{"product_id":"less-supervised-segmentation-with-cnns-jose-dolz-9780323956741","title":"Less-Supervised Segmentation with Cnns: Scenarios, Models and Optimization","description":"\u003cp\u003e\u003ci\u003eLess-Supervised Segmentation with CNNs: Scenarios, Models and Optimization\u003c\/i\u003e reviews recent progress in deep learning for image segmentation under scenarios with limited supervision, with a focus on medical imaging. The book presents main approaches and state-of-the-art models and includes a broad array of applications in medical image segmentation, including healthcare, oncology, cardiology and neuroimaging. A key objective is to make this mathematical subject accessible to a broad engineering and computing audience by using a large number of intuitive graphical illustrations. The emphasis is on giving conceptual understanding of the methods to foster easier learning.\u003c\/p\u003e \u003cp\u003eThis book is highly suitable for researchers and graduate students in computer vision, machine learning and medical imaging.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Jose Dolz\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0323956742\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780323956741\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Academic Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/29\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 275\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback","brand":"Jose Dolz","offers":[{"title":"Paperback","offer_id":47001150456063,"sku":"9780323956741","price":115.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_211c38f1-6bef-4ac0-b460-9075e662cd27.jpg?v=1751600213","url":"https:\/\/www.whiterainbookhouse.com\/products\/less-supervised-segmentation-with-cnns-jose-dolz-9780323956741","provider":"WR Book House","version":"1.0","type":"link"}