Simulation and synthesis in medical imaging : third International Workshop, SASHIMI 2018, held in conjunction with MICCAI 2018, Granada, Spain, September 16, 2018, Proceedings /: third International Workshop, SASHIMI 2018, held in conjunction with MICCAI 2018, Granada, Spain, September 16, 2018, Proceedings. (2018)

• Record Type: Book
• Other Titles: SASHIMI 2018
• Further Information: Note: Ali Gooya, Orcun Goksel, Ipek Oguz, Ninon Burgos (eds.).
• Editors: Gooya, Ali; Goksel, Orcun; Oguz, Ipek; Burgos, Ninon
• Other Names: SASHIMI (Workshop), 3rd; International Conference on Medical Image Computing and Computer-Assisted Intervention, 21st
• Contents: Medical 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.
• Publisher Details: Cham, Switzerland : Springer
• Publication Date: 2018
• Extent: 1 online resource (x, 140 pages), illustrations
• Subjects: 006.6; Computer science; Diagnostic imaging -- Digital techniques -- Congresses; Diagnostic imaging -- Data processing -- Congresses; Medical -- General; Computers -- Intelligence (AI) & Semantics; Computers -- Security -- General; Health & safety aspects of IT; Artificial intelligence; Computer security; Computer vision; Medical records_xData processing; Artificial intelligence; Data protection; Computers -- Computer Graphics; Image processing; Electronic books
• Languages: English
• ISBNs: 9783030005368; 3030005364
• Related ISBNs: 9783030005351
• Notes: Note: Online resource; title from PDF title page (SpringerLink, viewed September 20, 2018).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.