{"product_id":"less-supervised-segmentation-with-cnns-scenarios-models-and-optimization-9780323956741","title":"Less-Supervised Segmentation with Cnns: Scenarios, Models and Optimization","description":"\u003cp\u003e • Author(s): Jose Dolz | Ismail Ben Ayed | Christian Desrosiers\u003cbr\u003e • Publisher: Academic Press\u003cbr\u003e • Publisher Imprint: Academic Press\u003cbr\u003e • BISAC: Life Sciences - Biology\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\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","brand":"Academic Press","offers":[{"title":"Paperback","offer_id":46941496934551,"sku":"9780323956741","price":6628.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9780323956741.webp?v=1772020093","url":"https:\/\/atlanticbooks.com\/products\/less-supervised-segmentation-with-cnns-scenarios-models-and-optimization-9780323956741","provider":"Atlantic Books","version":"1.0","type":"link"}