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  • 1
    Online Resource
    Online Resource
    Generative Adversarial Networks for Image Generation. (2021)
    Singapore :Springer Singapore Pte. Limited,
    Details
    Keywords: Neural networks (Computer science). ; Electronic books.
    Type of Medium: Online Resource
    Pages: 1 online resource (86 pages)
    Edition: 1st ed.
    ISBN: 9789813360488
    URL: https://ebookcentral.proquest.com/lib/geomar/detail.action?docID=6483659
    DDC: 006.31
    Language: English
    Note: Intro -- Preface -- Acknowledgments -- Contents -- Acronyms -- 1 Generative Adversarial Networks (GANs) -- 1.1 Introduction to GANs -- 1.2 Challenges of GANs -- Bibliography -- 2 GANs for Image Generation -- 2.1 Image Generation -- 2.1.1 Overview of Image Generation -- 2.1.2 GANs for Image Generation -- 2.1.3 Background Research of GANs -- 2.2 Improving Quality for Generated Image with LSGANs -- 2.2.1 Least Squares Generative Adversarial Networks -- 2.2.1.1 Theoretical Analysis -- 2.2.1.2 Parameter Selection -- 2.2.2 Experiments -- 2.2.2.1 Implementation Details -- 2.2.2.2 Qualitative Evaluation -- 2.2.2.3 Quantitative Evaluation -- 2.2.2.4 Comparison of Two Parameter Schemes -- 2.3 Improving Training Stability: Theoretical Analysis -- 2.3.1 Approach -- 2.3.2 Theoretical Analysis -- 2.3.3 Experiments -- 2.3.3.1 Evaluation Without Gradient Penalty -- 2.3.3.2 Gaussian Mixture Distribution -- 2.3.3.3 Difficult Architectures -- 2.3.3.4 Datasets with Small Variability -- 2.3.3.5 Evaluation with Gradient Penalty -- 2.3.4 Discussion -- 2.4 Multi-domain Image Generation with RCGANs -- 2.4.1 Experiments -- 2.4.1.1 Implementation Details -- 2.4.1.2 Digits -- 2.4.1.3 Edges and Photos -- 2.4.1.4 Faces -- 2.4.1.5 Quantitative Evaluation -- 2.4.1.6 More Applications -- Bibliography -- 3 More Key Applications of GANs -- 3.1 Image-to-Image Translation -- 3.1.1 pix2pix -- 3.1.2 CycleGAN -- 3.2 Unsupervised Domain Adaptation -- 3.2.1 Domain Adversarial Training -- 3.2.2 Using Image-to-Image Translation -- 3.2.3 Using RCGANs -- 3.2.3.1 Experiments -- 3.3 GANs for Security -- Bibliography -- 4 Conclusions -- 4.1 Contributions -- 4.2 Future Research -- Bibliography.
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  • 2
    Online Resource
    Online Resource
    Sleep and its Disorders : Translational Medicine (2022)
    Dordrecht : Springer Netherlands | Dordrecht : Imprint: Springer
    Details Availability
    Keywords: Neurology . ; Internal medicine. ; Psychiatry.
    Description / Table of Contents: Chapter 1. Evolving approaches to identifying genetic risk variants for sleep disorders -- Chapter 2. Neurobiology of sleep-wake control -- Chapter 3. Prostaglandins, adenosine and histaminergic system in the regulation of sleep and wakefulness -- Chapter 4.Sleep and Neuronal Plasticity -- Chapter 5. Epidemiology of Insufficient Sleep -- Chapter 6.Social Factors in Insufficient Sleep -- Chapter 7. Sleep Loss and the Unfolded Protein Response -- Chapter 8. Biological and genetic mechanisms of sleepiness in Obstructive Sleep Apnea and Cardiovascular Disease -- Chapter 9.Diaphragm EMG recording and its application in sleep medicine -- Chapter 10. Chronic Intermittent Hypoxia in Patients with OSA -- Chapter 11.Neural injury in models of intermittent hypoxia -- Chapter 12. Narcolepsy and Orexin/hypocretin -- Chapter 13.Circadian Rhythm Sleep-Wake Disorders: Mechanisms and Treatment.
    Type of Medium: Online Resource
    Pages: 1 Online-Ressource(VI, 282 p. 43 illus.)
    Edition: 1st ed. 2022.
    ISBN: 9789402421682
    Series Statement: Translational Medicine Research
    URL: https://doi.org/10.1007/978-94-024-2168-2
    DOI: 10.1007/978-94-024-2168-2
    Language: English
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