An audio/video analysis mechanism for web indexing
Proceedings of the 15th international conference on World Wide Web
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
The influence of cross-validation on video classification performance
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Parametric model for video content analysis
Pattern Recognition Letters
Audio keywords generation for sports video analysis
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Structure and event mining in sports video with efficient mosaic
Multimedia Tools and Applications
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues
A generic virtual content insertion system based on visual attention analysis
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Sports event detection using temporal patterns mining and web-casting text
AREA '08 Proceedings of the 1st ACM workshop on Analysis and retrieval of events/actions and workflows in video streams
A framework for flexible summarization of racquet sports video using multiple modalities
Computer Vision and Image Understanding
Personalized video adaptation based on video content analysis
Proceedings of the 9th International Workshop on Multimedia Data Mining: held in conjunction with the ACM SIGKDD 2008
Journal of Visual Communication and Image Representation
An intelligent strategy for the automatic detection of highlights in tennis video recordings
Expert Systems with Applications: An International Journal
Event detection in sports video based on generative-discriminative models
EiMM '09 Proceedings of the 1st ACM international workshop on Events in multimedia
Consumer video retargeting: context assisted spatial-temporal grid optimization
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Automatic sports genre categorization and view-type classification over large-scale dataset
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Shot boundary detection in MPEG videos using local and global indicators
IEEE Transactions on Circuits and Systems for Video Technology
Episode-constrained cross-validation in video concept retrieval
IEEE Transactions on Multimedia
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
Soccer Video Shot Classification Based on Color Characterization Using Dominant Sets Clustering
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
A generic approach to classify sports video shots and its application in event detection
Proceedings of the First International Conference on Internet Multimedia Computing and Service
Semantic concept mining in cricket videos for automated highlight generation
Multimedia Tools and Applications
Vlogging: A survey of videoblogging technology on the web
ACM Computing Surveys (CSUR)
Statistical framework for shot segmentation and classification in sports video
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
A new approach for TV program identification based on video grammar
Proceedings of the 7th International Conference on Advances in Mobile Computing and Multimedia
Multimedia Tools and Applications
A new spatio-temporal method for event detection and personalized retrieval of sports video
Multimedia Tools and Applications
Content-based scene detection and analysis method for automatic classification of TV sports news
RSCTC'10 Proceedings of the 7th international conference on Rough sets and current trends in computing
Generic architecture for event detection in broadcast sports video
Proceedings of the 3rd international workshop on Automated information extraction in media production
Soccer video event detection by fusing middle level visual semantics of an event clip
PCM'10 Proceedings of the Advances in multimedia information processing, and 11th Pacific Rim conference on Multimedia: Part II
Highlight events detection in soccer video using HCRF
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
Generalized playfield segmentation of sport videos using color features
Pattern Recognition Letters
Bayesian belief network based broadcast sports video indexing
Multimedia Tools and Applications
A template-based baseball video scene classification using efficient playfield segmentation
Multimedia Tools and Applications
Fast and robust short video clip search for copy detection
PCM'04 Proceedings of the 5th Pacific Rim Conference on Advances in Multimedia Information Processing - Volume Part II
HMM-based ball hitting event exploration system for broadcast baseball video
Journal of Visual Communication and Image Representation
Recognizing tactic patterns in broadcast basketball video using player trajectory
Journal of Visual Communication and Image Representation
HMM based soccer video event detection using enhanced mid-level semantic
Multimedia Tools and Applications
Multimedia Tools and Applications
State of the art of smart homes
Engineering Applications of Artificial Intelligence
Video structure analysis for content-based indexing and categorisation of TV sports news
International Journal of Intelligent Information and Database Systems
Rich internet application for semi-automatic annotation of semantic shots on keyframes
MUSCLE'11 Proceedings of the 2011 international conference on Computational Intelligence for Multimedia Understanding
Sports Information Retrieval for Video Annotation
International Journal of Digital Library Systems
Detection of tennis court lines for sport video categorization
ICCCI'12 Proceedings of the 4th international conference on Computational Collective Intelligence: technologies and applications - Volume Part II
Application of 3D-wavelet statistics to video analysis
Multimedia Tools and Applications
Frontiers of Computer Science: Selected Publications from Chinese Universities
Journal of Visual Communication and Image Representation
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The extensive amount of multimedia information available necessitates content-based video indexing and retrieval methods. Since humans tend to use high-level semantic concepts when querying and browsing multimedia databases, there is an increasing need for semantic video indexing and analysis. For this purpose, we present a unified framework for semantic shot classification in sports video, which has been widely studied due to tremendous commercial potentials. Unlike most existing approaches, which focus on clustering by aggregating shots or key-frames with similar low-level features, the proposed scheme employs supervised learning to perform a top-down video shot classification. Moreover, the supervised learning procedure is constructed on the basis of effective mid-level representations instead of exhaustive low-level features. This framework consists of three main steps: 1) identify video shot classes for each sport; 2) develop a common set of motion, color, shot length-related mid-level representations; and 3) supervised learning of the given sports video shots. It is observed that for each sport we can predefine a small number of semantic shot classes, about 5-10, which covers 90%-95% of broadcast sports video. We employ nonparametric feature space analysis to map low-level features to mid-level semantic video shot attributes such as dominant object (a player) motion, camera motion patterns, and court shape, etc. Based on the fusion of those mid-level shot attributes, we classify video shots into the predefined shot classes, each of which has clear semantic meanings. With this framework we have achieved good classification accuracy of 85%-95% on the game videos of five typical ball type sports (i.e., tennis, basketball, volleyball, soccer, and table tennis) with over 5500 shots of about 8 h. With correctly classified sports video shots, further structural and temporal analysis, such as event detection, highlight extraction, video skimming, and table of content, will be greatly facilitated.