Titlebook: Machine Learning Methods for Reverse Engineering of Defective Structured Surfaces; Pascal Laube Book 2020 Springer Fachmedien Wiesbaden Gm

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CNN Texture Synthesis for High-Resolution Image Inpainting,er graphics are displacement maps which store a displacement on actual surface points to enrich models with detail. While displace-ment maps can have arbitrary depth resolution they are often represented as 8-bit grayscale images.

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Pascal LaubeDemonstrates that machine learning can be a viable part of the CAD reverse engineering pipeline.Scientific-technical study

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Introduction,Modern functional plastic surfaces are usually produced using injection moulds. In plastic injection moulding, the respective material is plasticized and injected under pressure into an injection mould made of hardened steel. After hardening to a solid state, the moulded part can be removed from the injection mould.

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Fundamentals,In this thesis we will consider two main areas of application for machine learning namely . and .. In the so-called . phase the machine learning algorithms parameters need to be adapted with respect to the problem. Let us define a set of . training samples . with class labels . together called the training set.

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