{"product_id":"visual-question-answering-von-qi-wu-peng-wang-wenwu-zhu-xiaodong-he-und-xin-wang","title":"Visual Question Answering","description":"\n                                \n                \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                \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                \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\n                                \n                \u003cp\u003e\u003c\/p\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9789811909634\"\u003e\u003ch3\u003eFrom Theory to Application\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9789811909665\"\u003e\u003ch3\u003eFrom Theory to Application\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Hardcover - 9789811909634","offer_id":40119353278557,"sku":"9789811909634","price":149.79,"currency_code":"EUR","in_stock":true},{"title":"Softcover - 9789811909665","offer_id":46725529567557,"sku":"9789811909665","price":106.99,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/854f776c-2153-4378-a96b-c9ca350e949b.jpg?v=1775890028","url":"https:\/\/shop.autorenwelt.de\/products\/visual-question-answering-von-qi-wu-peng-wang-wenwu-zhu-xiaodong-he-und-xin-wang","provider":"Autorenwelt Shop","version":"1.0","type":"link"}