Deep learning and data labeling for medical applications : first International Workshop, LABELS 2016, and second International Workshop, DLMIA 2016, held in conjunction with MICCAI 2016, Athens, Greece, October 21, 2016, Proceedings /: first International Workshop, LABELS 2016, and second International Workshop, DLMIA 2016, held in conjunction with MICCAI 2016, Athens, Greece, October 21, 2016, Proceedings. (2016)

• Record Type: Book
• Other Titles: LABELS 2016; DLMIA 2016
• Further Information: Note: Gustavo Carneiro, Diana Mateus, Loïc Peter, Andrew Bradley, João Manuel R.S. Tavares, Vasileios Belagiannis, João Paulo Papa, Jacinto C. Nascimento, Marco Loog, Zhi Lu, Jaime S. Cardoso, Julien Cornebise (eds.).
• Editors: Carneiro, Gustavo; Mateus, Diana; Peter, Loïc; Bradley, Andrew; Tavares, João Manuel R. S; Belagiannis, Vasileios; Papa, João Paulo; Nascimento, Jacinto C; Loog, Marco; Lü, Zhi; Cardoso, Jaime S (Jaime dos Santos); Cornebise, Julien
• Other Names: LABELS (Workshop), 1st; DLMIA (Workshop), 2nd; International Conference on Medical Image Computing and Computer-Assisted Intervention, 19th
• Contents: Active learning -- Semi-supervised learning -- Reinforcement learning -- Domain adaptation and transfer learning -- Crowd-sourcing annotations and fusion of labels from different sources -- Data augmentation -- Modelling of label uncertainty -- Visualization and human-computer interaction -- Image description -- Medical imaging-based diagnosis -- Medical signal-based diagnosis -- Medical image reconstruction and model selection using deep learning techniques -- Meta-heuristic techniques for fine-tuning -- Parameter in deep learning-based architectures -- Applications based on deep learning techniques.
• Publisher Details: Cham, Switzerland : Springer
• Publication Date: 2016
• Extent: 1 online resource (xiii, 280 pages), illustrations
• Subjects: 610.285; Computer science; Medical informatics -- Congresses; Artificial intelligence -- Medical applications -- Congresses; Artificial intelligence -- Medical applications; Medical informatics; Computer Science; Image Processing and Computer Vision; Pattern Recognition; Artificial Intelligence (incl. Robotics); Computer Graphics; Health Informatics; Computers -- Computer Vision & Pattern Recognition; Computers -- Intelligence (AI) & Semantics; Computers -- Computer Graphics; Medical -- General; Pattern recognition; Artificial intelligence; Graphics programming; Health & safety aspects of IT; Computer vision; Optical pattern recognition; Artificial intelligence; Computer graphics; Medical records -- Data processing; Image processing; Electronic books; Conference papers and proceedings
• Languages: English
• ISBNs: 9783319469768; 3319469762; 3319469754; 9783319469751
• Related ISBNs: 9783319469751
• Notes: Note: Online resource; title from PDF title page (SpringerLink, viewed October 14, 2016).
• 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.