Robust scene recognition using language models for scene contexts
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Parametric model for video content analysis
Pattern Recognition Letters
Accumulated motion energy fields estimation and representation for semantic event detection
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Discriminative optical flow tensor for video semantic analysis
Computer Vision and Image Understanding
General Highlight Detection in Sport Videos
MMM '09 Proceedings of the 15th International Multimedia Modeling Conference on Advances in Multimedia Modeling
Recognition of Semantic Basketball Events Based on Optical Flow Patterns
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
Statistical motion information extraction and representation for semantic video analysis
IEEE Transactions on Circuits and Systems for Video Technology
A semantic framework for video genre classification and event analysis
Image Communication
Combining multimodal and temporal contextual information for semantic video analysis
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Knowledge-discounted event detection in sports video
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans - Special issue on model-based diagnostics
Highlight events detection in soccer video using HCRF
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
Integrated video object tracking with applications in trajectory-based event detection
Journal of Visual Communication and Image Representation
Finding the game flow from sports video
J-MRE '11 Proceedings of the 2011 joint ACM workshop on Modeling and representing events
Motion structure parsing and motion editing in 3d video
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
Ice hockey shooting event modeling with mixture hidden Markov model
Multimedia Tools and Applications
HMM based soccer video event detection using enhanced mid-level semantic
Multimedia Tools and Applications
Video search and indexing with reinforcement agent for interactive multimedia services
ACM Transactions on Embedded Computing Systems (TECS) - Special issue on embedded systems for interactive multimedia services (ES-IMS)
Activation detection on fMRI time series using hidden Markov model
Advances in Artificial Neural Systems - Special issue on Advances in Unsupervised Learning Techniques Applied to Biosciences and Medicine
Application of 3D-wavelet statistics to video analysis
Multimedia Tools and Applications
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Video semantic analysis is essential in video indexing and structuring. However, due to the lack of robust and generic algorithms, most of the existing works on semantic analysis are limited to specific domains. In this paper, we present a novel hidden Markove model (HMM)-based framework as a general solution to video semantic analysis. In the proposed framework, semantics in different granularities are mapped to a hierarchical model space, which is composed of detectors and connectors. In this manner, our model decomposes a complex analysis problem into simpler subproblems during the training process and automatically integrates those subproblems for recognition. The proposed framework is not only suitable for a broad range of applications, but also capable of modeling semantics in different semantic granularities. Additionally, we also present a new motion representation scheme, which is robust to different motion vector sources. The applications of the proposed framework in basketball event detection, soccer shot classification, and volleyball sequence analysis have demonstrated the effectiveness of the proposed framework on video semantic analysis.