Deep Learning in Medical Image Registration: A Review

27 December 2019

Papers citing "Deep Learning in Medical Image Registration: A Review"

33 / 33 papers shown

Title
FF-PNet: A Pyramid Network Based on Feature and Field for Brain Image Registration Ying Zhang Shuai Guo Chenxi Sun Yuchen Zhu Jinhai Xiang MedIm 47 0 0 08 May 2025
Synthetic CT image generation from CBCT: A Systematic Review Alzahra Altalib Scott McGregor Chunhui Li Alessandro Perelli DiffM MedIm 38 0 0 22 Jan 2025
Assessment of Left Atrium Motion Deformation Through Full Cardiac Cycle Abdul Qayyum Moona Mazher Angela Lee J. Solís-Lemus Imran Razzak Steven Niederer 30 3 0 27 May 2024
CPT-Interp: Continuous sPatial and Temporal Motion Modeling for 4D Medical Image Interpolation Xia Li Runzhao Yang Xiangtai Li A. Lomax Ye Zhang Joachim Buhmann MedIm 32 0 0 24 May 2024
ModeTv2: GPU-accelerated Motion Decomposition Transformer for Pairwise Optimization in Medical Image Registration Hai-qun Wang Zhuoyuan Wang Dong Ni Yi Wang ViT MedIm 36 5 0 25 Mar 2024
DeepATLAS: One-Shot Localization for Biomedical Data Peter D. Chang 27 0 0 14 Feb 2024
BreastRegNet: A Deep Learning Framework for Registration of Breast Faxitron and Histopathology Images Negar Golestani Aihui Wang Gregory R Bean M. Rusu MedIm 23 1 0 18 Jan 2024
Implicit neural representations for joint decomposition and registration of gene expression images in the marmoset brain Michal Byra Charissa Poon T. Shimogori Henrik Skibbe 22 4 0 08 Aug 2023
A survey on deep learning in medical image registration: new technologies, uncertainty, evaluation metrics, and beyond Junyu Chen Yihao Liu Shuwen Wei Zhangxing Bian Shalini Subramanian A. Carass Jerry L. Prince Yong Du OOD 45 36 0 28 Jul 2023
Deep Learning of Crystalline Defects from TEM images: A Solution for the Problem of "Never Enough Training Data" Kishan Govind D. Oliveros A. Dlouhý M. Legros Stefan Sandfeld 25 8 0 12 Jul 2023
Anatomy-aware and acquisition-agnostic joint registration with SynthMorph Malte Hoffmann Andrew Hoopes Douglas N. Greve Bruce Fischl Adrian V. Dalca MedIm 46 15 0 26 Jan 2023
Employing similarity to highlight differences: On the impact of anatomical assumptions in chest X-ray registration methods Astrid Berg E. Vandersmissen M. Wimmer David Major Theresa Neubauer Dimitrios Lenis J. Cant A. Snoeckx Katja Bühler 26 2 0 23 Jan 2023
Impact of PCA-based preprocessing and different CNN structures on deformable registration of sonograms Christian Schmidt H. M. Overhoff 25 1 0 20 Jan 2023
Morphology-based non-rigid registration of coronary computed tomography and intravascular images through virtual catheter path optimization Karim Kadry Abhishek Karmakar A. Schuh K. Petersen M. Schaap David Marlevi Charles Taylor E. Edelman F. R. Nezami 30 5 0 30 Dec 2022
Landmark Tracking in Liver US images Using Cascade Convolutional Neural Networks with Long Short-Term Memory Yupei Zhang X. Dai Zhen Tian Y. Lei Jacob F. Wynne P. Patel Yue Chen Tian Liu Xiaofeng Yang MedIm 32 11 0 14 Sep 2022
Deformable Image Registration using Unsupervised Deep Learning for CBCT-guided Abdominal Radiotherapy Huiqiao Xie Y. Lei Yabo Fu Tonghe Wang J. Roper J. Bradley P. Patel Tian Liu Xiaofeng Yang MedIm 27 3 0 29 Aug 2022
Medical image registration using unsupervised deep neural network: A scoping literature review S. Abbasi M. Tavakoli H. R. Boveiri M. A. M. Shirazi R. Khayami Hedieh Khorasani R. Javidan Alireza Mehdizadeh 28 35 0 03 Aug 2022
Generative Aging of Brain Images with Diffeomorphic Registration Jingru Fu A. Tzortzakakis J. Barroso E. Westman D. Ferreira R. Moreno MedIm 34 8 0 31 May 2022
Novel coronavirus pneumonia lesion segmentation in CT images Weiti Zhou Zixu Zhang Hongbin Tu Xiong Li 18 4 0 25 Oct 2021
The Impact of Machine Learning on 2D/3D Registration for Image-guided Interventions: A Systematic Review and Perspective Mathias Unberath Cong Gao Yicheng Hu Max Judish Russell H. Taylor Mehran Armand Robert Grupp 26 66 0 04 Aug 2021
Deformation-Compensated Learning for Image Reconstruction without Ground Truth Weijie Gan Yu Sun C. Eldeniz Jiaming Liu H. An Ulugbek S. Kamilov 18 12 0 12 Jul 2021
Recent advances and clinical applications of deep learning in medical image analysis Xuxin Chen Ximing Wang Kecheng Zhang K. Fung T. Thai K. Moore Robert S. Mannel Hong Liu B. Zheng Y. Qiu OOD 18 572 0 27 May 2021
Joint Registration and Segmentation via Multi-Task Learning for Adaptive Radiotherapy of Prostate Cancer M. Elmahdy Laurens Beljaards Sahar Yousefi Hessam Sokooti F. Verbeek U. A. van der Heide Marius Staring 24 20 0 05 May 2021
INSPIRE: Intensity and spatial information-based deformable image registration Johan Öfverstedt Joakim Lindblad Natavsa Sladoje 18 3 0 14 Dec 2020
Registration of serial sections: An evaluation method based on distortions of the ground truths Oleg Lobachev Takuya Funatomi Alexander Pfaffenroth R. Förster Lars Knudsen ... T. Salaets J. Toelen Simone Gaffling C. Mühlfeld R. Grothausmann 18 2 0 22 Nov 2020
DeepReg: a deep learning toolkit for medical image registration Yunguan Fu N. M. Brown Shaheer U. Saeed Adrià Casamitjana Zachary Michael Cieman Baum ... E. Bonmati Daniel C. Alexander Matthew J. Clarkson Tom Kamiel Magda Vercauteren Yipeng Hu VLM MedIm 14 32 0 04 Nov 2020
Deep Image Reconstruction using Unregistered Measurements without Groundtruth Weijie Gan Yu Sun C. Eldeniz Jiaming Liu H. An Ulugbek S. Kamilov 3DV 17 12 0 29 Sep 2020
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 34 79 0 17 Sep 2020
A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises S. Kevin Zhou H. Greenspan Christos Davatzikos James S. Duncan Bram van Ginneken A. Madabhushi Jerry L. Prince Daniel Rueckert Ronald M. Summers 55 624 0 02 Aug 2020
Real-Time 2D-3D Deformable Registration with Deep Learning and Application to Lung Radiotherapy Targeting Markus Foote Blake E. Zimmerman A. Sawant S. Joshi 84 15 0 22 Jul 2018
Learning Deep Similarity Metric for 3D MR-TRUS Registration Grant Haskins J. Kruecker Uwe Krüger Sheng Xu Peter A. Pinto B. Wood Pingkun Yan 107 116 0 12 Jun 2018
Joint Learning of Motion Estimation and Segmentation for Cardiac MR Image Sequences C. Qin Wenjia Bai Jo Schlemper S. Petersen Stefan K. Piechnik S. Neubauer Daniel Rueckert MedIm 51 156 0 11 Jun 2018
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 295 10,618 0 19 Feb 2017