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

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发表于 2025-3-21 16:52:12 | 显示全部楼层 |阅读模式
书目名称Machine Learning Methods for Reverse Engineering of Defective Structured Surfaces
编辑Pascal Laube
视频video
概述Demonstrates that machine learning can be a viable part of the CAD reverse engineering pipeline.Scientific-technical study
丛书名称Schriftenreihe der Institute für Systemdynamik (ISD) und optische Systeme (IOS)
图书封面Titlebook: Machine Learning Methods for Reverse Engineering of Defective Structured Surfaces;  Pascal Laube Book 2020 Springer Fachmedien Wiesbaden Gm
描述Pascal 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.
出版日期Book 2020
关键词Machine Learning Methods; CAD Reverse Engineering; Defective Structured Surfaces; Surface Reconstructio
版次1
doihttps://doi.org/10.1007/978-3-658-29017-7
isbn_softcover978-3-658-29016-0
isbn_ebook978-3-658-29017-7Series ISSN 2661-8087 Series E-ISSN 2661-8095
issn_series 2661-8087
copyrightSpringer Fachmedien Wiesbaden GmbH, part of Springer Nature 2020
The information of publication is updating

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发表于 2025-3-21 23:44:08 | 显示全部楼层
Classification of Geometric Primitives in Point Clouds,o a vital part in the particular case of separating surface structure from base geometry. Compared to object recognition or object retrieval tasks the classification of geometric primitives is somewhat harder.
发表于 2025-3-22 02:10:38 | 显示全部楼层
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.
发表于 2025-3-22 07:12:09 | 显示全部楼层
Concluding Remarks & Outlook,d methods aim to further automate the steps of reverse engineering further. A particular emphasis is laid on the reconstruction of the surface’s base geometry as well as surface structure which is mandatory for many functional surfaces.
发表于 2025-3-22 11:07:13 | 显示全部楼层
ries.Considers the reception of Leibniz in Britain and Ameri.These essays comprise a first attempt to assess overall the attention awarded to Leibniz’s philosophy in the English-speaking world in his own time and up to the present day. ..In addition to an introductory overview there are fourteen ori
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发表于 2025-3-22 17:46:53 | 显示全部楼层
Pascal Lauberies.Considers the reception of Leibniz in Britain and Ameri.These essays comprise a first attempt to assess overall the attention awarded to Leibniz’s philosophy in the English-speaking world in his own time and up to the present day. ..In addition to an introductory overview there are fourteen ori
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Pascal Lauberies.Considers the reception of Leibniz in Britain and Ameri.These essays comprise a first attempt to assess overall the attention awarded to Leibniz’s philosophy in the English-speaking world in his own time and up to the present day. ..In addition to an introductory overview there are fourteen ori
发表于 2025-3-23 07:24:16 | 显示全部楼层
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