A Review on Deep-Learning Algorithms for Fetal Ultrasound-Image Analysis

28 January 2022

M. C. Fiorentino

Francesca Pia Villani

Papers citing "A Review on Deep-Learning Algorithms for Fetal Ultrasound-Image Analysis"

43 / 43 papers shown

Title
EllipseNet: Anchor-Free Ellipse Detection for Automatic Cardiac Biometrics in Fetal Echocardiography Jiancong Chen Yingying Zhang Jingyi Wang Xiaoxue Zhou Yihua He Tong Zhang 68 18 0 26 Sep 2021
A Dual Adversarial Calibration Framework for Automatic Fetal Brain Biometry Yuan Gao Lok Hin Lee Richard Droste R. Craik Sridevi Beriwal A. Papageorghiou A. Noble 18 4 0 28 Aug 2021
Statistical Dependency Guided Contrastive Learning for Multiple Labeling in Prenatal Ultrasound Shuangchi He Zehui Lin Xin Yang Chaoyu Chen Jian Wang ... Nishant Ravikumar Alejandro Frangi Yuanji Zhang Yi Xiong Dong Ni 17 6 0 11 Aug 2021
Self Context and Shape Prior for Sensorless Freehand 3D Ultrasound Reconstruction Mingyuan Luo Xin Yang Xiaoqiong Huang Yuhao Huang Yuxin Zou Xindi Hu Nishant Ravikumar Alejandro F Frangi Dong Ni 25 19 0 31 Jul 2021
FetalNet: Multi-task Deep Learning Framework for Fetal Ultrasound Biometric Measurements Szymon Płotka T. Włodarczyk Adam Klasa M. Lipa Arkadiusz Sitek Tomasz Trzciñski 92 24 0 14 Jul 2021
AutoFB: Automating Fetal Biometry Estimation from Standard Ultrasound Planes Sophia Bano B. Dromey Francisco Vasconcelos Raffaele Napolitano A. David Donald Peebles Danail Stoyanov 145 26 0 12 Jul 2021
Searching Collaborative Agents for Multi-plane Localization in 3D Ultrasound Xin Yang Yuhao Huang Ruobing Huang Haoran Dou Rui Li ... Chaoyu Chen Yuanji Zhang Haixia Wang Yi Xiong Dong Ni 50 16 0 22 May 2021
Agent with Warm Start and Adaptive Dynamic Termination for Plane Localization in 3D Ultrasound Xin Yang Haoran Dou Ruobing Huang Wufeng Xue Yuhao Huang ... H. Luo Huizhi Guo Tianfu Wang Yi Xiong Dong Ni 27 21 0 26 Mar 2021
Principled Ultrasound Data Augmentation for Classification of Standard Planes L. Hin Yuan Lee Gao J. Alison 62 15 0 14 Mar 2021
A survey on shape-constraint deep learning for medical image segmentation Simon Bohlender Ilkay Oksuz Anirban Mukhopadhyay 3DV 127 34 0 19 Jan 2021
Generalize Ultrasound Image Segmentation via Instant and Plug & Play Style Transfer Zhendong Liu Xiaoqiong Huang Xin Yang Rui Gao Rui Li ... Yankai Huang Guangquan Zhou Yi Xiong Alejandro F Frangi Dong Ni OOD 40 14 0 11 Jan 2021
Annotation-Efficient Learning for Medical Image Segmentation based on Noisy Pseudo Labels and Adversarial Learning Lu Wang D. Guo Guotai Wang Shaoting Zhang MedIm GAN 38 30 0 29 Dec 2020
High-level Prior-based Loss Functions for Medical Image Segmentation: A Survey Rosana El Jurdia Caroline Petitjean P. Honeine Veronika Cheplygina F. Abdallah SSeg MedIm 75 82 0 16 Nov 2020
Mutual Information-based Disentangled Neural Networks for Classifying Unseen Categories in Different Domains: Application to Fetal Ultrasound Imaging Qingjie Meng Jacqueline Matthew V. Zimmer Alberto Gómez D. Lloyd Daniel Rueckert Bernhard Kainz OOD 41 36 0 30 Oct 2020
Unsupervised Cross-domain Image Classification by Distance Metric Guided Feature Alignment Qingjie Meng Daniel Rueckert Bernhard Kainz OOD 40 14 0 19 Aug 2020
Spontaneous preterm birth prediction using convolutional neural networks T. Włodarczyk Szymon Płotka Przemyslaw Rokita Nicole Sochacki-Wójcicka J. Wójcicki M. Lipa Tomasz Trzciñski 23 19 0 16 Aug 2020
Automated Detection of Congenital Heart Disease in Fetal Ultrasound Screening Jeremy Tan Anselm Au Qingjie Meng Sandy FinesilverSmith J. Simpson Daniel Rueckert Reza Razavi Thomas Day D. Lloyd Bernhard Kainz 48 12 0 16 Aug 2020
Deep Image Translation for Enhancing Simulated Ultrasound Images Lin Zhang Tiziano Portenier Christoph J. Paulus O. Goksel MedIm 120 8 0 18 Jun 2020
Ultrasound Video Summarization using Deep Reinforcement Learning Tianrui Liu Qingjie Meng Athanasios Vlontzos Jeremy Tan Daniel Rueckert Bernhard Kainz OffRL 73 22 0 19 May 2020
Hybrid Attention for Automatic Segmentation of Whole Fetal Head in Prenatal Ultrasound Volumes Xin Yang Xu Wang Yi Wang Haoran Dou Shengli Li H. Wen Yi Lin Pheng-Ann Heng Dong Ni 28 19 0 28 Apr 2020
Region Proposal Network with Graph Prior and IoU-Balance Loss for Landmark Detection in 3D Ultrasound Chaoyu Chen Xin Yang Ruobing Huang Wenlong Shi Shengfeng Liu ... Yuanji Zhang H. Luo Yankai Huang Yi Xiong Dong Ni 37 11 0 01 Apr 2020
Automated fetal brain extraction from clinical Ultrasound volumes using 3D Convolutional Neural Networks Felipe Moser Ruobing Huang A. Papageorghiou B. Papież A. Namburete 27 17 0 18 Nov 2019
Localization of Fetal Head in Ultrasound Images by Multiscale View and Deep Neural Networks Zahra Sobhaninia Ali Emami N. Karimi S. Samavi 44 30 0 03 Nov 2019
FetusMap: Fetal Pose Estimation in 3D Ultrasound Xin Yang Wenlong Shi Haoran Dou Jikuan Qian Yi Wang Wufeng Xue Shengli Li Dong Ni Pheng-Ann Heng 3DH 31 10 0 11 Oct 2019
Agent with Warm Start and Active Termination for Plane Localization in 3D Ultrasound Haoran Dou Xin Yang Jikuan Qian Wufeng Xue Hao Qin ... Lequan Yu Shujun Wang Yi Xiong Pheng-Ann Heng Dong Ni 48 30 0 10 Oct 2019
Fetal Ultrasound Image Segmentation for Measuring Biometric Parameters Using Multi-Task Deep Learning Zahra Sobhaninia Shima Rafiei Ali Emami N. Karimi Kayvan Najarian S. Samavi S. M. Reza Soroushmehr 43 101 0 31 Aug 2019
Joint Segmentation and Landmark Localization of Fetal Femur in Ultrasound Volumes Xu Wang Xin Yang Haoran Dou Shengli Li Pheng-Ann Heng Dong Ni 37 18 0 31 Aug 2019
Semi-supervised Learning of Fetal Anatomy from Ultrasound Jeremy Tan Anselm Au Qingjie Meng Bernhard Kainz 48 10 0 30 Aug 2019
Estimation of preterm birth markers with U-Net segmentation network T. Włodarczyk Szymon Płotka Tomasz Trzciñski Przemyslaw Rokita Nicole Sochacki-Wójcicka M. Lipa J. Wójcicki 46 17 0 24 Aug 2019
Representation Disentanglement for Multi-task Learning with application to Fetal Ultrasound Qingjie Meng Nick Pawlowski Daniel Rueckert Bernhard Kainz OOD DRL 42 14 0 21 Aug 2019
Confident Head Circumference Measurement from Ultrasound with Real-time Feedback for Sonographers Samuel Budd Matthew Sinclair Bishesh Khanal Jacqueline Matthew D. Lloyd A. Gómez N. Toussaint E. C. Robinson Bernhard Kainz 45 33 0 07 Aug 2019
Deep learning in ultrasound imaging Ruud J. G. van Sloun Regev Cohen Yonina C. Eldar 84 229 0 05 Jul 2019
Computational Anatomy for Multi-Organ Analysis in Medical Imaging: A Review Juan J. Cerrolaza M. L. Picazo L. Humbert Yoshinobu Sato Daniel Rueckert M. A. G. Ballester M. Linguraru AI4CE 39 70 0 20 Dec 2018
Attention Gated Networks: Learning to Leverage Salient Regions in Medical Images Jo Schlemper Ozan Oktay M. Schaap M. Heinrich Bernhard Kainz Ben Glocker Daniel Rueckert MedIm 74 1,469 0 22 Aug 2018
Standard Plane Detection in 3D Fetal Ultrasound Using an Iterative Transformation Network Yuanwei Li Bishesh Khanal Benjamin Hou A. Alansary Juan J. Cerrolaza ... Jacqueline Matthew C. Gupta C. Knight Bernhard Kainz Daniel Rueckert 44 59 0 19 Jun 2018
Less is More: Simultaneous View Classification and Landmark Detection for Abdominal Ultrasound Images Zhoubing Xu Yuankai Huo J. Park Bennett Landman A. Milkowski Sasa Grbic S. Kevin Zhou 54 50 0 25 May 2018
Human-level Performance On Automatic Head Biometrics In Fetal Ultrasound Using Fully Convolutional Neural Networks Matthew Sinclair Christian F. Baumgartner Jacqueline Matthew Wenjia Bai Juan Cerrolaza Martinez ... C. Knight Bernhard Kainz Joseph V. Hajnal A. King Daniel Rueckert 54 57 0 24 Apr 2018
Freehand Ultrasound Image Simulation with Spatially-Conditioned Generative Adversarial Networks Yipeng Hu Eli Gibson L. Lee Weidi Xie D. Barratt Tom Vercauteren J. A. Noble GAN MedIm 57 75 0 17 Jul 2017
Temporal HeartNet: Towards Human-Level Automatic Analysis of Fetal Cardiac Screening Video Weilin Huang Christopher P. Bridge J. A. Noble Andrew Zisserman MedIm 44 47 0 03 Jul 2017
SonoNet: Real-Time Detection and Localisation of Fetal Standard Scan Planes in Freehand Ultrasound Christian F. Baumgartner Konstantinos Kamnitsas Jacqueline Matthew Tara P. Fletcher Sandra Smith Lisa M. Koch Bernhard Kainz Daniel Rueckert 68 317 0 16 Dec 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 325 20,086 0 07 Oct 2016
Human pose estimation via Convolutional Part Heatmap Regression Adrian Bulat Georgios Tzimiropoulos 3DH 104 519 0 06 Sep 2016
What do different evaluation metrics tell us about saliency models? Zoya Bylinskii Tilke Judd A. Oliva Antonio Torralba F. Durand XAI 46 820 0 12 Apr 2016