3D Deep Learning on Medical Images: A Review

1 April 2020

Balázs Gulyás

Papers citing "3D Deep Learning on Medical Images: A Review"

29 / 29 papers shown

Title
Text2CT: Towards 3D CT Volume Generation from Free-text Descriptions Using Diffusion Model Pengfei Guo Can Zhao Dong Yang Yufan He V. Nath ... Zongwei Zhou Benjamin D. Simon Stephanie Harmon B. Turkbey Daguang Xu DiffM MedIm 40 0 0 07 May 2025
Towards a deep learning approach for classifying treatment response in glioblastomas Ana Matoso Catarina Passarinho Marta P. Loureiro José Maria Moreira Patrícia Figueiredo Rita G. Nunes AI4CE 28 0 0 25 Apr 2025
nnLandmark: A Self-Configuring Method for 3D Medical Landmark Detection Alexandra Ertl Shuhan Xiao Stefan Denner Robin Peretzke David Zimmerer Peter Neher Fabian Isensee Klaus H. Maier-Hein 16 0 0 09 Apr 2025
Towards Patient-Specific Surgical Planning for Bicuspid Aortic Valve Repair: Fully Automated Segmentation of the Aortic Valve in 4D CT Zaiyang Guo Ningjun J Dong Harold Litt Natalie Yushkevich Melanie Freas ... Shir Goldfinger Matthew A. Jolley Joseph Bavaria Nimesh Desai Alison M. Pouch 54 0 0 17 Feb 2025
Deep Convolutional Neural Networks on Multiclass Classification of Three-Dimensional Brain Images for Parkinson's Disease Stage Prediction Guan-Hua Huang Wan-Chen Lai Tai-Been Chen Chien-Chin Hsu Huei-Yung Chen Yi-Chen Wu Li-Ren Yeh MedIm 39 2 0 31 Oct 2024
CT-AGRG: Automated Abnormality-Guided Report Generation from 3D Chest CT Volumes Theo Di Piazza 32 0 0 21 Aug 2024
Generative Enhancement for 3D Medical Images Lingting Zhu Noel Codella Dongdong Chen Zhenchao Jin Lu Yuan Lequan Yu DiffM MedIm 42 10 0 19 Mar 2024
Masked LoGoNet: Fast and Accurate 3D Image Analysis for Medical Domain Amin Karimi Monsefi Payam Karisani Mengxi Zhou Stacey S. Choi Nathan Doble Heng Ji Srinivasan Parthasarathy R. Ramnath 43 5 0 09 Feb 2024
CAManim: Animating end-to-end network activation maps Emily Kaczmarek Olivier X. Miguel Alexa C. Bowie R. Ducharme Alysha L. J. Dingwall-Harvey S. Hawken Christine M. Armour Mark C. Walker Kevin Dick HAI 26 1 0 19 Dec 2023
Using deep learning for an automatic detection and classification of the vascular bifurcations along the Circle of Willis Rafic Nader Romain Bourcier F. Autrusseau 27 8 0 29 Aug 2023
A One Stop 3D Target Reconstruction and multilevel Segmentation Method J. Xu Wei-Ye Zhao Zhiyan Tang X. Gan 3DV 24 2 0 14 Aug 2023
Transformer-based end-to-end classification of variable-length volumetric data Marzieh Oghbaie Teresa Araújo T. Emre U. Schmidt-Erfurth Hrvoje Bogunović ViT MedIm 19 4 0 13 Jul 2023
Provable Multi-instance Deep AUC Maximization with Stochastic Pooling Dixian Zhu Bokun Wang Zhi Chen Yaxing Wang Milan Sonka Xiaodong Wu Tianbao Yang 22 3 0 14 May 2023
Review of methods for automatic cerebral microbleeds detection M. Ferlin Zuzanna Klawikowska M. Grochowski Malgorzata Grzywiñska E. Szurowska 15 0 0 31 Jan 2023
TMS-Net: A Segmentation Network Coupled With A Run-time Quality Control Method For Robust Cardiac Image Segmentation F. Uslu Anil A. Bharath 39 14 0 21 Dec 2022
Heterogeneous Graph Learning for Multi-modal Medical Data Analysis Sein Kim Namkyeong Lee Junseok Lee Dongmin Hyun Chanyoung Park 30 24 0 28 Nov 2022
Slice-level Detection of Intracranial Hemorrhage on CT Using Deep Descriptors of Adjacent Slices Dat Ngo Thao T. B. Nguyen Hieu T. Nguyen D. Nguyen H. Nguyen Hieu H. Pham OOD 32 2 0 05 Aug 2022
Applications of Generative Adversarial Networks in Neuroimaging and Clinical Neuroscience Rongguang Wang V. Bashyam Zhijian Yang Fanyang Yu Vasiliki Tassopoulou ... Dushyant Sahoo K. Nikita Ahmed Abdulkadir J. Wen Christos Davatzikos GAN MedIm AI4CE 28 46 0 14 Jun 2022
Stain-free Detection of Embryo Polarization using Deep Learning Cheng Shen Adiyant Lamba Meng Zhu Ray Zhang Changhuei Yang M. Goetz 21 5 0 08 Nov 2021
A survey on deep learning approaches for breast cancer diagnosis Timothy C. H. Kwong S. Mazaheri MedIm 24 4 0 18 Sep 2021
Medical Image Segmentation with 3D Convolutional Neural Networks: A Survey S. Niyas S. Pawan Anand Kumar Jeny Rajan MedIm 41 83 0 19 Aug 2021
Federated Learning for Multi-Center Imaging Diagnostics: A Study in Cardiovascular Disease Akis Linardos Kaisar Kushibar S. Walsh P. Gkontra Karim Lekadir FedML 25 62 0 07 Jul 2021
PointBA: Towards Backdoor Attacks in 3D Point Cloud Xinke Li Zhirui Chen Yue Zhao Zekun Tong Yabang Zhao A. Lim Qiufeng Wang 3DPC AAML 60 51 0 30 Mar 2021
$Detecting micro fractures: A comprehensive comparison of conventional and machine-learning based segmentation methods$ Detecting micro fractures: A comprehensive comparison of conventional and machine-learning based segmentation methods Dongwon Lee N. Karadimitriou M. Ruf H. Steeb 13 7 0 23 Mar 2021
An overview of artificial intelligence techniques for diagnosis of Schizophrenia based on magnetic resonance imaging modalities: Methods, challenges, and future works Delaram Sadeghi A. Shoeibi Navid Ghassemi Parisa Moridian Ali Khadem ... Juan M Gorriz F. Khozeimeh Yu-Dong Zhang S. Nahavandi U. Acharya 22 105 0 24 Feb 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 48 529 0 18 Feb 2021
Improved Brain Age Estimation with Slice-based Set Networks Umang Gupta Pradeep Lam Greg Ver Steeg Paul M. Thompson MedIm 24 30 0 08 Feb 2021
Hough-CNN: Deep Learning for Segmentation of Deep Brain Regions in MRI and Ultrasound Fausto Milletari Seyed-Ahmad Ahmadi Christine Kroll A. Plate Verena E. Rozanski ... J. Levin O. Dietrich B. Ertl-Wagner K. Boetzel Nassir Navab 200 363 0 26 Jan 2016
MatConvNet - Convolutional Neural Networks for MATLAB Andrea Vedaldi Karel Lenc 183 2,946 0 15 Dec 2014