{"product_id":"machine-learning-methods-for-reverse-engineering-of-defective-structured-surfaces-9783658290160","title":"Machine Learning Methods for Reverse Engineering of Defective Structured Surfaces","description":"\u003cp\u003e • Author(s): Pascal Laube\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer Vieweg\u003cbr\u003e • BISAC: Artificial Intelligence - General\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eFrom the Back Cover\u003c\/b\u003e\u003cbr\u003ePascal Laube presents machine learning approaches for three key problems of reverse engineering of defective structured surfaces: parametrization of curves and surfaces, geometric primitive classification and inpainting of high-resolution textures. The proposed methods aim to improve the reconstruction quality while further automating the process. The contributions demonstrate that machine learning can be a viable part of the CAD reverse engineering pipeline.\u003cbr\u003e\u003cb\u003eContents\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eMachine Learning Methods for Parametrization in Curve and Surface Approximation\u003c\/li\u003e\n\u003cli\u003eClassification of Geometric Primitives in Point Clouds\u003c\/li\u003e\n\u003cli\u003eImage Inpainting for High-resolution Textures Using CNN Texture Synthesis\u003c\/li\u003e\n\u003c\/ul\u003e\u003cb\u003eTarget Groups\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003eLecturers and students in the field of machine learning, geometric modeling and information theory\u003c\/li\u003e\n\u003cli\u003ePractitioners in the field of machine learning, surface reconstruction and CAD\u003c\/li\u003e\n\u003c\/ul\u003e\u003cb\u003eThe Author\u003c\/b\u003ePascal Laube's main research interest is the development of machine learning methods for CAD reverse engineering. He is currently developing self-driving cars for an international operating German enterprise in the field of mobility, automotive and industrial technology.","brand":"Springer","offers":[{"title":"Paperback","offer_id":45277864624279,"sku":"9783658290160","price":4730.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9783658290160.webp?v=1769289397","url":"https:\/\/atlanticbooks.com\/products\/machine-learning-methods-for-reverse-engineering-of-defective-structured-surfaces-9783658290160","provider":"Atlantic Books","version":"1.0","type":"link"}