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Medical Applications with Disentanglements : First MICCAI Workshop, MAD 2022, Held in Conjunction with MICCAI 2022, Singapore, September 22, 2022, Proceedings / edited by Jana Fragemann, Jianning Li, Xiao Liu, Sotirios A. Tsaftaris, Jan Egger, Jens Kleesiek
(Lecture Notes in Computer Science. ISSN:16113349 ; 13823)

データ種別	電子ブック
版	1st ed. 2023.
出版者	(Cham : Springer Nature Switzerland : Imprint: Springer)
出版年	2023
大きさ	X, 127 p. 40 illus., 26 illus. in color : online resource
著者標目	Fragemann, Jana editor Li, Jianning editor Liu, Xiao editor Tsaftaris, Sotirios A editor Egger, Jan editor Kleesiek, Jens editor SpringerLink (Online service)

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URL	巻　次	配架場所	請求記号	登録番号	コメント	刷　年	状　態	利用注記	ISBN	予約	請求メモ
URL		射水-電子	007	EB0004290	Computer Scinece R0 2005-6,2022-3				9783031250460

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一般注記	Applying Disentanglement in the Medical Domain: An Introduction -- HSIC-InfoGAN: Learning Unsupervised Disentangled Representations by Maximising Approximated Mutual Information -- Implicit Embeddings via GAN Inversion for High Resolution Chest Radiographs -- Disentangled Representation Learning for Privacy-Preserving Case-Based Explanations -- Instance-Specific Augmentation of Brain MRIs with Variational Autoencoder -- Low-rank and Sparse Metamorphic Autoencoders for Unsupervised Pathology Disentanglement -- Training β-VAE by Aggregating a Learned Gaussian Posterior with a Decoupled Decoder -- Disentangling Factors of Morpholigical Variation in an Invertible Brain Aging Model -- A study of representational properties of unsupervised anomaly detection in brain MRI This book constitutes the post-conference proceedings of the First MICCAI Workshop on Medical Applications with Disentanglements, MAD 2022, held in conjunction with MICCAI 2022, in Singapore, on September22, 2022. The 8 full papers presented in this book together with one short paper were carefully reviewed and cover generative adversarial networks (GAN), variational autoencoders (VAE) and normalizing-flow architectures as well as a wide range of medical applications, like brain age prediction, skull reconstruction and unsupervised pathology disentanglement HTTP:URL=https://doi.org/10.1007/978-3-031-25046-0
件　名	LCSH:Image processing -- Digital techniques 全ての件名で検索 LCSH:Computer vision LCSH:Artificial intelligence LCSH:Computer engineering LCSH:Computer networks LCSH:Computers LCSH:Application software FREE:Computer Imaging, Vision, Pattern Recognition and Graphics FREE:Computer Vision FREE:Artificial Intelligence FREE:Computer Engineering and Networks FREE:Computing Milieux FREE:Computer and Information Systems Applications
分　類	LCC:TA1501-1820 LCC:TA1634 DC23:006
書誌ID	EB00003678
ISBN	9783031250460