2006 · 29 citations · 6 references
EngineeringMachine LearningLive Tv BroadcastsVideo SummarizationCorpus LinguisticsSpeech RecognitionNatural Language ProcessingData ScienceComputational LinguisticsSpeech InterfaceVoice RecognitionLanguage StudiesReal-time LanguageMachine TranslationLinguisticsSpeech OutputComputer ScienceLow-latency Real-time RecognitionCrim Speech RecognizerSpeech ProcessingSpeech InputSpeech Translation
Growing needs for French closed-captioning of live TV broadcasts in Canada cannot be met only with stenography-based technology because of a chronic shortage of skilled stenographers. Using speech recognition for live closed-captioning, however, requires several specific problems to be solved, such as the need for low-latency real-time recognition, remote operation, automated model updates, and collaborative work. In this paper we describe our solutions to these problems and the implementation of a live captioning system based on the CRIM speech recognizer. We report results from field deployment in several projects. The oldest in operation has been broadcasting real-time closed-captions for more than 2 years. Index Terms: speech recognition, closed-captioning, model adaptation.
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BoosTexter: A Boosting-based System for Text Categorization
Robert E. Schapire, Yoram Singer · Machine Learning · 2000 · 2.2K citations · Full text