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3D Brain and Heart Volume Generative Models: A Survey

12 October 2022

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Papers citing "3D Brain and Heart Volume Generative Models: A Survey"

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Title
CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac Anatomy Mengyun Qiao Shuo Wang Huaqi Qiu A. de Marvao D. O’Regan Daniel Rueckert Wenjia Bai MedIm 69 14 0 30 Jan 2023
Inflating 2D Convolution Weights for Efficient Generation of 3D Medical Images Yanbin Liu Girish Dwivedi F. Boussaïd Frank M. Sanfilippo Makoto Yamada Bennamoun DiffM MedIm 68 11 0 08 Aug 2022
Subject-Specific Lesion Generation and Pseudo-Healthy Synthesis for Multiple Sclerosis Brain Images Berke Doga Basaran Mengyun Qiao Paul M. Matthews Wenjia Bai MedIm 76 9 0 03 Aug 2022
Diffusion Deformable Model for 4D Temporal Medical Image Generation Boah Kim Jong Chul Ye DiffM MedIm 93 84 0 27 Jun 2022
CS $^2$ : A Controllable and Simultaneous Synthesizer of Images and Annotations with Minimal Human Intervention Xiaodan Xing Jiahao Huang Yang Nan Yinzhe Wu Chengjia Wang Zhifan Gao Simon Walsh Guang Yang DiffM MedIm 78 7 0 20 Jun 2022
Fast Unsupervised Brain Anomaly Detection and Segmentation with Diffusion Models W. H. Pinaya M. Graham Robert J. Gray P. F. D. Costa Petru-Daniel Tudosiu ... D. Werring Geraint Rees P. Nachev Sebastien Ourselin M. Jorge Cardoso DiffM MedIm 79 106 0 07 Jun 2022
HDL: Hybrid Deep Learning for the Synthesis of Myocardial Velocity Maps in Digital Twins for Cardiac Analysis Xiaodan Xing Javier Del Ser Yinzhe Wu Yang Li Jun Xia Lei Xu D. Firmin P. Gatehouse Guang Yang SyDa 55 17 0 09 Mar 2022
Learning Conditional Variational Autoencoders with Missing Covariates S. Ramchandran Gleb Tikhonov Otto Lönnroth Pekka Tiikkainen Harri Lähdesmäki CML 72 17 0 02 Mar 2022
Data Harmonisation for Information Fusion in Digital Healthcare: A State-of-the-Art Systematic Review, Meta-Analysis and Future Research Directions Yang Nan Javier Del Ser Simon Walsh Carola Schönlieb M. Roberts ... Philippe Lambin Leonor Cerdá Alberich L. Martí-Bonmatí Francisco Herrera Guang Yang 87 109 0 17 Jan 2022
Cross-Modality Deep Feature Learning for Brain Tumor Segmentation Dingwen Zhang Guohai Huang Qiang Zhang Jungong Han Junwei Han Yizhou Yu 74 220 0 07 Jan 2022
Equitable modelling of brain imaging by counterfactual augmentation with morphologically constrained 3D deep generative models Guilherme Pombo Robert J. Gray M. Jorge Cardoso Sebastien Ourselin G. Rees John Ashburner P. Nachev 90 29 0 29 Nov 2021
LDDMM meets GANs: Generative Adversarial Networks for diffeomorphic registration Ubaldo Ramon Monica Hernandez Elvira Mayordomo GAN 47 5 0 24 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 485 7,837 0 11 Nov 2021
Synthetic Velocity Mapping Cardiac MRI Coupled with Automated Left Ventricle Segmentation Xiaodan Xing Yinzhe Wu D. Firmin P. Gatehouse Guang Yang 52 2 0 04 Oct 2021
Medical Image Segmentation with 3D Convolutional Neural Networks: A Survey S. Niyas S. Pawan Anand Kumar Jeny Rajan MedIm 94 89 0 19 Aug 2021
3D-StyleGAN: A Style-Based Generative Adversarial Network for Generative Modeling of Three-Dimensional Medical Images Sun-Beom Hong Razvan Marinescu Adrian Dalca A. Bonkhoff Martin Bretzner N. Rost Polina Golland MedIm 50 59 0 20 Jul 2021
ResViT: Residual vision transformers for multi-modal medical image synthesis Onat Dalmaz Mahmut Yurt Tolga Çukur ViT MedIm 98 351 0 30 Jun 2021
Cascaded Diffusion Models for High Fidelity Image Generation Jonathan Ho Chitwan Saharia William Chan David J. Fleet Mohammad Norouzi Tim Salimans 173 1,239 0 30 May 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 310 7,971 0 11 May 2021
Few-shot Image Generation via Cross-domain Correspondence Utkarsh Ojha Yijun Li Jingwan Lu Alexei A. Efros Yong Jae Lee Eli Shechtman Richard Y. Zhang 119 263 0 13 Apr 2021
Repurposing GANs for One-shot Semantic Part Segmentation Nontawat Tritrong Pitchaporn Rewatbowornwong Supasorn Suwajanakorn 104 109 0 07 Mar 2021
Learning a Generative Motion Model from Image Sequences based on a Latent Motion Matrix Julian Krebs H. Delingette N. Ayache Tommaso Mansi MedIm 73 14 0 03 Nov 2020
Two-Stage Deep Learning for Accelerated 3D Time-of-Flight MRA without Matched Training Data Hyungjin Chung Eunju Cha Leonard Sunwoo J. C. Ye MedIm 79 26 0 04 Aug 2020
XCAT-GAN for Synthesizing 3D Consistent Labeled Cardiac MR Images on Anatomically Variable XCAT Phantoms S. Amirrajab Samaneh Abbasi-Sureshjani Yasmina Alkhalil C. Lorenz J. Weese J. Pluim M. Breeuwer MedIm 134 25 0 27 Jul 2020
MADGAN: unsupervised Medical Anomaly Detection GAN using multiple adjacent brain MRI slice reconstruction Changhee Han L. Rundo K. Murao T. Noguchi Yuki Shimahara Z. '. Milacski S. Koshino Evis Sala Hideki Nakayama Shinichi Satoh MedIm 146 166 0 24 Jul 2020
Shape-aware Semi-supervised 3D Semantic Segmentation for Medical Images Shuailin Li Chuyu Zhang Xuming He 108 368 0 21 Jul 2020
Deep Learning Based Brain Tumor Segmentation: A Survey Zhihua Liu Lei Tong Zheheng Jiang Long Chen Feixiang Zhou Qianni Zhang Xiangrong Zhang Ling Li Huiyu Zhou 3DV 100 237 0 18 Jul 2020
Modelling the Distribution of 3D Brain MRI using a 2D Slice VAE Anna Volokitin Ertunc Erdil Neerav Karani K. Tezcan Xiaoran Chen Luc Van Gool E. Konukoglu 43 34 0 09 Jul 2020
Interpretable Deep Models for Cardiac Resynchronisation Therapy Response Prediction Esther Puyol-Antón Chong Chen J. Clough B. Ruijsink B. Sidhu ... M. Elliott Vishal S. Mehta Daniel Rueckert C. Rinaldi A. King 56 33 0 24 Jun 2020
Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 170 1,635 0 15 Jun 2020
Generative Adversarial Networks (GANs Survey): Challenges, Solutions, and Future Directions Divya Saxena Jiannong Cao AAML AI4CE 136 302 0 30 Apr 2020
3D Deep Learning on Medical Images: A Review S. Singh Lipo Wang Sukrit Gupta Haveesh Goli P. Padmanabhan Balázs Gulyás MedIm 110 429 0 01 Apr 2020
Improved Techniques for Training Single-Image GANs Tobias Hinz Matthew Fisher Oliver Wang S. Wermter GAN VLM 64 146 0 25 Mar 2020
Vox2Vox: 3D-GAN for Brain Tumour Segmentation M. Cirillo David Abramian Anders Eklund 79 111 0 19 Mar 2020
Improved Consistency Regularization for GANs Zhengli Zhao Sameer Singh Honglak Lee Zizhao Zhang Augustus Odena Han Zhang 73 153 0 11 Feb 2020
Analyzing and Improving the Image Quality of StyleGAN Tero Karras S. Laine M. Aittala Janne Hellsten J. Lehtinen Timo Aila GAN 334 5,832 0 03 Dec 2019
Uncertainty-aware Self-ensembling Model for Semi-supervised 3D Left Atrium Segmentation Lequan Yu Shujun Wang Xuelong Li Chi-Wing Fu Pheng-Ann Heng UQCV 95 857 0 16 Jul 2019
Few-Shot Unsupervised Image-to-Image Translation Ming-Yuan Liu Xun Huang Arun Mallya Tero Karras Timo Aila J. Lehtinen Jan Kautz 71 610 0 05 May 2019
Resource Efficient 3D Convolutional Neural Networks Okan Kopuklu Neslihan Köse Ahmet Gunduz Gerhard Rigoll 55 189 0 04 Apr 2019
Standardized Assessment of Automatic Segmentation of White Matter Hyperintensities and Results of the WMH Segmentation Challenge Hugo J. Kuijf J. M. Biesbroek J. de Bresser R. Heinen Simon Andermatt ... Christopher P L H Chen W. M. van der Flier F. Barkhof M. Viergever G. Biessels 70 256 0 01 Apr 2019
Med3D: Transfer Learning for 3D Medical Image Analysis Sihong Chen Kai Ma Yefeng Zheng MedIm 69 466 0 01 Apr 2019
A large annotated medical image dataset for the development and evaluation of segmentation algorithms Amber L. Simpson Michela Antonelli Spyridon Bakas Michel Bilello Keyvan Farahani ... M. McHugo S. Napel Eugene Vorontsov Lena Maier-Hein M. Jorge Cardoso 120 862 0 25 Feb 2019
Unsupervised 3D End-to-End Medical Image Registration with Volume Tweening Network Shengyu Zhao Ting Fung Lau Ji Luo E. Chang Yan Xu MedIm 86 232 0 13 Feb 2019
Reversible GANs for Memory-efficient Image-to-Image Translation Tycho F. A. van der Ouderaa Daniel E. Worrall 59 54 0 07 Feb 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 634 10,605 0 12 Dec 2018
More Knowledge is Better: Cross-Modality Volume Completion and 3D+2D Segmentation for Intracardiac Echocardiography Contouring Haofu Liao Yucheng Tang G. Funka-Lea Jiebo Luo S. Kevin Zhou 37 12 0 09 Dec 2018
An overview of deep learning in medical imaging focusing on MRI A. Lundervold A. Lundervold OOD 112 1,641 0 25 Nov 2018
fastMRI: An Open Dataset and Benchmarks for Accelerated MRI Jure Zbontar Florian Knoll Anuroop Sriram Tullie Murrell Zhengnan Huang ... Erich Owens C. L. Zitnick M. Recht D. Sodickson Yvonne W. Lui OOD 75 850 0 21 Nov 2018
Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning Arnab Kumar Mondal Jose Dolz Christian Desrosiers GAN MedIm 92 120 0 29 Oct 2018
3D MRI brain tumor segmentation using autoencoder regularization Andriy Myronenko 101 1,054 0 27 Oct 2018