The HumanID Gait Challenge Problem: Data Sets, Performance, and Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Background Subtraction Using Markov Thresholds
WACV-MOTION '05 Proceedings of the IEEE Workshop on Motion and Video Computing (WACV/MOTION'05) - Volume 2 - Volume 02
Matching Shape Sequences in Video with Applications in Human Movement Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Improved Gait Recognition by Gait Dynamics Normalization
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Bayesian Framework for Extracting Human Gait Using Strong Prior Knowledge
IEEE Transactions on Pattern Analysis and Machine Intelligence
Gait recognition using linear time normalization
Pattern Recognition
Human gait recognition at sagittal plane
Image and Vision Computing
Simultaneous pose recovery and camera registration from multiple views of a walking person
Image and Vision Computing
Outdoor recognition at a distance by fusing gait and face
Image and Vision Computing
General Tensor Discriminant Analysis and Gabor Features for Gait Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Three-way auto-correlation approach to motion recognition
Pattern Recognition Letters
People Detection by a Mobile Robot Using Stereo Vision in Dynamic Indoor Environments
MICAI '09 Proceedings of the 8th Mexican International Conference on Artificial Intelligence
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
Studies on silhouette quality and gait recognition
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Advances in automatic gait recognition
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Phase registration of a single quasi-periodic signal using self dynamic time warping
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
PReMI'05 Proceedings of the First international conference on Pattern Recognition and Machine Intelligence
Towards scalable view-invariant gait recognition: multilinear analysis for gait
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
People tracking and segmentation using efficient shape sequences matching
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
Human and machine perception of biological motion
Cognitive Systems Research
Partitioning gait cycles adaptive to fluctuating periods and bad silhouettes
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
View independent human gait recognition using markerless 3d human motion capture
ICCVG'12 Proceedings of the 2012 international conference on Computer Vision and Graphics
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We present a model-based method for accurate extraction ofpedestrian silhouettes from video sequences. Our approachis based on two assumptions, 1) there is a common appearanceto all pedestrians, and 2) each individual looks likehim/herself over a short amount of time. These assumptionsallow us to learn pedestrian models that encompassboth a pedestrian population appearance and the individualappearance variations. Using our models, we are ableto produce pedestrian silhouettes that have fewer noise pixelsand missing parts. We apply our silhouette extractionapproach to the NIST gait data set and show that under thegait recognition task, our model-based sulhouettes resultin much higher recognition rates than silhouettes directlyextracted from background subtraction, or any non-model-basedsmoothing schemes.