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Video Genre Classification of Broadcasting Material. Introduction. Real-time detection of different genres. Cartoon. Music. Commercial. Sport. News. Technical Overview. Input: MPEG-2 database (> 100 videos) Multimodal descriptors (> 60)
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Introduction Real-time detectionof different genres Cartoon Music Commercial Sport News
Technical Overview Input: MPEG-2 database (> 100 videos) Multimodal descriptors (> 60) Classification: Bayes, HMM, MLP, Decision Tree and SVM
Feature Domain DEMO Ticker Descriptor
Classification Domain Combining the AV-features via a set of Classifiers • Single genre/ no-genre detector • e.g. Commercial VS Non-Commercial etc. • Five-class inter-genre detector • Serial structure: classifier with the highest CA decides first, whether the sequence should be assigned to ‘his genre’ • Parallel structure: all classifier decide simultaneously DEMO DEMO
Classification Domain • 50 sequences for training and 50 as testing-data • duration: 450 frames