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Explore image and video annotation, CBIR, CBVR, feature extraction, indexing, and references. Discover project ideas and tools for content-based retrieval. Face recognition and image retrieval software are also discussed.
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MULTIMEDIA SYSTEMS CBIR & CBVR
Schedule • Image Annotation (CBIR) • Video Annotation (CBVR) • Few Project Ideas
CBIR • Content-based image retrieval (CBIR) (Color, Shape and Texture) Demo
CBVR Content Based Video Retrieval – 3 steps • Feature Extraction (Color, Shape & Texture) • Temporal Analysis Motion Feature space (Usually data is available in video format e.g. MPEG, Make use of this information. Or you can figure out you own information) • Indexing (Semantic web) • References http://viper.unige.ch/~marchand/CBVR/
Demo • Face Recognition • Image Retrieval
Software & Tools Feature Extraction • Oracle 11g • OpenCV, Java Advanced Imaging API • Matlab Toolkits Storage • Google File System (Hadoop) Map Reduce Sematic Web • Jena , Protégé Crawlers • Arale , Arachnid
Projects Face recognition (Demo) Given a set of training face images find the most probable face classification. You have matlab toolkit, OpenCV to help you. Techniques to use are SVM, HMM, Neural Networks. Image Annotation using various techniques Classify a set of features (For example ) Video Annotation Semantic Annotation Keyword refinement
Note of Caution • Be aware of the semantic gap.
Sancho Sebastine Email: sancho.nitw@gmail.com