Elements of information theory
Elements of information theory
A Three-Frame Algorithm for Estimating Two-Component Image Motion
IEEE Transactions on Pattern Analysis and Machine Intelligence
Blobworld: Image Segmentation Using Expectation-Maximization and Its Application to Image Querying
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Probabilistic Framework for Spatio-Temporal Video Representation & Indexing
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Spatio-Temporal Robust Motion Estimation and Segmentation
CAIP '95 Proceedings of the 6th International Conference on Computer Analysis of Images and Patterns
A continuous probabilistic framework for image matching
Computer Vision and Image Understanding
Learning and Recognizing Human Dynamics in Video Sequences
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Motion Segmentation and Tracking Using Normalized Cuts
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
A probabilistic framework for semantic video indexing, filtering,and retrieval
IEEE Transactions on Multimedia
Video segmentation based on multiple features for interactive multimedia applications
IEEE Transactions on Circuits and Systems for Video Technology
A fully automated content-based video search engine supporting spatiotemporal queries
IEEE Transactions on Circuits and Systems for Video Technology
NeTra-V: toward an object-based video representation
IEEE Transactions on Circuits and Systems for Video Technology
Region-based representations of image and video: segmentation tools for multimedia services
IEEE Transactions on Circuits and Systems for Video Technology
Semantic video classification and feature subset selection under context and concept uncertainty
Proceedings of the 4th ACM/IEEE-CS joint conference on Digital libraries
Multi-level annotation of natural scenes using dominant image components and semantic concepts
Proceedings of the 12th annual ACM international conference on Multimedia
Joint Key-Frame Extraction and Object-Based Video Segmentation
WACV-MOTION '05 Proceedings of the IEEE Workshop on Motion and Video Computing (WACV/MOTION'05) - Volume 2 - Volume 02
Beyond Tracking: Modelling Activity and Understanding Behaviour
International Journal of Computer Vision
Content-based multimedia information retrieval: State of the art and challenges
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Clustering in video data: Dealing with heterogeneous semantics of features
Pattern Recognition
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Activity based surveillance video content modelling
Pattern Recognition
Image description with features that summarize
Computer Vision and Image Understanding
A spatially distributed model for foreground segmentation
Image and Vision Computing
Multi-scale feature density approximation for object representation and tracking
SPPRA '08 Proceedings of the Fifth IASTED International Conference on Signal Processing, Pattern Recognition and Applications
Statistical modeling and conceptualization of natural images
Pattern Recognition
A semantic framework for video genre classification and event analysis
Image Communication
Cross-media retrieval using query dependent search methods
Pattern Recognition
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
Graph-Based spatio-temporal region extraction
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part I
Pattern discovery for video surveillance
ISVC'05 Proceedings of the First international conference on Advances in Visual Computing
Effective heterogeneous similarity measure with nearest neighbors for cross-media retrieval
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Exploring probabilistic localized video representation for human action recognition
Multimedia Tools and Applications
Optimal Image and Video Closure by Superpixel Grouping
International Journal of Computer Vision
Application of 3D-wavelet statistics to video analysis
Multimedia Tools and Applications
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Abstract--In this paper, we describe a statistical video representation and modeling scheme. Video representation schemes are needed to segment a video stream into meaningful video-objects, useful for later indexing and retrieval applications. In the proposed methodology, unsupervised clustering via Gaussian mixture modeling extracts coherent space-time regions in feature space, and corresponding coherent segments (video-regions) in the video content. A key feature of the system is the analysis of video input as a single entity as opposed to a sequence of separate frames. Space and time are treated uniformly. The probabilistic space-time video representation scheme is extended to a piecewise GMM framework in which a succession of GMMs are extracted for the video sequence, instead of a single global model for the entire sequence. The piecewise GMM framework allows for the analysis of extended video sequences and the description of nonlinear, nonconvex motion patterns. The extracted space-time regions allow for the detection and recognition of video events. Results of segmenting video content into static versus dynamic video regions and video content editing are presented.