Deep Learning in Medical Image Registration: A Survey

5 March 2019

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

50 / 93 papers shown

Title
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 202 2 0 20 Jan 2025
ModeTv2: GPU-accelerated Motion Decomposition Transformer for Pairwise Optimization in Medical Image Registration Hai-qun Wang Zhuoyuan Wang Dong Ni Yi Wang ViT MedIm 94 6 0 25 Mar 2024
AutoFuse: Automatic Fusion Networks for Deformable Medical Image Registration Mingyuan Meng M. Fulham Da-wei Feng Lei Bi Jinman Kim MedIm 75 5 0 11 Sep 2023
Robust Multimodal Image Registration Using Deep Recurrent Reinforcement Learning Shanhui Sun Jing Hu Mingqing Yao Jinrong Hu Xiaodong Yang Qi Song Xi Wu 43 24 0 29 Jan 2020
3D Convolutional Neural Networks Image Registration Based on Efficient Supervised Learning from Artificial Deformations Hessam Sokooti B. D. de Vos F. Berendsen Mohsen Ghafoorian Sahar Yousefi B. Lelieveldt Ivana Isgum Marius Staring 3DPC MedIm 38 32 0 27 Aug 2019
Zero Shot Learning for Multi-Modal Real Time Image Registration Avinash Kori Ganapathi Krishnamurthi MedIm 56 16 0 17 Aug 2019
Conv2Warp: An unsupervised deformable image registration with continuous convolution and warping Sharib Ali J. Rittscher MedIm 38 13 0 16 Aug 2019
One Shot Learning for Deformable Medical Image Registration and Periodic Motion Tracking T. Fechter D. Baltas 47 79 0 10 Jul 2019
On Reducing Negative Jacobian Determinant of the Deformation Predicted by Deep Registration Networks Dongyang Kuang MedIm 38 7 0 28 Jun 2019
Adversarial optimization for joint registration and segmentation in prostate CT radiotherapy Mohamed S. Elmahdy J. Wolterink Hessam Sokooti Ivana Išgum Marius Staring MedIm 52 27 0 28 Jun 2019
Quantitative Error Prediction of Medical Image Registration using Regression Forests Hessam Sokooti Gorkem Saygili Ben Glocker B. Lelieveldt Marius Staring 25 34 0 18 May 2019
Radiological images and machine learning: trends, perspectives, and prospects Zhenwei Zhang E. Sejdić LM&MA MedIm AI4CE 38 167 0 27 Mar 2019
Unsupervised Deformable Registration for Multi-Modal Images via Disentangled Representations C. Qin Bibo Shi Rui Liao Tommaso Mansi Daniel Rueckert A. Kamen MedIm 73 128 0 22 Mar 2019
Context-encoding Variational Autoencoder for Unsupervised Anomaly Detection David Zimmerer Simon A. A. Kohl Jens Petersen Fabian Isensee Klaus H. Maier-Hein DRL 63 129 0 14 Dec 2018
Recent Advances in Autoencoder-Based Representation Learning Michael Tschannen Olivier Bachem Mario Lucic OOD SSL DRL 67 444 0 12 Dec 2018
Enhancing Label-Driven Deep Deformable Image Registration with Local Distance Metrics for State-of-the-Art Cardiac Motion Tracking Alessa Hering Sven Kuckertz Stefan Heldmann M. Heinrich 65 47 0 05 Dec 2018
FAIM -- A ConvNet Method for Unsupervised 3D Medical Image Registration Dongyang Kuang T. Schmah MedIm 46 95 0 22 Nov 2018
A Comparative Analysis of Registration Tools: Traditional vs Deep Learning Approach on High Resolution Tissue Cleared Data Abdullah Nazib Clinton Fookes Dimitri Perrin 35 16 0 19 Oct 2018
A Gentle Introduction to Deep Learning in Medical Image Processing Andreas Maier Christopher Syben Tobias Lasser Christian Riess PINN 42 431 0 12 Oct 2018
AIRNet: Self-Supervised Affine Registration for 3D Medical Images using Neural Networks Evelyn Chee Zhenzhou Wu MedIm 40 65 0 05 Oct 2018
Weakly-Supervised Learning of Metric Aggregations for Deformable Image Registration Enzo Ferrante P. Dokania Rafael Marini Silva Nikos Paragios 54 22 0 24 Sep 2018
A Deep Learning Framework for Unsupervised Affine and Deformable Image Registration B. D. de Vos F. Berendsen M. Viergever Hessam Sokooti Marius Staring Ivana Isgum MedIm 69 682 0 17 Sep 2018
VoxelMorph: A Learning Framework for Deformable Medical Image Registration Guha Balakrishnan Amy Zhao M. Sabuncu John Guttag Adrian Dalca MedIm 115 1,574 0 14 Sep 2018
GANs for Medical Image Analysis Salome Kazeminia Christoph Baur Arjan Kuijper Bram van Ginneken Nassir Navab Shadi Albarqouni Anirban Mukhopadhyay MedIm AI4CE 54 413 0 13 Sep 2018
Linear and Deformable Image Registration with 3D Convolutional Neural Networks Stergios Christodoulidis M. Sahasrabudhe Maria Vakalopoulou G. Chassagnon M. Revel Stavroula Mougiakakou Nikos Paragios MedIm 50 40 0 13 Sep 2018
Inverse-Consistent Deep Networks for Unsupervised Deformable Image Registration Jun Zhang MedIm 55 105 0 10 Sep 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 69 1,467 0 22 Aug 2018
Real-Time 2D-3D Deformable Registration with Deep Learning and Application to Lung Radiotherapy Targeting Markus Foote Blake E. Zimmerman A. Sawant S. Joshi 115 15 0 22 Jul 2018
Weakly-Supervised Convolutional Neural Networks for Multimodal Image Registration Yipeng Hu Marc Modat Eli Gibson Wenqi Li N. Ghavami ... M. Emberton Sébastien Ourselin J. A. Noble D. Barratt Tom Vercauteren 90 382 0 09 Jul 2018
Learning Deep Similarity Metric for 3D MR-TRUS Registration Grant Haskins J. Kruecker Uwe Krüger Sheng Xu Peter A. Pinto Bradford J. Wood Pingkun Yan 146 115 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 83 158 0 11 Jun 2018
Adversarial Deformation Regularization for Training Image Registration Neural Networks Yipeng Hu Eli Gibson N. Ghavami E. Bonmati C. Moore M. Emberton Tom Vercauteren J. A. Noble D. Barratt MedIm GAN 54 72 0 27 May 2018
Unsupervised Learning for Fast Probabilistic Diffeomorphic Registration Adrian Dalca Guha Balakrishnan John Guttag M. Sabuncu DiffM 73 383 0 11 May 2018
GAN Based Medical Image Registration Dwarikanath Mahapatra MedIm 65 28 0 07 May 2018
Adversarial Image Registration with Application for MR and TRUS Image Fusion Pingkun Yan Sheng Xu A. Rastinehad Bradford J. Wood GAN MedIm 47 84 0 30 Apr 2018
Deep Learning based Inter-Modality Image Registration Supervised by Intra-Modality Similarity Xiaohuan Cao Jianhua Yang Li Wang Z. Xue Qian Wang Dinggang Shen 51 90 0 28 Apr 2018
Unsupervised Probabilistic Deformation Modeling for Robust Diffeomorphic Registration Julian Krebs Tommaso Mansi B. Mailhé N. Ayache H. Delingette DiffM MedIm 32 75 0 19 Apr 2018
Semi-Supervised Deep Metrics for Image Registration A. Sedghi Jie Luo Alireza Mehrtash S. Pieper C. Tempany Tina Kapur P. Mousavi W. Wells 49 20 0 04 Apr 2018
The History Began from AlexNet: A Comprehensive Survey on Deep Learning Approaches Md. Zahangir Alom T. Taha C. Yakopcic Stefan Westberg P. Sidike Mst Shamima Nasrin B. Van Essen A. Awwal V. Asari VLM 86 881 0 03 Mar 2018
BIRNet: Brain Image Registration Using Dual-Supervised Fully Convolutional Networks Jingfan Fan Xiaohuan Cao P. Yap Dinggang Shen 49 254 0 13 Feb 2018
An Unsupervised Learning Model for Deformable Medical Image Registration Guha Balakrishnan Amy Zhao M. Sabuncu John Guttag Adrian Dalca 83 628 0 07 Feb 2018
Non-Rigid Image Registration Using Self-Supervised Fully Convolutional Networks without Training Data Hongming Li Yong-Xian Fan MedIm 52 155 0 11 Jan 2018
StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation Yunjey Choi Min-Je Choi M. Kim Jung-Woo Ha Sunghun Kim Jaegul Choo GAN 138 3,553 0 24 Nov 2017
Dilated FCN for Multi-Agent 2D/3D Medical Image Registration S. Miao Sebastien Piat P. Fischer A. Tuysuzoglu P. Mewes Tommaso Mansi Rui Liao MedIm 58 101 0 22 Nov 2017
Label-driven weakly-supervised learning for multimodal deformable image registration Yipeng Hu Marc Modat Eli Gibson N. Ghavami E. Bonmati C. Moore M. Emberton J. A. Noble D. Barratt Tom Vercauteren 71 143 0 05 Nov 2017
Non-rigid image registration using fully convolutional networks with deep self-supervision Hongming Li Yong-Xian Fan 52 94 0 04 Sep 2017
Low Dose CT Image Denoising Using a Generative Adversarial Network with Wasserstein Distance and Perceptual Loss Qingsong Yang Pingkun Yan Yanbo Zhang Hengyong Yu Yongyi Shi X. Mou Mannudeep K. Kalra Ge Wang GAN MedIm 61 1,201 0 03 Aug 2017
ssEMnet: Serial-section Electron Microscopy Image Registration using a Spatial Transformer Network with Learned Features Inwan Yoo David Grant Colburn Hildebrand William F Tobin W. Lee W. Jeong 41 59 0 25 Jul 2017
End-to-end Active Object Tracking via Reinforcement Learning Wenhan Luo Peng Sun Fangwei Zhong Wei Liu Yadong Mu Yizhou Wang 48 84 0 30 May 2017
When Will AI Exceed Human Performance? Evidence from AI Experts Katja Grace J. Salvatier Allan Dafoe Baobao Zhang Owain Evans ELM 44 625 0 24 May 2017