Thoracic Image Analysis Second International Workshop, TIA 2020, Held in Conjunction with MICCAI 2020, Lima, Peru, October 8, 2020, Proceedings

This book constitutes the proceedings of the Second International Workshop on Thoracic Image Analysis, TIA 2020, held in Lima, Peru, in October 2020. Due to COVID-19 pandemic the conference was held virtually. COVID-19 infection has brought a lot of attention to lung imaging and the role of CT imagi...

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Bibliographic Details
Other Authors: Petersen, Jens (Editor), San José Estépar, Raúl (Editor), Schmidt-Richberg, Alexander (Editor), Gerard, Sarah (Editor)
Format: eBook
Language:English
Published: Cham Springer International Publishing 2020, 2020
Edition:1st ed. 2020
Series:Image Processing, Computer Vision, Pattern Recognition, and Graphics
Subjects:
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
Table of Contents:
  • Multi-cavity Heart Segmentation in Non-contrast Non-ECG Gated CT Scans with F-CNN
  • 3D Deep Convolutional Neural Network-based Ventilated Lung Segmentation using Multi-nuclear Hyperpolarized Gas MRI
  • Lung Cancer Tumor Region Segmentation Using Recurrent 3D-DenseUNet
  • 3D Probabilistic Segmentation and Volumetry from 2D Projection Images
  • CovidDiagnosis: Deep Diagnosis of Covid-19 Patients using Chest X-rays
  • Can We Trust Deep Learning Based Diagnosis? The Impact of Domain Shift in Chest Radiograph Classification
  • A Weakly Supervised Deep Learning Framework for COVID-19 CT Detection and Analysis
  • Deep Reinforcement Learning for Localization of the Aortic Annulus in Patients with Aortic Dissection
  • Functional-Consistent CycleGAN for CT to Iodine Perfusion Map Translation
  • MRI to CTA Translation for Pulmonary Artery Evaluation using CycleGANs Trained with Unpaired Data
  • Semi-supervised Virtual Regression of Aortic Dissections Using 3D Generative Inpainting
  • Registration-Invariant Biomechanical Features for Disease Staging of COPD in SPIROMICS
  • Deep Group-wise Variational Diffeomorphic Image Registration