LEADER 04685nam 22006495 450 001 9910349272703321 005 20200701034412.0 010 $a3-030-32778-7 024 7 $a10.1007/978-3-030-32778-1 035 $a(CKB)4100000009522987 035 $a(DE-He213)978-3-030-32778-1 035 $a(MiAaPQ)EBC6283229 035 $a(PPN)255938314 035 $a(EXLCZ)994100000009522987 100 $a20191008d2019 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 $e4th International Workshop, SASHIMI 2019, Held in Conjunction with MICCAI 2019, Shenzhen, China, October 13, 2019, Proceedings /$fedited by Ninon Burgos, Ali Gooya, David Svoboda 205 $a1st ed. 2019. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2019. 215 $a1 online resource (X, 162 p. 78 illus., 60 illus. in color.) 225 1 $aImage Processing, Computer Vision, Pattern Recognition, and Graphics ;$v11827 311 $a3-030-32777-9 327 $aEmpirical Bayesian Mixture Models for Medical Image Translation -- Improved MR to CT synthesis for PET/MR attenuation correction using Imitation Learning -- Unpaired Multi-Contrast MR Image Synthesis using Generative Adversarial Networks -- Unsupervised Retina Image Synthesis via Disentangled Representation Learning -- Pseudo-normal PET Synthesis with Generative Adversarial Networks for Localising Hypometabolism in Epilepsies -- Breast Mass Detection in Mammograms via Blending Adversarial Learning -- Tunable CT lung nodule synthesis conditioned on background image and semantic features -- Mask2Lesion: Mask-Constrained Adversarial Skin Lesion Image Synthesis -- Towards Annotation-Free Segmentation of Fluorescently Labeled Cell Membranes in Confocal Microscopy Images -- Intelligent image synthesis to attack a segmentation CNN using adversarial learning -- Physics-informed brain MRI segmentation -- 3D Medical Image Synthesis by Factorised Representation and Deformable Model Learning -- Cycle-consistent training for Reducing Negative Jacobian Determinant in Deep Registration Networks -- iSMORE: an iterative self super-resolution algorithm -- An Optical Model of Whole Blood for Detecting Platelets in Lens-Free Images -- Evaluation of the realism of an MRI simulator for stroke lesion prediction using convolutional neural network. 330 $aThis book constitutes the refereed proceedings of the 4th International Workshop on Simulation and Synthesis in Medical Imaging, SASHIMI 2019, held in conjunction with MICCAI 2019, in Shenzhen, China, in October 2019. The 16 full papers presented were carefully reviewed and selected from 21 submissions. The contributions span the following broad categories in alignment with the initial call-for-papers: methods based on generative models or adversarial learning for MRI/CT/PET/microscopy image synthesis, image super resolution, and several applications of image synthesis and simulation for data augmentation, segmentation or lesion detection. 410 0$aImage Processing, Computer Vision, Pattern Recognition, and Graphics ;$v11827 606 $aOptical data processing 606 $aArtificial intelligence 606 $aHealth informatics 606 $aComputer science?Mathematics 606 $aImage Processing and Computer Vision$3https://scigraph.springernature.com/ontologies/product-market-codes/I22021 606 $aArtificial Intelligence$3https://scigraph.springernature.com/ontologies/product-market-codes/I21000 606 $aHealth Informatics$3https://scigraph.springernature.com/ontologies/product-market-codes/I23060 606 $aMathematics of Computing$3https://scigraph.springernature.com/ontologies/product-market-codes/I17001 615 0$aOptical data processing. 615 0$aArtificial intelligence. 615 0$aHealth informatics. 615 0$aComputer science?Mathematics. 615 14$aImage Processing and Computer Vision. 615 24$aArtificial Intelligence. 615 24$aHealth Informatics. 615 24$aMathematics of Computing. 676 $a616.0754 676 $a006.6 702 $aBurgos$b Ninon$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aGooya$b Ali$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aSvoboda$b David$4edt$4http://id.loc.gov/vocabulary/relators/edt 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910349272703321 996 $aSimulation and Synthesis in Medical Imaging$92916762 997 $aUNINA