{"product_id":"handbook-of-robust-lowrank-and-sparse-matrix-decomposition-9781498724623","title":"Handbook of Robust LowRank and Sparse Matrix","description":"\u003cb\u003eBook Synopsis\u003c\/b\u003e\u003cbr\u003e\u003cp\u003e\u003cstrong\u003eHandbook of Robust Low-Rank and Sparse Matrix Decomposition: Applications in Image and Video Processing\u003c\/strong\u003e shows you how robust subspace learning and tracking by decomposition into low-rank and sparse matrices provide a suitable framework for computer vision applications. Incorporating both existing and new ideas, the book conveniently gives you one-stop access to a number of different decompositions, algorithms, implementations, and benchmarking techniques.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eDivided into five parts, the book begins with an overall introduction to robust principal component analysis (PCA) via decomposition into low-rank and sparse matrices. The second part addresses robust matrix factorization\/completion problems while the third part focuses on robust online subspace estimation, learning, and tracking. Covering applications in image and video processing, the fourth part discusses image analysis, image denoising, motion saliency detection, video coding, key frame extraction,\u003cbr\u003e\u003cbr\u003e\u003cb\u003eTable of Contents\u003c\/b\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eRobust Principal Component Analysis. Robust Matrix Factorization. Robust Subspace Learning and Tracking. Applications in Image and Video Processing. Applications in Background\/Foreground Separation for Video Surveillance. Index.\u003c\/p\u003e","brand":"Taylor \u0026 Francis Inc","offers":[{"title":"Default Title","offer_id":49409283195223,"sku":"9781498724623","price":162.0,"currency_code":"GBP","in_stock":false}],"url":"https:\/\/bookcurl.com\/products\/handbook-of-robust-lowrank-and-sparse-matrix-decomposition-9781498724623","provider":"Book Curl","version":"1.0","type":"link"}