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This book constitutes the refereed proceedings of the 4th International Workshop on Simulation and Synthesis in Medical Imaging, SASHIMI 2019, held in conjunction with MICCAI 2019, in Shenzhen, China, in October 2019. The 16 full papers presented were carefully reviewed and selected from 21 submissions. The contributions span the following broad categories in alignment with the initial call-for-papers: methods based on generative models or adversarial learning for MRI/CT/PET/microscopy image synthesis, image super resolution, and several applications of image synthesis and simulation for data augmentation, segmentation or lesion detection.

Optical data processing. --- Artificial intelligence. --- Health informatics. --- Computer science --- Image Processing and Computer Vision. --- Artificial Intelligence. --- Health Informatics. --- Mathematics of Computing. --- Mathematics. --- Computer science—Mathematics. --- Clinical informatics --- Health informatics --- Medical information science --- Information science --- Medicine --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Optical computing --- Visual data processing --- Integrated optics --- Photonics --- Computers --- Data processing --- Optical equipment --- Computer mathematics --- Mathematics --- Diagnostic imaging --- Digital techniques --- Clinical imaging --- Imaging, Diagnostic --- Medical diagnostic imaging --- Medical imaging --- Noninvasive medical imaging --- Diagnosis, Noninvasive --- Imaging systems in medicine

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This book constitutes the refereed proceedings of the 6th International Workshop on Simulation and Synthesis in Medical Imaging, SASHIMI 2021, held in conjunction with MICCAI 2021, in Strasbourg, France, in September 2021.* The 14 full papers presented were carefully reviewed and selected from 18 submissions. The contributions span the following broad categories in alignment with the initial call-for-papers: methods based on generative models or adversarial learning for MRI/CT/ microscopy image synthesis, and several applications of image synthesis and simulation for data augmentation, image enhancement, or segmentation. *The workshop was held virtually.

Mathematical statistics --- Biomathematics. Biometry. Biostatistics --- Biological techniques --- Artificial intelligence. Robotics. Simulation. Graphics --- Computer. Automation --- computervisie --- patroonherkenning --- factoranalyse --- bio-informatica --- biologie --- KI (kunstmatige intelligentie)

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Teaching --- Mathematical statistics --- Mathematics --- Electronics --- Telecommunication technology --- Programming --- Computer architecture. Operating systems --- Computer. Automation --- patroonherkenning --- factoranalyse --- optische communicatie --- optische elektronica --- applicatiebeheer --- apps --- informatica --- onderwijs --- datacommunicatie --- externe fixatie (geneeskunde --- opvoeding --- programmeren (informatica) --- architectuur (informatica)