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Maren Awiszus - Game Content Generation from a Single Example

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Maren Awiszus

Game Content Generation from a Single Example

Series: Informatik/ Kommunikation

Volume 880 2023

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Bibliography S. 111-130

„… ] M. Awiszus and B. Rosenhahn. “Markov Chain Neural Networks.”In: 2018, pp. 2180–2187.[8] M. Awiszus …” „… .” In: Neural networks: Tricks of the trade. Springer, 2012,pp. 599–619.115bibliography[57] S. Ioffe and …” „… principal component analysis usingautoassociative neural networks.” In: AIChE Journal 37.2 (1991),pp …”

Fundamentals S. 23-46

„… , which will be explained in the last section.3.1.1 Artificial Neural NetworksThis section goes into …” „… learning [96].Recently, (Artificial) Neural Networks, abbreviated as NNs have taken overthe field. With …” „… detail about Artificial Neural Networks and howthey are structured [86]. First, the most basic building …”

Titelei/Inhaltsverzeichnis S. I-XIV

„… Artificial Neural Networks . . . . . . . . . . . . . . 243.1.2 Generative Adversarial Networks …” „… Representations from Transformers. 83CNN Convolutional Neural Network. 28CS Modeling and Simulation of Complex …” „… Genera-tion, Generative Adversarial NetworksXIIK U R Z FA S S U N GDiese Dissertation über die Generierung von …”

Introduction S. 1-12

„… ever before [39].Based on biological structures of the human brain, a so-called NeuralNetwork (NN) can …” „… years: Machine Learning. Machine Learning (ML)and Artificial Intelligence (AI) are more popular than …” „… Artificial Intelligence (AI) [36, 86,110]. This list is not exhaustive but aims to give an overview of the …”

doi.org/10.51202/9783186880109

Thomas Guthier - Visual Motion Processing

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Thomas Guthier

Visual Motion Processing

Series: Mess-, Steuerungs- und Regelungstechnik

Volume 1251 2016

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Bibliography S. 143-158

„… Artificial Neural Networks–ICANN 2007, pages 894–903. Springer. [85] Rebhan, S., Sharif, W., and Eggert, J …” „… . In European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning …” „… Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Bruges. [44 …”

Titelei/Inhaltsverzeichnis S. I-XII

„… interacting in a dynamic environment. In this thesis an artificial feed-forward neural network for biological …” „… artificial feed-forward neural network for biological motion recognition is proposed. Like its natural …” „… classification performance of the feed foward neural network is analyzed on three real world datasets for human …”

Introduction S. 1-11

„… focus. Thus, the neural network of the visual cortex has to be adapted to its surroundings and stays …” „… neural network for biological motion recognition. How does the visual cortex process the visual …” „… learning mechanisms in the visual cortex and to apply them to an artificial counterpart: a feed-forward …”

Computational Model S. 12-25

„… is introduced as a Feed Forward Neural Network (FFNN) that consists of two processing streams, one …” „… ... . . . . . . . . . . . . . . . ... . . . . . . Figure 2.4: The overall architecture of a Feed Forward Neural Network. The input of the first layer V1 is …” „… used as a Feed Forward Neural Network (FFNN). For visual recognition, FFNN are typically applied for …”

doi.org/10.51202/9783186251084

Herwig Unger, Wolfgang A. Halang - Autonomous Systems 2016

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Herwig Unger (ed.), Wolfgang A. Halang (ed.)

Autonomous Systems 2016

Series: Informatik/ Kommunikation

Volume 848 2016

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Neural and Evolutionary Computing S. 133-166

„… retina. Artificial Neural Network Back Propagation was used to learn 100 retinal images with 11 features …” „… of Green channel b) Artificial neural network is used in this step to create the best model of ROP …” „… processing model and artificial neural network (ANNs). Eleven features were extracted from premature infant’s …”

Titelei/Inhaltsverzeichnis S. I-VIII

„… networks. Methods of neural and evolutionary computing are employed to aid diagnosing retinopathy of …” „… computing details a method combining processing retinal images and machine learning with artificial neural …” „… Networks-based Generalized Matrix Inversion with Applications in Stochastic Time-varying Systems A. Haj Mosa, K …”

doi.org/10.51202/9783186848109

VDI Wissensforum GmbH - ELIV-MarketPlace 2022

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VDI Wissensforum GmbH (ed.)

ELIV-MarketPlace 2022

Series: VDI-Berichte

Volume 2405 2022

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B. Franczyk Technology comparison of surround sensors for mobile machines – Change from rule-based systems to Deep Learning S. 421-428

„… , Jakob et al. (2021): A Survey of Uncertainty in Deep Neural Networks.UNCERTAINTIES OF NEURONAL …” „… in Deep Neural NetworksCyan Magenta Yellow BlackPreflight Lx3 am Oktober 17, 2022 | 16:46:15 | 209.9 …” „… rule-based systems to Deep Learning is evident. However, it should be considered that Neural Networks have …”

S. Poledna, L. Antonia Zaza Bringing together major stakeholders to shape the future of autonomous operation. Can this also be done for the offhighway industry? S. 447-460

„… intelligenceAlgorithms and neural networksSensor fusion & real-time data Higher capacity and fast CPU performancesSensors …” „… ) Autonomous operationsBoth HW and SW need to fulfil higher safety levels and standardsArtificial …” „… Network for Cloud and Shadow Precise Segmentation. Remote Sens. 2020, 12, 2001. https://doi.org/10.3390/rs …”

V. Horvath, H. Laine, G. Blahut, A. Késmárki, M. Pfeifle Streaming Map Data Efficiently from Cloud to ECUs – A Cost-Efficient and Self-Adapting Solution for Intelligent Speed Assistance S. 239-248

„… Artificial Intelligence with the latest standardization activities. In our approach we train neural networks …” „… signs using neural networks [8]. This information is then fused together with the speed limits drawn …” „… them. Using supervised learning, we created and trained a Neural Network (cf. Figure 3) to estimate the …”

U. Bodenhausen Comprehensive Test Strategy for AI Based Systems – From AI Test Principles to T est Optimization S. 265-282

„… FunctionsAI in AutomotiveGeneric (Deep Learning) Neural Network (NN)TRAINING:Interconnection “weights” are …” „… . Ulrich Bodenhausen, Vector Consulting Services GmbH, Stuttgart Abstract Artificial Intelligence (AI …” „… operations phase, and not only in the development phase.Artificial Intelligence (AI) in AutomotiveAI in …”

doi.org/10.51202/9783181024058

Petrissa Zell - Learning-Based Inverse Dynamics for Human Motion Analysis

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Petrissa Zell

Learning-Based Inverse Dynamics for Human Motion Analysis

Series: Informatik/ Kommunikation

Volume 877 2022

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Titelei/Inhaltsverzeichnis S. I-XIV

„… neural networksL loss functionε(·) relative root mean squared error of variable (·)ρ(·) Pearson’s …” „… neural networks – self-supervised learningThis dissertation deals with machine learning techniques for …” „… . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 493.4.5 Neural Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . 523.4.6 Generalization …”

Self-supervision by dynamics-based layers S. 95-122

„… implementation of bothapproaches, random forests (RFs), artificial neural networks (NNs) and linear …” „… Dynamics Network: A neural network that predictscontrol coefficients based on motion coefficients, similar …” „… of inverse and forward dynamics. Thelearnable part is represented by a neural network and the forward …”

Bibliography S. 130-152

„… predicted by using artificial neural network during vertical jump.” In:Journal of biomechanics 42.7 (2009 …” „… ArtificialNeural Network (ANN) and Support Vector Machine (SVM) Algorithms.” In: OpenJournal of Applied Biosensor …” „… NeuralProsthesis for Walking: Use of Artificial Neural Networks.” In: 2006 8th Seminaron Neural Network …”

Fundamentals S. 23-61

„… .3.4.5 Neural NetworksAn artificial neural network (NN) imitates the information processing in the …” „… regression, random forests and neural networks.1 The term reduced refers to the reduction to a minimal set of …” „… decision trees allows for short training and application times.In contrast to neural networks, however, an …”

Introduction S. 1-14

„… contrasted to each other.The focus, however, is on artificial neural networks, because of their success on …” „… different machine learning methodssuch as artificial neural networks, random forests, ridge regression and …” „… support vectormachines.c) Self-supervised learning of inverse dynamics using artificial neural networks2 …”

Conclusions S. 123-126

„… hyperparameter tuningthan an artificial neural network and is less prone to overfitting.Different machine …” „… neural networks, random forests and even linear ridge regression can be appliedto estimate forces and …” „… overfitting as a more powerful,higher-dimensional neural network. Furthermore, on small datasets (like the …”

Supervised learning of inverse dynamics S. 76-94

„… the frequent criticism of neural networks for their lack of interpretability.The latter method …” „… regression and themulti-stage method, different algorithms are tested including artificial neural …” „… implemented methods are a neural network (NN), a random forest (RF)and a linear ridge regression. Their …”

Related work S. 15-22

„… GRF are predicted from the IMU data by an artificial neural network.The method achieves fair results …” „… regression and neural networks. However, the achieved torque errors in theorder of 60 Nm are considered too …” „… dynamicsfor industrial robots. The proposed deep neural network model includes an LSTM-layer(long short-term …”

doi.org/10.51202/9783186877109

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