{"product_id":"deep-learning-innovations-in-mri-soumick-chatterjee-9783658507404","title":"Deep Learning Innovations in MRI Reconstruction and Analysis: Enhancing Image Quality for Robust Image Processing and Clinical Decision Making","description":"\u003cp\u003eHigh-resolution magnetic resonance imaging (MRI) is clinically vital but inherently slow. Accelerating acquisition via undersampling introduces artefacts, whereas long scans risk motion blur; traditional solutions, such as compressed sensing, often fail under such heavy corruption. Consequently, this thesis investigates deep learning methods to correct these artefacts. It develops pipelines for the reconstruction of undersampled (Cartesian and radial) and motion-corrupted data, and for super-resolution, whilst exploring the integration of prior knowledge and complex-valued convolutions. Beyond visual diagnostics, the thesis examines the impact of reconstruction on automated image processing. It proposes and evaluates pipelines for classification, segmentation (supervised and weakly\/semi-supervised), anomaly detection, and registration. Validated on brain tumour and vessel tasks, the study demonstrates that the proposed deep learning-based reconstruction effectively supports both clinical inspection and robust automated decision-making systems.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Soumick Chatterjee\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 3658507403\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9783658507404\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Springer Vieweg\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 02\/19\/2026\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback","brand":"Soumick Chatterjee","offers":[{"title":"Paperback","offer_id":48014375813375,"sku":"9783658507404","price":119.99,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_3cad264f-0d5e-4513-85e0-fc8f3e57fea0.jpg?v=1767748081","url":"https:\/\/www.whiterainbookhouse.com\/products\/deep-learning-innovations-in-mri-soumick-chatterjee-9783658507404","provider":"WR Book House","version":"1.0","type":"link"}