This book presents a different approach to pattern recognition (PR) systems, in which users of a system are involved during the recognition process. This can help to avoid later errors and reduce the costs associated with post-processing. The book also examines a range of advanced multimodal interactions between the machine and the users, including handwriting, speech and gestures. Features: presents an introduction to the fundamental concepts and general PR approaches for multimodal interaction modeling and search (or inference); provides numerous examples and a helpful Glossary; discusses approaches for computer-assisted transcription of handwritten and spoken documents; examines systems for computer-assisted language translation, interactive text generation and parsing, relevance-based image retrieval, and interactive document layout analysis; reviews several full working prototypes of multimodal interactive PR applications, including live demonstrations that can be publicly accessed on the Internet.
Inhoudsopgave
General Framework.- Computer Assisted Transcription: General Framework.- Computer Assisted Transcription of Text Images.- Computer Assisted Transcription of Speech Signals.- Active Learning and Interactive Handwritten Transcription.- Interactive Machine Translation.- Multi-modality for Interactive Machine Translation.- Incremental and Adaptive Learning for Interactive Machine Translation.- Interactive Parsing.- Interactive Text Generation.- Interactive Image Retrieval.- Prototypes and Demonstrators.
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