VDI Verlag eLibrary

Fahrerassistenzsysteme und automatisiertes Fahren

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2394 2022

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P. Rigoll, P. Petersen, L. Ries, J. Langner, E. Sax Augmentation von Kameradaten mit Generative Adversarial Networks (GANs) zur Absicherung automatisierter Fahrfunktionen S. 41-48

„… Augmentation von Kameradaten mit Generative Adversarial Networks (GANs) zur Absicherung …” „… automatisierter Fahrfunktionen Augmentation of camera data via Generative Adversarial Networks (GANs) for the …” „… sich in den letzten Jahren Generative Adversarial Net-works (GANs) bewährt [9,10,11]. Die ursprüngliche …”

Titelei/Inhaltsverzeichnis S. I-VIII

„… , Otto-von-Guericke-Universität, MagdeburgAugmentation von Kameradaten mit Generative Adversarial Networks (GANs) zur Absicherung …”

doi.org/10.51202/9783181023945

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International Conference on Gears 2022

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2389 2022

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T. Konig, M. Kley, F. Wagner, M. Liebschner Enhanced damage classification on transmissions by generating synthetic data with Generative Adversarial Networks (GAN) S. 227-238

„… Lakshminarayanan, M.: A generative adversarial network-based synthetic data augmentation technique for battery …” „… ensure a valid classification as well as damage detection. Generative Adversarial Networks (GAN …” „… algorithms, so-called Wasserstein Generative Adversarial Network (WGAN), are used to improve the diagnosis …”

Titelei/Inhaltsverzeichnis S. I-XXVIII

„… Adversarial Networks (GAN) 227T. König …” „… monitoring/smart gearsEnhanced damage classification on transmissions by generating synthetic data with Generative …” „… Universität Chemnitz, GermanyPlastic gear remaining useful life prediction using artificial neural network …”

doi.org/10.51202/9783181023891

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Game Content Generation from a Single Example

Maren Awiszus

Reihe: Informatik/ Kommunikation

Band 880 2023

Treffer in den folgenden Teilen:

Titelei/Inhaltsverzeichnis S. I-XIV

„… Inhaltsgenerierung – Level Generierung – Generative Adversarial NetworkKeywords: Video Games – Procedural Content …” „… Generation – Level Generation – Generative Adversarial NetworkDiese Dissertation über die Generierung von …” „… Genera-tion, Generative Adversarial NetworksXIIK U R Z FA S S U N GDiese Dissertation über die Generierung von …”

State of the Art S. 13-22

„… . Based on a 3D Generative Adversarial Network(GAN) architecture, we are able to create arbitrarily sized …” „… generate samplesfrom a distribution is a Generative Adversarial Network (GAN) [37]. AGAN consists of a …” „… Generative AdversarialNetworks (CoGAN) [79] further extend the process by learning a jointdistribution …”

Bibliography S. 111-130

„… . Arjovsky, S. Chintala, and L. Bottou. “Wasserstein genera-tive adversarial networks.” In: International …” „… using generative adversarial networks.” In: 2018 IEEE Games,Entertainment, Media Conference (GEM). IEEE …” „… . “Generative adversarial network roomsin generative graph grammar dungeons for the legend of zelda.”In: 2020 …”

Fundamentals S. 23-46

„… Generative Adversarial Networks.3.1.2 Generative Adversarial NetworksThe following section describes …” „… (ML) basics and methods important to thiswork, such as Generative Adversarial Networks (GANs), will be …” „… specific type of neural network, the Gener-ative Adversarial Network (GAN) is explained in more detail, as …”

Conclusion S. 105-110

„… for this work are generative modelslike Generative Adversarial Networks (GANs), which allow …” „… Minecraft.6.1 toad-ganTOAD-GAN stands for Token-based One-shot Arbitrary Dimension Gen-erative Adversarial …” „… Network. The method is based on SinGAN [121],which allows to generate new images of arbitrary sizes from a …”

Introduction S. 1-12

„… in the following chapters. This includes the function-ality of a Generative Adversarial Network (GAN …” „… ever before [39].Based on biological structures of the human brain, a so-called NeuralNetwork (NN) can …” „… samples. Of special interest are generative models, which aim toproduce new, unseen samples from a dataset …”

Generating Super Mario Bros Levels with Toad-gan S. 47-76

„… DimensionGenerative Adversarial Network. This method was developed specificallyfor token-based games such as Super …” „… BatchNormLeaky ReLULeaky ReLU1 Conv 3 ⇥ 3Generator DiscriminatorFigure 4.2: Network architecture of the generator …” „… network with more than one input level, changing the algorithmfrom one-shot to few-shot learning. This …”

doi.org/10.51202/9783186880109

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Human Pose Estimation from Monocular Images

Bastian Wandt

Reihe: Informatik/ Kommunikation

Band 869 2020

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Single Image Reconstruction Using Adversarial Training S. 80-96

„… nonlinear model is learned using a generative adversarial network (Section 3.2.3.2) that only contains …” „… for every image in the training data by training a discriminator network –widely used in generative …” „… adversarial networks (GAN) [21]– to learn a distribution of 3D human poses. A second neural network learns a …”

Introduction S. 1-16

„… . Since human motions are highly nonlinear a Generative Adversarial Network is used to learn a space of …” „… joint coordinates from 2D observations. It combines Generative Adversarial Networks with a novel …” „… appear to be not an optimal choice. For this reason, a method using a Generative Adversarial Neural 5 …”

Bibliography S. 101-116

„… Chintala, and Léon Bottou. “Wasserstein Generative Adversarial Networks.” In: International Conference on …” „… Courville, and Yoshua Bengio. “Generative Adversarial Nets.” In: International Conference on Neural …” „… , Adam W. Harley, William Seto, and Katerina Fragkiadaki. “Adversarial Inverse Graphics Networks …”

Titelei/Inhaltsverzeichnis S. I-XIV

„… Positioning Error AUC Area Under Curve CNN Convolutional Neural Network GAN Generative Adversarial Network GT …” „… reconstructing a human pose from a single image. A human body model is learned by training a deep neural network …” „… . . . . . . . . . . 19 2.2.2 Direct Inference using Neural Networks . . . . . . 19 2.3 Time Consistent Human Motion …”

Fundamentals S. 22-39

„… Chapter 5 discriminator networks, as used in Generative Adversarial Networks (GAN) [21], are an excellent …” „… behind generative adversarial networks and avoids going into the mathematical details of the original …” „… . Additionally, linear subspaces (e. g. obtained by a PCA) and nonlinear (e. g. learned by neural networks) of …”

doi.org/10.51202/9783186869104

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Unsupervised Domain Adaption for Real-World Head Pose Estimation from Synthetic Data

Felix Konstantin Kuhnke

Reihe: Informatik/ Kommunikation

Band 883 2023

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Partial adversarial domain adaptation for continuous label spaces S. 31-44

„… generative adversarial networks(GANs) described by Goodfellow et al. [113] is very similar to that ofDANN …” „… branch of methods uses generative adversarial networks(GANs) to bring domain adaptation to the image …” „… adomain adversarial neural network (DANN). DANN works by matchingthe distributions of features extracted …”

Titelei/Inhaltsverzeichnis S. I-XIV

„… networkERM empirical risk minimizationFC fully connectedGAN generative adversarial networkGPU graphics …” „… convolutional neural networkCR consistency regularizationDA domain adaptationDANN domain adversarial neural …” „… processing unitHPE head pose estimationMAE Mean Absolute ErrorMSE Mean Squared ErrorNN neural networkPADA …”

Bibliography S. 111-128

„… , and D. Krishnan.“Unsupervised Pixel-Level Domain Adaptation with GenerativeAdversarial Networks.” In …” „… Networks.”In: IEEE International Conference on Computer Vision, ICCV 2017,Venice, Italy, October 22-29, 2017 …” „… . Qiao. “Joint Face Detection andAlignment Using Multitask Cascaded Convolutional Networks.”In: IEEE …”

Fundamentals S. 11-30

„… generative adversarial networks (GANs) is used. The generatorcomponents generate images that are bound to …” „… . They include discrepancy based methods, adversarialdiscriminative models, adversarial generative models …” „… that improve featureextraction. In adversarial generative models a generative componentbased on …”

doi.org/10.51202/9783186883100

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Schwingungen 2023

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2429 2023

Treffer in den folgenden Teilen:

T. Koenig, F. Wagner, L. Kopp, V. Murali, S. B. Lokesh, M. Kley Simulation model to generate condition data of healthy and faulty transmissions S. 185-200

„… Classification of Machinery Using Generative Adversarial Networks. IEEE Access 7 (2019), pp. 111168–111180, doi …” „… generative adversarial networks. tm - Technisches Messen 90 (2023) 10, pp. 639–649, doi: 10.1515/teme …” „… generative adversarial networks. Forschung im Ingenieurwesen 87 (2023) 2, pp. 757–766, doi: 10.1007/s …”

doi.org/10.51202/9783181024294

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ELIV 2024

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2441 2024

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G. Schneider, F. Woitschek, A. von Twickel, R. Plaga Auditing Guidelines for AI-based AD/ADAS Components focusing on AI Security S. 53-66

„… on the attack proposed in [17]. The authors use an attack based on a Generative Adversarial Network …” „… (GAN), where the GAN generator network 𝑔(⋅) is used to generate the adversarial patches. Thereby, the …” „… Adversarial Attacks on Deep Neural Networks for Traffic Sign Recognition: A Feasibility Study," in IEEE …”

U. Akcakoca Contribution of Artificial Intelligence in Automotive Cyber Security Management System More Cybersecurity through Artificial Intelligence S. 579-XVI

„… the backend to protect against a generative AI that is malicious and attacks the item, see Figure 1 …” „… . VDI-Berichte Nr. 2441, 2024 579Fig. 1: With AI against AI. Defence AI vs. malicious generative AI to increase …” „… resistant. By using the two AI systems, especially the malicious generative AI, new "unknown" attack vectors …”

A. Vickers, P. Fintl, D. Hughes, M. Roberts From Niche to Mainstream: Harnessing Generative AI for Automotive Excellence. GenAI is not Enough! S. 67-80

„… , M. Mirza, B. Xu, D. Warde-Farley, S. Ozair, Y. Bengio and I. Goodfellow, “Generative adversarial …” „… From Niche to Mainstream: Harnessing Generative AI for Automotive Excellence GenAI is not Enough …” „… , Bristol/Munich/Oxford/Cambridge Abstract The meteoric rise of Generative AI as a central strategic technology has signalled a …”

M. Obstbaum, I. Wior, J. Kasper, P. Vaudrevange, S. Khan, M. Keckeisen, M. Staib, R. Freitag, J. Schneider SpecBook-Copilot – Efficient Formalization of Requirements using Artificial Intelligence in the Development of MB.OS S. 221-232

„… (LLMs) and generative AI, such as ChatGPT, offer a promising solution. This paper presents a …” „… tokens. This neural network architecture is VDI-Berichte Nr. 2441, 2024 223considered state of the art at …” „… transfer to the users. 3.2 Evolution of Neural Network Architectures Neural network architectures such as …”

doi.org/10.51202/9783181024416

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ELIV 2023

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2423 2023

Treffer in den folgenden Teilen:

X. Wang, A. Hübner, K. Weishaupt, K. Chung Validation and Interpretation of Neural Networks: DNN-Based Object Detection as an Example S. 419-436

„… Adversarial Network (GAN) [9]. As shown in Figure 2, for an initial investigation of the robustness, we apply …” „… Validation and Interpretation of Neural Networks: DNN-Based Object Detection as an Example Dr …” „… , especially Deep Neural Networks (DNNs), introduces new potential risks and weaknesses, for example due to the …”

P. Dreiseitel, D. Yesilbas Generative Artificial Intelligence – How AI Models Change the Way We Develop Automotive Products S. 405-418

„… industries. The core of large generative AI models is the concept of neural networks, a computational …” „… - generalized adversarial networks). It is evident that utilizing replacement problems for learning may not be …” „… Generative Artificial Intelligence How AI Models Change the Way We Develop Automotive Products …”

doi.org/10.51202/9783181024232

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LAND.TECHNIK 2020

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2374 2020

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P. Riegler-Nurscher, J. Prankl, M. Vincze, H. Prankl A review on plant and soil properties estimation using ground-based computer vision techniques in the visible spectrum S. 353-360

„… adversarial networks (GANs [10]). Data augmentation is very common for CNNs and consist of geometrical and …” „… adversarial networks for improved plant disease recognition. Computers and Electronics in Agriculture, 168 …” „… recent years a strong trend towards deep neural network based machine learning methods, especially …”

doi.org/10.51202/9783181023747

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Electrics / Electronics for Mobile Machines

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2442 2024

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S. Tandel GenAI in the Off-Highway Industry: An Analysis S. 27-34

„… using text-to-image models and GANs (Generative adversarial networks). These assets can then be …” „… Generative AI (GenAI) is emerging as a key factor in redefining the journey toward digitalization …” „… (PDLC) include: • Generative AI-Powered Software Development: Leverages GenAI for creating and …”

doi.org/10.51202/9783181024423

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VDI nachrichten

Alle Ausgaben: VDI nachrichten

VDI nachrichten Jahrgang 77 (2023) Heft 06 ISSN Online: 0042-1758

Treffer in den folgenden Teilen:

Wolfgang Schmitz KI schafft Kunstwerke S. 27

„… verarbeiten GAN-Algorithmen diese Bilder. Als GAN (Generative Adversarial Network) bezeichnet man ein …”

Wolfgang Schmitz Digitale Technik als museales Erlebnis S. 27

„… verarbeiten GAN-Algorithmen diese Bilder. Als GAN (Generative Adversarial Network) bezeichnet man ein …”

doi.org/10.51202/0042-1758-2023-06

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Deep Homography Estimation for Micro-Topographic Measurement Data

Stefan Siemens

Reihe: Berichte aus dem imr

Band 01/2024 2024

Treffer in den folgenden Teilen:

1. Introduction S. 1-10

„… ], particleswarm optimization [58], and generative adversarial networks (GANs) [59] andhave adapted and improved …” „… convolutional neural network(CNN)-based approaches [13]–[20]. Furthermore, typical CNNs do not cal-culate …” „… [10]–[12]. Convolutional neural networks (CNNs) have the potential to addressthese drawbacks in several …”

Titelei/Inhaltsverzeichnis S. I-XX

„… generative adversarial networkGPU graphics processing unitHDF hierarchical data formatHOG histogram of …” „… neural networks,confocal laser scanning microscopyviContentsList of Figures ixAcronyms xv1 Introduction …” „… neural networkCoFiR Coarse-to-Fine Image RegistrationCPU central processing unitCT computed …”

doi.org/10.51202/9783959009225

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Distributed Edge Intelligence Enabled Wireless Communication Systems Serving Industrial Applications

Sun Danfeng

Reihe: Mess-, Steuerungs- und Regelungstechnik

Band 1278 2022

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Related Work S. 6-23

„… , long short-termmemory, generative adversarial networks, and deep Q networks achieve outstanding …” „… ] proposed anew generative model, named adversarial nets (GAN) which can produce realistic images. GANalready …” „… learning for traffic puncturing [172], and adversarial network for adaptive antennadiagram generation [173 …”

Titelei/Inhaltsverzeichnis S. I-XII

„… Fully connected neural networkGAN Generative adversarial networkGP-EPA Generating precoder with equal …” „… REGELUNGS-TECHNIKSunIntelligent Industrial Wireless NetworkREIHE 08 | NR. 1278ISBN 978-3-18-527808-2E-ISBN 978-3-18-627808-1Cyan …” „… networkBT Bagged treeCART Classification and regression treeCE Cross EntropyCLINK Complete-link algorithmCR …”

Bibliography S. 87-108

„… , Bing Xu, David Warde-Farley, SherjilOzair, Aaron Courville, and Yoshua Bengio. Generative adversarial …” „… resource allocation for multi-beam satellite-terrestrial vehicular networks:A multi-agent actor-critic …” „… for dynamic access control in wireless networkshandling mmtc. Ad Hoc Networks, 94:101939, 2019.[138 …”

Dependability Assessment S. 24-46

„… SLPL1 dimensional StateLL DL SLPLState ClustersLL DL SLPLCluster1Cluster3Cluster2GenerativeAdversarial …” „… NetworksKnowledge-basedMethodsKnowledge-based ProcessSystem 1 StateDevice 1 StateSystem 2 StateDevice n StateSystem 3 StateDevice 2 StateLogical …” „… kind of deep neural network with an symmetric structure, whichconsists of an encoder and a decoder. Its …”

doi.org/10.51202/9783186278081

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VDI-Z

Alle Ausgaben: VDI-Z

VDI-Z Jahrgang 163 (2021) Heft 04 ISSN Online: 0042-1766

Treffer in den folgenden Teilen:

Dalyan Elmaz Von KI-basierten Kameras zur Digitalen Fabrik S. 29-31

„… geringeren Aufwänden genutzt werden kann. In diesen Lernverfahren sind „Generative Adversarial Networks …”

doi.org/10.37544/0042-1766-2021-04

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Testen und Validieren elektrischer Antriebsstränge 2024

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2431 2024

Treffer in den folgenden Teilen:

L. Kopp, F. Schmid, J. Molan, T. König, A. Kolluru, E. Hoffmann, M. Kley Evaluation of sensor signals using a normal distribution analysis considering temperature influences S. 65-80

„… transmissionsutilizing generative adversarial networks. tm - Technisches Messen 90 (2023) 10,pp. 639–649, doi:10.1515 …” „… /teme-2023-0001.[25] König, T., Cadau, L., Wagner, F. and Kley, M.: A generative adversarial …” „… networkPredicted signalResidual distributionDistribution rangeResidual distribution range11123Steps:Decompose time …”

doi.org/10.51202/9783181024317

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