LEADER 04744nam 22006615 450 001 9910349406303321 005 20200630002124.0 010 $a3-030-00536-4 024 7 $a10.1007/978-3-030-00536-8 035 $a(CKB)4100000006519970 035 $a(DE-He213)978-3-030-00536-8 035 $a(MiAaPQ)EBC6296065 035 $a(PPN)230538703 035 $a(EXLCZ)994100000006519970 100 $a20180911d2018 u| 0 101 0 $aeng 135 $aurnn#008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aSimulation and Synthesis in Medical Imaging $eThird International Workshop, SASHIMI 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 16, 2018, Proceedings /$fedited by Ali Gooya, Orcun Goksel, Ipek Oguz, Ninon Burgos 205 $a1st ed. 2018. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2018. 215 $a1 online resource (X, 140 p. 58 illus.) 225 1 $aImage Processing, Computer Vision, Pattern Recognition, and Graphics ;$v11037 311 $a3-030-00535-6 327 $aMedical Image Synthesis for Data Augmentation and Anonymization Using Generative Adversarial Networks -- Data Augmentation Using synthetic Lesions Improves Machine Learning Detection of Microbleeds from MRI -- Deep Harmonization of Inconsistent MR Data for Consistent Volume Segmentation -- Cross-modality Image Synthesis from Unpaired Data Using CycleGAN: Effects of Gradient Consistency Loss and Training Data Size -- A Machine Learning Approach to Diffusion MRI Partial Volume Estimation -- Unsupervised Learning for Cross-domain Medical Image Synthesis Using Deformation Invariant Cycle Consistency Networks -- Deep Boosted Regression for MR TO CT Synthesis -- Model-Based Generation of Synthetic 3D Time-Lapse Sequences of Multiple Mutually Interacting Motile Cells with Filopodia -- MRI to FDG-PET: Cross-Modal Synthesis Using 3D U-Net for Multi-Modal Alzheimer?s Classification -- Tubular Network Formation Process Using 3D Cellular Potts Model -- Deep Learning Based Coronary Artery Motion Artifact Compensation Using Style-Transfer Synthesis in CT Images -- Lung Nodule Synthesis Using CNN-based Latent Data Representation -- RS-Net: Regression-Segmentation 3D CNN for Synthesis of Full Resolution Missing Brain MRI in the Presence of Tumours -- Generating Magnetic Resonance Spectroscopy Imaging Data of Brain Tumours from Linear, Non-Linear and Deep Learning Models. . 330 $aThis book constitutes the refereed proceedings of the Third International Workshop on Simulation and Synthesis in Medical Imaging, SASHIMI 2018, held in conjunction with MICCAI 2018, in Granada, Spain, in September 2018. The 14 full papers presented were carefully reviewed and selected from numerous submissions. This workshop continues to provide a state-of-the-art and integrative perspective on simulation and synthesis in medical imaging for the purpose of invigorating research and stimulating new ideas on how to build theoretical links, practical synergies, and best practices between these two research directions. 410 0$aImage Processing, Computer Vision, Pattern Recognition, and Graphics ;$v11037 606 $aOptical data processing 606 $aHealth informatics 606 $aArtificial intelligence 606 $aComputer security 606 $aImage Processing and Computer Vision$3https://scigraph.springernature.com/ontologies/product-market-codes/I22021 606 $aHealth Informatics$3https://scigraph.springernature.com/ontologies/product-market-codes/I23060 606 $aArtificial Intelligence$3https://scigraph.springernature.com/ontologies/product-market-codes/I21000 606 $aSystems and Data Security$3https://scigraph.springernature.com/ontologies/product-market-codes/I28060 615 0$aOptical data processing. 615 0$aHealth informatics. 615 0$aArtificial intelligence. 615 0$aComputer security. 615 14$aImage Processing and Computer Vision. 615 24$aHealth Informatics. 615 24$aArtificial Intelligence. 615 24$aSystems and Data Security. 676 $a616.07540285 676 $a006.6 702 $aGooya$b Ali$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aGoksel$b Orcun$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aOguz$b Ipek$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aBurgos$b Ninon$4edt$4http://id.loc.gov/vocabulary/relators/edt 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910349406303321 996 $aSimulation and Synthesis in Medical Imaging$92916762 997 $aUNINA