| 书目名称 | Visual Question Answering | | 副标题 | From Theory to Appli | | 编辑 | Qi Wu,Peng Wang,Wenwu Zhu | | 视频video | | | 概述 | Provides the first comprehensive survey of and handbook on visual question answering (VQA).Is self-contained and reader-friendly: ranging from basic ML and NLP concepts and theory, to details of VQA a | | 丛书名称 | Advances in Computer Vision and Pattern Recognition | | 图书封面 |  | | 描述 | .Visual Question Answering (VQA) usually combines visual inputs like image and video with a natural language question concerning the input and generates a natural language answer as the output. This is by nature a multi-disciplinary research problem, involving computer vision (CV), natural language processing (NLP), knowledge representation and reasoning (KR), etc...Further, VQA is an ambitious undertaking, as it must overcome the challenges of general image understanding and the question-answering task, as well as the difficulties entailed by using large-scale databases with mixed-quality inputs. However, with the advent of deep learning (DL) and driven by the existence of advanced techniques in both CV and NLP and the availability of relevant large-scale datasets, we have recently seen enormous strides in VQA, with more systems and promising results emerging...This book provides a comprehensive overview of VQA, covering fundamental theories, models, datasets, andpromising future directions. Given its scope, it can be used as a textbook on computer vision and natural language processing, especially for researchers and students in the area of visual question answering. It also high | | 出版日期 | Book 2022 | | 关键词 | Visual Question Answering; VQA; Image-based Question Answering; Vision-and-Language; Deep Learning | | 版次 | 1 | | doi | https://doi.org/10.1007/978-981-19-0964-1 | | isbn_softcover | 978-981-19-0966-5 | | isbn_ebook | 978-981-19-0964-1Series ISSN 2191-6586 Series E-ISSN 2191-6594 | | issn_series | 2191-6586 | | copyright | The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapor |
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发表于 2025-3-21 16:26:57
