Limit search to available items
Book Cover
E-book
Author SUSI (Workshop) (1st : 2019 : Shenzhen Shi, China)

Title Smart ultrasound imaging and perinatal, preterm and paediatric image analysis : first International Workshop, SUSI 2019, and 4th International Workshop, PIPPI 2019, held in conjunction with MICCAI 2019, Shenzhen, China, October 13 and 17, 2019, Proceedings / Qian Wang, Alberto Gomez, Jana Hutter et al. (eds.)
Published Cham, Switzerland : Springer, 2019
Online access available from:
Springer eBooks    View Resource Record  

Copies

Description 1 online resource (xvii, 190 pages) : illustrations (some color)
Series LNCS sublibrary. SL 6, Image processing, computer vision, pattern recognition, and graphics
Lecture notes in computer science ; 11798
LNCS sublibrary. SL 6, Image processing, computer vision, pattern recognition, and graphics
Lecture notes in computer science ; 11798
Contents Intro; Additional Workshop Editors; SUSI and PIPPI Editors; Preface SUSI 2019; Organization; Preface PIPPI 2019; Organization; Contents; First Workshop on Smart UltraSound Imaging; Straight to the Point: Reinforcement Learning for User Guidance in Ultrasound; 1 Introduction; 2 Method; 2.1 Simulated Acquisition Environment; 2.2 Deep Q-Network; 2.3 Supervised Policy Learning; 3 Results; 4 Conclusion; References; Registration of Untracked 2D Laparoscopic Ultrasound Liver Images to CT Using Content-Based Retrieval and Kinematic Priors; 1 Introduction; 2 Methods
2.1 Retrieval Based Candidate Selection2.2 Viterbi Algorithm Kinematic Constrained Optimisation; 3 Experiments; 4 Conclusions; References; Direct Detection and Measurement of Nuchal Translucency with Neural Networks from Ultrasound Images; 1 Introduction; 2 Method; 2.1 NT Region Detection; 2.2 NT Segmentation; 2.3 NT Thickness Measurement; 3 Experiments; 3.1 Dataset; 3.2 Experimental Setups; 3.3 Results; 4 Conclusion; References; Automated Left Ventricle Dimension Measurement in 2D Cardiac Ultrasound via an Anatomically Meaningful CNN Approach; 1 Introduction; 2 Methods; 2.1 Network
2.2 Loss Function3 Experiments; 3.1 Datasets and Pre-processing; 3.2 Implementation Details; 3.3 Evaluation and Comparison; 4 Results; 5 Conclusion; References; SPRNet: Automatic Fetal Standard Plane Recognition Network for Ultrasound Images; Abstract; 1 Introduction; 2 Methodology; 2.1 Data Processing; 2.2 Basic Modules; 2.3 Data-Based Partial Transfer Learning; 3 Experiments and Results; 3.1 Experiment Design; 3.2 Results; 4 Conclusion; References; Representation Disentanglement for Multi-task Learning with Application to Fetal Ultrasound; 1 Introduction; 2 Method; 3 Evaluation and Results
3.1 Binary Classification3.2 Healing Progress Estimation; 4 Discussion; 5 Conclusions; References; Deep Learning-Based Pneumothorax Detection in Ultrasound Videos; Abstract; 1 Introduction; 2 Approach; 2.1 Animal Model, Data Collection and Annotation; 2.2 Algorithm Architectures; 2.3 Training and Hyperparameters; 3 Results; 4 Conclusions and Future Work; Conflict of Interest; References; Deep Learning Based Minimum Variance Beamforming for Ultrasound Imaging; 1 Introduction; 2 Combining DNN and MV Beamforming; 2.1 MV Beamforming with Spatial Averaging and Diagonal Loading
4 ConclusionReferences; Adversarial Learning for Deformable Image Registration: Application to 3D Ultrasound Image Fusion; Abstract; 1 Introduction; 2 Methodology; 2.1 Registration Network; 2.2 Discrimination Network; 2.3 Autoencoder of Anatomical Shape; 2.4 Adversarial Learning; 3 Experiments and Results; 3.1 Materials and Training/Evaluation Details; 3.2 Evaluation Results; 4 Conclusion; References; Monitoring Achilles Tendon Healing Progress in Ultrasound Imaging with Convolutional Neural Networks; 1 Introduction; 2 Methods; 2.1 Healing Progress Scoring; 2.2 Dataset; 3 Experiments
Summary This book constitutes the refereed joint proceedings of the First International Workshop on Smart Ultrasound Imaging, SUSI 2019, and the 4th International Workshop on Preterm, Perinatal and Paediatric Image Analysis, PIPPI 2019, held in conjunction with the 22nd International Conference on Medical Imaging and Computer-Assisted Intervention, MICCAI 2019, in Shenzhen, China, in October 2019. The 10 full papers presented at SUSI 2019 and the 10 full papers presented at PIPPI 2019 were carefully reviewed and selected. The SUSI papers cover a wide range of medical applications of B-Mode ultrasound, including cardiac (echocardiography), abdominal (liver), fetal, musculoskeletal, and lung. The PIPPI papers cover the detailed scientific study of volumetric growth, myelination and cortical microstructure, placental structure and function
Notes Includes author index
International conference proceedings
Online resource; title from PDF title page (SpringerLink, viewed October 16, 2019)
Subject Diagnostic ultrasonic imaging -- Congresses.
Diagnostic ultrasonic imaging.
Genre/Form Conference papers and proceedings.
Form Electronic book
Author Gomez, Alberto, editor
Hutter, Jana, editor.
Wang, Qian (Biomedical engineer), editor.
International Conference on Medical Image Computing and Computer-Assisted Intervention (22nd : 2019 : Shenzhen Shi, China), jointly held conference.
PIPPI (Workshop) (4th : 2019 : Shenzhen Shi, China), jointly held conference.
ISBN 3030328759
9783030328757
Other Titles PIPPI 2019
SUSI 2019