Predictive intelligence in medicine : third International Workshop, PRIME 2020, Held in Conjunction with MICCAI 2020, Lima, Peru, October 8, 2020, Proceedings /: third International Workshop, PRIME 2020, Held in Conjunction with MICCAI 2020, Lima, Peru, October 8, 2020, Proceedings. ([2020])

• Record Type: Book
• Other Titles: PRIME 2020
• Further Information: Note: Islem Rekik, Ehsan Adeli, Sang Hyun Park, Maria del C. Valdés Hernández (eds.).
• Other Names: Rekik, Islem; Adeli, Ehsan; Park, Sang Hyun; Valdés Hernández, María; PRIME (Workshop), 3rd; International Conference on Medical Image Computing and Computer-Assisted Intervention, 23rd
• Contents: Intro -- Preface -- Organization -- Contents -- Context-Aware Synergetic Multiplex Network for Multi-organ Segmentation of Cervical Cancer MRI -- 1 Introduction -- 2 Proposed Context-Aware Synergetic Multiplex Network for Multi-organ Segmentation -- 3 Results and Discussion -- 4 Conclusion -- References -- Residual Embedding Similarity-Based Network Selection for Predicting Brain Network Evolution Trajectory from a Single Observation -- 1 Introduction -- 2 Proposed Method -- 3 Results and Discussion -- 4 Conclusion -- References Adversarial Brain Multiplex Prediction from a Single Network for High-Order Connectional Gender-Specific Brain Mapping -- 1 Introduction -- 2 Proposed Deep Brain Multiplex Prediction Using G-GAN for Gender Fingerprinting -- 3 Results and Discussion -- 4 Conclusion -- References -- Learned Deep Radiomics for Survival Analysis with Attention -- 1 Introduction -- 2 Related Work -- 3 Method -- 3.1 From Cox Survival Model to Loss Function -- 3.2 CNN Model for Survival Analysis -- 4 Experimental Validation -- 4.1 Experiment 1. CNNs vs Classical Methods for Survival Analysis 4.2 Experiment 2. Evaluation of Deep Learning Methods -- 5 Discussion and Conclusions -- References -- Robustification of Segmentation Models Against Adversarial Perturbations in Medical Imaging -- 1 Introduction -- 2 Methodology -- 3 Experiments -- 4 Conclusion -- References -- Joint Clinical Data and CT Image Based Prognosis: A Case Study on Postoperative Pulmonary Venous Obstruction Prediction -- 1 Introduction -- 2 Methods -- 2.1 Clinical Data Based Method -- 2.2 CT Image Based Method -- 2.3 Joint Data and Image Based Method -- 3 Dataset -- 4 Preprocessing and Learning Techniques 4.1 Image Augmentation -- 4.2 Resampling -- 4.3 Loss Function Modification -- 5 Experiments -- 6 Conclusion -- References -- Low-Dose CT Denoising Using Octave Convolution with High and Low Frequency Bands -- 1 Introduction -- 1.1 Related Work -- 2 Method -- 3 Experimental Results -- 3.1 Dataset and Experimental Settings -- 3.2 Quantitative Results -- 3.3 Qualitative Results -- 4 Conclusions -- References -- Conditional Generative Adversarial Network for Predicting 3D Medical Images Affected by Alzheimer's Diseases -- 1 Introduction -- 2 Method -- 2.1 Details of Proposed Network 2.2 Objective Function -- 3 Experimental Results -- 4 Conclusion -- References -- Inpainting Cropped Diffusion MRI Using Deep Generative Models -- 1 Introduction -- 2 Methods -- 2.1 Model Architecture -- 2.2 Dataset and Evaluation Metrics -- 3 Results and Discussion -- 3.1 Evaluation on Artificially Cropped B0 MRIs of DWI -- 3.2 Impact on Downstream Preprocessing -- 4 Conclusion -- References -- Multi-view Brain HyperConnectome AutoEncoder for Brain State Classification -- 1 Introduction -- 2 Proposed HyperConnectome AutoEncoder (HCAE) for Brain State Classification -- 3 Results and Discussion
• Publisher Details: Cham, Switzerland : Springer
• Publication Date: 2020
• Extent: 1 online resource
• Subjects: 610.285/63; 006.3; Artificial intelligence -- Medical applications -- Congresses; Predictive analytics; Electronic books
• Languages: English
• ISBNs: 9783030593544; 3030593541
• Related ISBNs: 3030593533; 9783030593537
• Notes: Note: Print version record.
• 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.