Deep Learning in Medical Image Registration: A Survey

5 March 2019

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

31 / 31 papers shown

Title
Unsupervised Deep Learning-based Keypoint Localization Estimating Descriptor Matching Performance David Rivas-Villar Álvaro S. Hervella J. Rouco Jorge Novo MedIm 21 0 0 05 May 2025
Homeomorphism Prior for False Positive and Negative Problem in Medical Image Dense Contrastive Representation Learning Yuting He Boyu Wang Rongjun Ge Yang Chen Guanyu Yang Shuo Li MedIm AAML 62 2 0 07 Feb 2025
Epicardium Prompt-guided Real-time Cardiac Ultrasound Frame-to-volume Registration Long Lei Jun Zhou Jialun Pei Baoliang Zhao Yueming Jin Yuen-Chun Jeremy Teoh Jing Qin Pheng-Ann Heng 54 1 0 20 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
RegWSI: Whole Slide Image Registration using Combined Deep Feature- and Intensity-Based Methods: Winner of the ACROBAT 2023 Challenge Marek Wodzinski Niccolo Marini M. Atzori Henning Muller 38 5 0 19 Apr 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 32 5 0 25 Mar 2024
BreastRegNet: A Deep Learning Framework for Registration of Breast Faxitron and Histopathology Images Negar Golestani Aihui Wang Gregory R Bean M. Rusu MedIm 18 1 0 18 Jan 2024
PatchMorph: A Stochastic Deep Learning Approach for Unsupervised 3D Brain Image Registration with Small Patches Henrik Skibbe Michal Byra A. Watakabe Tetsuo Yamamori M. Reisert MedIm 3DV 3DPC 18 0 0 12 Dec 2023
Is attention all you need in medical image analysis? A review G. Papanastasiou Nikolaos Dikaios Jiahao Huang Chengjia Wang Guang Yang ViT MedIm 13 22 0 24 Jul 2023
Non-iterative Coarse-to-fine Transformer Networks for Joint Affine and Deformable Image Registration Mingyuan Meng Lei Bi M. Fulham D. Feng Jinman Kim ViT MedIm 13 23 0 07 Jul 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 21 2 0 23 Jan 2023
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 25 3 0 29 Aug 2022
Unsupervised diffeomorphic cardiac image registration using parameterization of the deformation field A. Sheikhjafari Deepa Krishnaswamy M. Noga Nilanjan Ray K. Punithakumar MedIm 24 4 0 28 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 25 35 0 03 Aug 2022
A Sub-pixel Accurate Quantification of Joint Space Narrowing Progression in Rheumatoid Arthritis Yafei Ou Prasoon Ambalathankandy Ryunosuke Furuya Seiya Kawada Tianyu Zeng Y. An Tamotsu Kamishima Kenichi Tamura Masayuki Ikebe 15 5 0 19 May 2022
A Two-Stage Federated Transfer Learning Framework in Medical Images Classification on Limited Data: A COVID-19 Case Study Alex Zhang Naomi Fengqi Li OOD FedML 19 4 0 24 Mar 2022
A Survey on Training Challenges in Generative Adversarial Networks for Biomedical Image Analysis Muhammad Muneeb Saad Ruairi O'Reilly M. H. Rehmani MedIm 36 35 0 19 Jan 2022
Multimodal registration of FISH and nanoSIMS images using convolutional neural network models Xiaojia He C. Meile S. Bhandarkar 22 0 0 14 Jan 2022
Learn2Reg: comprehensive multi-task medical image registration challenge, dataset and evaluation in the era of deep learning Alessa Hering Lasse Hansen Tony C. W. Mok Albert C. S. Chung H. Siebert ... K. Murphy Nikolas Lessmann Bram van Ginneken Adrian V. Dalca M. Heinrich 29 181 0 08 Dec 2021
Early Melanoma Diagnosis with Sequential Dermoscopic Images Zhen Yu Jennifer Nguyen Toàn D. Nguyên J. Kelly C. Mclean Paul Bonnington Lei Zhang Victoria Mar Z. Ge 24 40 0 12 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 16 65 0 04 Aug 2021
Imbalanced Big Data Oversampling: Taxonomy, Algorithms, Software, Guidelines and Future Directions W. Sleeman R. Kapoor AI4TS 17 70 0 24 Jul 2021
Deep learning based registration using spatial gradients and noisy segmentation labels Théo Estienne Maria Vakalopoulou Enzo Battistella Alexandre Carré T. Henry Marvin Lerousseau C. Robert Nikos Paragios Therapanacea 21 15 0 21 Oct 2020
PathoNet: Deep learning assisted evaluation of Ki-67 and tumor infiltrating lymphocytes (TILs) as prognostic factors in breast cancer; A large dataset and baseline Farzin Negahbani Rasool Sabzi Bita Pakniyat Jahromi F. Movahedi Mahsa Kohandel Shirazi Shayan Majidi Dena Firouzabadi Amirreza Dehganian 22 1 0 09 Oct 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 38 616 0 02 Aug 2020
3D deformable registration of longitudinal abdominopelvic CT images using unsupervised deep learning Maureen van Eijnatten L. Rundo K. Batenburg F. Lucka E. Beddowes C. Caldas F. Gallagher Evis Sala Carola-Bibiane Schönlieb Ramona Woitek 26 14 0 15 May 2020
Deep learning with noisy labels: exploring techniques and remedies in medical image analysis Davood Karimi Haoran Dou Simon K. Warfield Ali Gholipour NoLa 11 534 0 05 Dec 2019
Real-Time 2D-3D Deformable Registration with Deep Learning and Application to Lung Radiotherapy Targeting Markus Foote Blake E. Zimmerman A. Sawant S. Joshi 82 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 102 116 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 278 10,599 0 19 Feb 2017