A course in fuzzy systems and control
A course in fuzzy systems and control
Machine Learning
Fuzzy Logic-A Modern Perspective
IEEE Transactions on Knowledge and Data Engineering
Querying Video Data by Spatio-Temporal Relationships of Moving Object Traces
Proceedings of the IFIP TC2/WG2.6 Sixth Working Conference on Visual Database Systems: Visual and Multimedia Information Management
Semantic annotation of soccer videos: automatic highlights identification
Computer Vision and Image Understanding - Special isssue on video retrieval and summarization
Structure analysis of soccer video with domain knowledge and hidden Markov models
Pattern Recognition Letters - Video computing
Investigation on unsupervised clustering algorithms for video shot categorization
Soft Computing - A Fusion of Foundations, Methodologies and Applications
Introduction to Fuzzy Logic using MATLAB
Introduction to Fuzzy Logic using MATLAB
Ball detection from broadcast soccer videos using static and dynamic features
Journal of Visual Communication and Image Representation
Automatic player detection, labeling and tracking in broadcast soccer video
Pattern Recognition Letters
Interactive broadcast services for live soccer video based on instant semantics acquisition
Journal of Visual Communication and Image Representation
Dynamic video summarization using two-level redundancy detection
Multimedia Tools and Applications
A visual system for real time detection of goal events during soccer matches
Computer Vision and Image Understanding
Tracking the soccer ball using multiple fixed cameras
Computer Vision and Image Understanding
Personalized retrieval of sports video based on multi-modal analysis and user preference acquisition
Multimedia Tools and Applications
Integrating Multiple Feature Fusion for Semantic Event Detection in Soccer Video
JCAI '09 Proceedings of the 2009 International Joint Conference on Artificial Intelligence
IEEE Transactions on Circuits and Systems for Video Technology
Learning automatic concept detectors from online video
Computer Vision and Image Understanding
Multimedia Tools and Applications
A review of vision-based systems for soccer video analysis
Pattern Recognition
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
Non-goal scene analysis for soccer video
Neurocomputing
Event detection and recognition for semantic annotation of video
Multimedia Tools and Applications
Generalized playfield segmentation of sport videos using color features
Pattern Recognition Letters
Bayesian belief network based broadcast sports video indexing
Multimedia Tools and Applications
An ontology-based retrieval system using semantic indexing
Information Systems
Tactic analysis based on real-world ball trajectory in soccer video
Pattern Recognition
Event based indexing of broadcasted sports video by intermodalcollaboration
IEEE Transactions on Multimedia
Personalized abstraction of broadcasted American football video by highlight selection
IEEE Transactions on Multimedia
A unified framework for semantic shot classification in sports video
IEEE Transactions on Multimedia
Fusion of audio and motion information on HMM-based highlight extraction for baseball games
IEEE Transactions on Multimedia
Semantic analysis of soccer video using dynamic Bayesian network
IEEE Transactions on Multimedia
Human Behavior Analysis for Highlight Ranking in Broadcast Racket Sports Video
IEEE Transactions on Multimedia
A Novel Framework for Semantic Annotation and Personalized Retrieval of Sports Video
IEEE Transactions on Multimedia
Graph-Based Multiplayer Detection and Tracking in Broadcast Soccer Videos
IEEE Transactions on Multimedia
Using Webcast Text for Semantic Event Detection in Broadcast Sports Video
IEEE Transactions on Multimedia
Fuzzy decision tree, linguistic rules and fuzzy knowledge-based network: generation and evaluation
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Automatic soccer video analysis and summarization
IEEE Transactions on Image Processing
Event detection in field sports video using audio-visual features and a support vector Machine
IEEE Transactions on Circuits and Systems for Video Technology
Hi-index | 0.00 |
This paper presents an approach for event detection and annotation of broadcast soccer video. It benefits from the fact that occurrence of some audiovisual features demonstrates remarkable patterns for detection of semantic events. However, the goal of this paper is to propose a flexible system that can be able to be used with minimum reliance on predefined sequences of features and domain knowledge derivative structures. To achieve this goal, we design a fuzzy rule-based reasoning system as a classifier which adopts statistical information from a set of audiovisual features as its crisp input values and produces semantic concepts corresponding to the occurred events. A set of tuples is created by discretization and fuzzification of continuous feature vectors derived from the training data. We extract the hidden knowledge among the tuples and correlation between the features and related events by constructing a decision tree (DT). A set of fuzzy rules is generated by traversing each path from root toward leaf nodes of constructed DT. These rules are inserted in fuzzy rule base of designed fuzzy system and employed by fuzzy inference engine to perform decision-making process and predict the occurred events in input video. Experimental results conducted on a large set of broadcast soccer videos demonstrate the effectiveness of the proposed approach.