{"product_id":"books-visual-question-answering-by-qi-wu","title":"Visual Question Answering","description":"\u003cp\u003eVisual 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.\u003c\/p\u003e\n\n\u003cp\u003eFurther, 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.\u003c\/p\u003e\n\n\u003cp\u003eThis 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 highlights the key models used in VQA.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e","brand":"World of Books ","offers":[{"title":"Default Title","offer_id":53775175090449,"sku":null,"price":0.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/9789811909665_7477aee0-0570-4b54-b99d-30588a726d0a.jpg?v=1783990258","url":"https:\/\/www.worldofbooks.com\/products\/books-visual-question-answering-by-qi-wu","provider":"World of Books ","version":"1.0","type":"link"}