Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection
IEEE Transactions on Pattern Analysis and Machine Intelligence
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Recognizing Human Actions: A Local SVM Approach
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 3 - Volume 03
Face Recognition Using Laplacianfaces
IEEE Transactions on Pattern Analysis and Machine Intelligence
Recognizing Human Actions in Videos Acquired by Uncalibrated Moving Cameras
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 - Volume 01
Efficient Visual Event Detection Using Volumetric Features
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 - Volume 01
Locally adaptive subspace and similarity metric learning for visual data clustering and retrieval
Computer Vision and Image Understanding
A fully automated content-based video search engine supporting spatiotemporal queries
IEEE Transactions on Circuits and Systems for Video Technology
Speeding up spatio-temporal sliding-window search for efficient event detection in crowded videos
EiMM '09 Proceedings of the 1st ACM international workshop on Events in multimedia
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Visual event detection using orientation histograms with feature point trajectory information
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Efficient human action recognition by luminance field trajectory and geometry information
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Motion information for video retrieval
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Human gesture recognition using 3.5-dimensional trajectory features for hands-free user interface
Proceedings of the first ACM international workshop on Analysis and retrieval of tracked events and motion in imagery streams
Human activity analysis: A review
ACM Computing Surveys (CSUR)
Robust recognition of specific human behaviors in crowded surveillance video sequences
EURASIP Journal on Advances in Signal Processing - Special issue on video analysis for human behavior understanding
A lattice-based neuro-computing methodology for real-time human action recognition
Information Sciences: an International Journal
Human action recognition using Pose-based discriminant embedding
Image Communication
Human gesture recognition system for TV viewing using time-of-flight camera
Multimedia Tools and Applications
Learning latent spatio-temporal compositional model for human action recognition
Proceedings of the 21st ACM international conference on Multimedia
Surveillance video synopsis in the compressed domain for fast video browsing
Journal of Visual Communication and Image Representation
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The explosive growth of video content in recent years fueled by the technological leaps in computing and communication has created new challenges for video content analysis that can serve applications in video surveillance, video searching and mining. Human action detection and recognition is one of the important tasks in this effort. In this paper, we present a luminance field manifold trajectory analysis based solution for human activity recognition, without explicit object level information extraction and understanding. This approach is computationally efficient and can operate in real time. The recognition performance is also comparable with the state of art in comparable set ups.