Multimodal learning for clinical decision support and clinical image-based procedures : 10th International Workshop, ML-CDS 2020, and 9th International Workshop, CLIP 2020, held in conjunction with MICCAI 2020, Lima, Peru, October 4-8, 2020, Proceedings /: 10th International Workshop, ML-CDS 2020, and 9th International Workshop, CLIP 2020, held in conjunction with MICCAI 2020, Lima, Peru, October 4-8, 2020, Proceedings. (2020)

• Record Type: Book
• Other Titles: ML-CDS 2020; CLIP 2020
• Further Information: Note: Tanveer Syeda-Mahmood, Klaus Drechsler et al. (eds.).
• Other Names: Syeda-Mahmood, Tanveer; Drechsler, Klaus; Greenspan, Hayit; Madabhushi, Anant; Karargyris, Alexandros; Linguraru, Marius George; Oyarzun Laura, Cristina; (Biomedical engineer), Shekhar, Raj; Wesarg, Stefan; González Ballester, Miguel Ángel; ML-CDS (Workshop), 10th; CLIP (Workshop), 9th; International Conference on Medical Image Computing and Computer-Assisted Intervention, 23rd
• Contents: Intro -- Additional Workshop Editors -- Preface ML-CDS 2020 -- Organization -- Preface CLIP 2020 -- Organization -- Contents -- CLIP 2020 -- Optimal Targeting Visualizations for Surgical Navigation of Iliosacral Screws -- 1 Introduction -- 2 Methods -- 3 Results -- 4 Discussion and Conclusion -- References -- Prediction of Type II Diabetes Onset with Computed Tomography and Electronic Medical Records -- 1 Introduction -- 2 Method -- 2.1 Data of T2DM Studies -- 2.2 Abdominal Segmentations -- 2.3 EMR Feature Extraction -- 3 Experiments -- 3.1 Experimental Design 3.2 Implementation Details and Metric -- 3.3 Results and Analyses -- 4 Discussion and Conclusion -- References -- A Radiomics-Based Machine Learning Approach to Assess Collateral Circulation in Ischemic Stroke on Non-contrast Computed Tomography -- 1 Introduction -- 2 Materials and Methods -- 2.1 Scanning Protocols -- 2.2 Ground Truth Labels -- 2.3 Mapping of ASPECTS Regions -- 2.4 Pre-processing -- 2.5 Image Features -- 2.6 Classification of Collaterals -- 3 Results -- 4 Discussion -- References Image-Based Subthalamic Nucleus Segmentation for Deep Brain Surgery with Electrophysiology Aided Refinement -- 1 Introduction -- 2 Methods -- 2.1 Data -- 2.2 MER Acquisition and Preprocessing -- 2.3 MRI Data Processing -- 2.4 Active Contours Fitting -- 2.5 MER-based Fitting -- 2.6 Evaluation Procedure -- 3 Results and Discussions -- 3.1 STN Segmentation -- 3.2 MER-based Fitting -- 4 Conclusion -- References -- 3D Slicer Craniomaxillofacial Modules Support Patient-Specific Decision-Making for Personalized Healthcare in Dental Research -- 1 Introduction -- 2 Methods 3 Results and User Studies Applications -- 4 Conclusion -- References -- Learning Representations of Endoscopic Videos to Detect Tool Presence Without Supervision -- 1 Introduction -- 2 Prior Work -- 3 Method -- 3.1 Dataset -- 3.2 Variational Autoencoder -- 3.3 Training -- 3.4 Model Evaluation -- 4 Results -- 5 Conclusion and Future Work -- References -- Single-Shot Deep Volumetric Regression for Mobile Medical Augmented Reality -- 1 Introduction -- 2 Materials and Methods -- 2.1 Data Acquisition and Preprocessing -- 2.2 Android Application -- 2.3 Server Backend -- 3 Results 3.1 Quantitative Evaluation -- 3.2 Qualitative Evaluation -- 4 Discussion -- 5 Conclusion -- References -- A Baseline Approach for AutoImplant: The MICCAI 2020 Cranial Implant Design Challenge -- 1 Introduction -- 2 Dataset -- 3 Method -- 4 Experiments and Results -- 5 Conclusion and Future Improvement -- References -- Adversarial Prediction of Radiotherapy Treatment Machine Parameters -- 1 Introduction -- 2 Methods -- 2.1 Patient Data Preparation and Treatment Planning -- 2.2 Data Reformatting for Supervised Learning -- 2.3 Deep Learning Network and Training -- 3 Results
• Publisher Details: Cham : Springer
• Publication Date: 2020
• Extent: 1 online resource (147 p.)
• Subjects: 616.07/57; Diagnostic imaging -- Data processing -- Congresses; Computer-assisted surgery -- Congresses; Application software; Artificial intelligence; Bioinformatics; Database management; Optical data processing; Electronic books; Electronic books
• Languages: English
• ISBNs: 9783030609467; 3030609464
• Related ISBNs: 9783030609450; 3030609456
• Notes: Note: Online resource; title from PDF title page (SpringerLink, viewed December 2, 2020).
• 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.