Titlebook: Industrial Cyber-Physical Systems; Advancing Industry 4 Sascha Julian Oks Book 2024 The Editor(s) (if applicable) and The Author(s), under

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Sascha Julian Okse human motion readily available, their data is not sufficient to analyze quality and efficiency of movements. Instead, the forces and moments driving human motion (.) need to be considered. Since recording dynamics is a laborious task that requires expensive sensors and complex, time-consuming opti

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Sascha Julian Okssupervised deep networks remains challenging for this task. To this end, we propose a novel coupled unmixing network with a cross-attention mechanism, CUCaNet for short, to enhance the spatial resolution of HSI by means of higher-spatial-resolution multispectral image (MSI). Inspired by coupled spec

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Sascha Julian Oksproaches are mostly built on horizontal bounding box detectors by introducing an additional angle dimension optimized by a distance loss. However, as the distance loss only minimizes the angle error of the OBB and that it loosely correlates to the IoU, it is insensitive to objects with high aspect r

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Sascha Julian Oksle datasets of 3D models to understand the underlying 3D structure of objects seen in an image by constructing a CAD-based representation of the objects and their poses. We present Mask2CAD, which jointly detects objects in real-world images and for each detected object, optimizes for the most simil

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Sascha Julian Okstio-temporal patterns and (ii) similar visual patterns varying with time. Therefore, ADL may look very similar and often necessitate to look at their fine-grained details to distinguish them. Because the recent spatio-temporal 3D ConvNets are too rigid to capture the subtle visual patterns across an

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Introduction: Scope and Relevance of this Research,(CPS) with the motivation to contribute to the advancement of Industry 4.0 from vision to application. It provides the overall context of this dissertation (cf. Section 1.1) and introduces the reader to the research gap and the objectives of all activities within this book (cf. Section 1.2). Subsequ

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Foundations: Underlying Concepts of this Research,e concept of CPS is first introduced (cf. Section 2.1), followed by the based upon vision of Industry 4.0 (cf. Section 2.2) before the resulting requirements for the design and engineering of industrial CPS are derived (cf. Section 2.3).