Gait Sequence Analysis Using Frieze Patterns
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part II
Visual Categorization of Children and Adult Walking Styles
AVBPA '01 Proceedings of the Third International Conference on Audio- and Video-Based Biometric Person Authentication
EigenGait: Motion-Based Recognition of People Using Image Self-Similarity
AVBPA '01 Proceedings of the Third International Conference on Audio- and Video-Based Biometric Person Authentication
Gait Analysis for Recognition and Classification
FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
The HumanID Gait Challenge Problem: Data Sets, Performance, and Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Individual Recognition Using Gait Energy Image
IEEE Transactions on Pattern Analysis and Machine Intelligence
Improved Gait Recognition by Gait Dynamics Normalization
IEEE Transactions on Pattern Analysis and Machine Intelligence
Automatic Discovery of Action Taxonomies from Multiple Views
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Which Reference View is Effective for Gait Identification Using a View Transformation Model?
CVPRW '06 Proceedings of the 2006 Conference on Computer Vision and Pattern Recognition Workshop
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 04
A study on gait-based gender classification
IEEE Transactions on Image Processing
Gait identification based on multi-view observations using omnidirectional camera
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Gender classification based on fusion of multi-view gait sequences
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
What image information is important in silhouette-based gait recognition?
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Gender classification in human gait using support vector machine
ACIVS'05 Proceedings of the 7th international conference on Advanced Concepts for Intelligent Vision Systems
Gait recognition using a view transformation model in the frequency domain
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
Gait Components and Their Application to Gender Recognition
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Unsupervised clustering of people from 'skeleton' data
HRI '12 Proceedings of the seventh annual ACM/IEEE international conference on Human-Robot Interaction
Depth information in human gait analysis: an experimental study on gender recognition
ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part II
Recognizing human gender in computer vision: a survey
PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
Gender classification from pose-based GEIs
ICCVG'12 Proceedings of the 2012 international conference on Computer Vision and Graphics
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This paper describes video-based gait feature analysis for gender and age classification using a large-scale multi-view gait database. First, we constructed a large-scale multi-view gait database in terms of the number of subjects (168 people), the diversity of gender and age (88 males and 80 females between 4 and 75 years old), and the number of observed views (25 views) using a multi-view synchronous gait capturing system. Next, classification experiments with four classes, namely children, adult males, adult females, and the elderly were conducted to clarify view impact on classification performance. Finally, we analyzed the uniqueness of the gait features for each class for several typical views to acquire insight into gait differences among genders and age classes from a computer-vision point of view. In addition to insights consistent with previous works, we also obtained novel insights into view-dependent gait feature differences among gender and age classes as a result of the analysis.