization of human gait in surveillance
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on gait analysis
Model-based human gait recognition using leg and arm movements
Engineering Applications of Artificial Intelligence
Studies on silhouette quality and gait recognition
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Statistical feature fusion for gait-based human recognition
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
On automated model-based extraction and analysis of gait
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Amplitude spectrum-based gait recognition
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Advances in automatic gait recognition
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Detection human motion with heel strikes for surveillance analysis
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part I
Significance of dynamic content of gait present in the lower silhouette region
CCBR'11 Proceedings of the 6th Chinese conference on Biometric recognition
Improved gait recognition with automatic body joint identification
IVIC'11 Proceedings of the Second international conference on Visual informatics: sustaining research and innovations - Volume Part I
Gait recognition using principal curves and neural networks
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
A novel gait recognition method via fusing shape and kinematics features
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part I
Gait recognition by combining classifiers based on environmental contexts
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Combining wavelet velocity moments and reflective symmetry for gait recognition
IWBRS'05 Proceedings of the 2005 international conference on Advances in Biometric Person Authentication
A cascade fusion scheme for gait and cumulative foot pressure image recognition
Pattern Recognition
Feature subset selection applied to model-free gait recognition
Image and Vision Computing
Hi-index | 0.00 |
Recognition of people through gait analysis is an important research topic, with potential applications in video surveillance, tracking, and monitoring. Recognizing the importance of evaluating and comparing possible competing solutions to this problem, we previously introduced the HumanID challenge problem consisting of a set of experiments of increasing difficulty, a baseline algorithm, and a large set of video sequences (about 300 GB of data related to 452 sequences from 74 subjects) acquired to investigate important dimensions of this problem, such as variations due to viewpoint, footwear, and walking surface. In this paper, we present a detailed investigation of the baseline algorithm, quantify the dependence of the various co-variates on gait-based identification, and update the previous baseline performance with optimized ones. We establish that the performance of the baseline algorithm is robust with respect to its various parameters. The overall identification performance is also stable with respect to the quality of the silhouettes. We find that the approximately lower 20% of the silhouette accounts for most of the recognition achieved. Viewpoint has barely statistically significant effect on identification rates, whereas footwear and surface-type does have significant effects with the effect due to surface-type being approximately 5 times that ofshoe-type. The data set, the source code for the baseline algorithm, and UNIX scripts to reproduce the basic results reported here are available to the research community at marathon.csee.usf.edu/GaitBaseline/