{"product_id":"design-of-video-quality-metrics-with-multi-way-data-analysis-von-christian-keimel","title":"Design of Video Quality Metrics with Multi-Way Data Analysis","description":"This book proposes a data-driven methodology using multi-way data analysis for the design of video-quality metrics. It also enables video- quality metrics to be created using arbitrary features. This data- driven design approach not only requires no detailed knowledge of the human visual system, but also allows a proper consideration of the temporal nature of video using a three-way prediction model, corresponding to the three-way structure of video. Using two simple example metrics, the author demonstrates not only that this purely data- driven approach outperforms state-of-the-art video-quality metrics, which are often optimized for specific properties of the human visual system, but also that multi-way data analysis methods outperform the combination of two-way data analysis methods and temporal pooling. \u003cbr\u003e\n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9789811002687\"\u003e\u003ch3\u003eA data driven approach\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9789811091193\"\u003e\u003ch3\u003eA data driven approach\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Hardcover - 9789811002687","offer_id":28563621740637,"sku":"9789811002687","price":106.99,"currency_code":"EUR","in_stock":true},{"title":"Softcover - 9789811091193","offer_id":39463766130781,"sku":"9789811091193","price":106.99,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/a695d4dc-23e3-435a-8bcc-7bd87f156737.jpg?v=1775195956","url":"https:\/\/shop.autorenwelt.de\/en\/products\/design-of-video-quality-metrics-with-multi-way-data-analysis-von-christian-keimel","provider":"Autorenwelt Shop","version":"1.0","type":"link"}