{"product_id":"regularized-image-reconstruction-in-parallel-joseph-suresh-paul-9780815361473","title":"Regularized Image Reconstruction in Parallel MRI with MATLAB","description":"\u003cp\u003eRegularization becomes an integral part of the reconstruction process in accelerated parallel magnetic resonance imaging (pMRI) due to the need for utilizing the most discriminative information in the form of parsimonious models to generate high quality images with reduced noise and artifacts. Apart from providing a detailed overview and implementation details of various pMRI reconstruction methods, \u003cb\u003eRegularized image reconstruction in parallel MRI with MATLAB examples\u003c\/b\u003e interprets regularized image reconstruction in pMRI as a means to effectively control the balance between two specific types of error signals to either improve the accuracy in estimation of missing samples, or speed up the estimation process. The first type corresponds to the modeling error between acquired and their estimated values. The second type arises due to the perturbation of k-space values in autocalibration methods or sparse approximation in the compressed sensing based reconstruction model. \u003c\/p\u003e\u003cp\u003eFeatures: \u003c\/p\u003e\u003cul\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eProvides details for optimizing regularization parameters in each type of reconstruction.\u003c\/li\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003ePresents comparison of regularization approaches for each type of pMRI reconstruction.\u003c\/li\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eIncludes discussion of case studies using clinically acquired data.\u003c\/li\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eMATLAB codes are provided for each reconstruction type.\u003c\/li\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eContains method-wise description of adapting regularization to optimize speed and accuracy.\u003c\/li\u003e \u003c\/ul\u003e\u003cp\u003eThis book serves as a reference material for researchers and students involved in development of pMRI reconstruction methods. Industry practitioners concerned with how to apply regularization in pMRI reconstruction will find this book most useful.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Joseph Suresh Paul,Raji Susan Mathew\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0815361475\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780815361473\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e CRC Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 10\/25\/2019\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 306\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover","brand":"Joseph Suresh Paul","offers":[{"title":"Hardcover","offer_id":48112972562687,"sku":"9780815361473","price":200.0,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_d433c54b-8ec2-4aba-9369-7054c4bd87b4.jpg?v=1769612193","url":"https:\/\/www.whiterainbookhouse.com\/products\/regularized-image-reconstruction-in-parallel-joseph-suresh-paul-9780815361473","provider":"WR Book House","version":"1.0","type":"link"}