Disentangled Representation Learning in Cardiac Image Analysis

22 March 2019

Sotirios A. Tsaftaris

DRL

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Papers citing "Disentangled Representation Learning in Cardiac Image Analysis"

31 / 31 papers shown

Title
OWT: A Foundational Organ-Wise Tokenization Framework for Medical Imaging Sifan Song Siyeop Yoon Pengfei Jin Sekeun Kim Matthew Tivnan ... Zhiliang Lyu Dufan Wu Ning Guo Xiang Li Quanzheng Li OOD ViT 64 0 0 08 May 2025
Causal Disentanglement for Robust Long-tail Medical Image Generation Weizhi Nie Zichun Zhang Weijie Wang Bruno Lepri Anan Liu Nicu Seb DiffM MedIm OOD CML 53 0 0 20 Apr 2025
ConceptVAE: Self-Supervised Fine-Grained Concept Disentanglement from 2D Echocardiographies C. Ciușdel Alex Serban Tiziano Passerini CoGe 76 1 0 03 Feb 2025
Unsupervised Feature Orthogonalization for Learning Distortion-Invariant Representations Sebastian Doerrich Francesco Di Salvo Christian Ledig OOD 33 0 0 18 Sep 2024
Joint image reconstruction and segmentation of real-time cardiac MRI in free-breathing using a model based on disentangled representation learning T. Wech Oliver Schad Simon Sauer Jonas Kleineisel Nils Petri P. Nordbeck Thorsten A. Bley Bettina Baeßler B. Petritsch J. Heidenreich 51 0 0 13 Sep 2024
Graph-based Unsupervised Disentangled Representation Learning via Multimodal Large Language Models Baao Xie Qiuyu Chen Yunnan Wang Zequn Zhang Xin Jin Wenjun Zeng OffRL 43 2 0 26 Jul 2024
unORANIC: Unsupervised Orthogonalization of Anatomy and Image-Characteristic Features Sebastian Doerrich Francesco Di Salvo C. Ledig 38 3 0 29 Aug 2023
Is attention all you need in medical image analysis? A review G. Papanastasiou Nikolaos Dikaios Jiahao Huang Chengjia Wang Guang Yang ViT MedIm 25 23 0 24 Jul 2023
NAISR: A 3D Neural Additive Model for Interpretable Shape Representation Yining Jiao C. Zdanski Julia Kimbell Andrew Prince Cameron P Worden ... Christopher Rutter Benjamin Shields William Dunn Jisan Mahmud Marc Niethammer 39 3 0 16 Mar 2023
Frequency Disentangled Learning for Segmentation of Midbrain Structures from Quantitative Susceptibility Mapping Data Guanghui Fu Gabriel Jimenez Sophie Loizillon Lydia Chougar Didier Dormont ... Ninon Burgos Stéphane Lehéricy Daniel Racoceanu O. Colliot the Iceberg Study Group 40 0 0 25 Feb 2023
A Survey on Causal Representation Learning and Future Work for Medical Image Analysis Chang-Tien Lu OOD BDL CML MedIm 26 0 0 28 Oct 2022
Structure Guided Manifolds for Discovery of Disease Characteristics Siyu Liu Linfeng Liu Xuan Vinh Stuart Crozier Craig B. Engstrom F. Nasrallah Shekhar S. Chandra MedIm 28 0 0 22 Sep 2022
Joint Prediction of Meningioma Grade and Brain Invasion via Task-Aware Contrastive Learning Tianlin Liu Wennan Liu Lequan Yu Liang Wan Tong Han Lei Zhu 18 4 0 04 Sep 2022
HSIC-InfoGAN: Learning Unsupervised Disentangled Representations by Maximising Approximated Mutual Information Xiao Liu Spyridon Thermos Pedro Sanchez Alison Q. OÑeil Sotirios A. Tsaftaris 39 1 0 06 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 32 9 0 03 Aug 2022
Disentangling A Single MR Modality Lianrui Zuo Yihao Liu Yuan Xue Shuo Han M. Bilgel Susan M. Resnick Jerry L. Prince A. Carass 21 14 0 10 May 2022
MT-UDA: Towards Unsupervised Cross-modality Medical Image Segmentation with Limited Source Labels Ziyuan Zhao Kaixin Xu Shumeng Li Zeng Zeng Cuntai Guan OOD 17 44 0 23 Mar 2022
Right for the Right Latent Factors: Debiasing Generative Models via Disentanglement Xiaoting Shao Karl Stelzner Kristian Kersting CML DRL 22 3 0 01 Feb 2022
Echocardiography Segmentation with Enforced Temporal Consistency Nathan Painchaud Nicolas Duchateau Olivier Bernard Pierre-Marc Jodoin 24 49 0 03 Dec 2021
Learn to Ignore: Domain Adaptation for Multi-Site MRI Analysis J. Wolleb Robin Sandkühler Florentin Bieder M. Barakovic N. Hadjikhani A. Papadopoulou Ozgur Yaldizli J. Kuhle Cristina Granziera Philippe C. Cattin OOD 26 8 0 13 Oct 2021
Controllable cardiac synthesis via disentangled anatomy arithmetic Spyridon Thermos Xiao Liu Alison Q. OÑeil Sotirios A. Tsaftaris MedIm 27 14 0 04 Jul 2021
Recent Advances in Fibrosis and Scar Segmentation from Cardiac MRI: A State-of-the-Art Review and Future Perspectives Yinzhe Wu Zeyu Tang Binghuan Li D. Firmin Guang Yang 27 40 0 28 Jun 2021
Segmentation-Renormalized Deep Feature Modulation for Unpaired Image Harmonization Mengwei Ren Neel Dey J. Fishbaugh Guido Gerig MedIm 105 38 0 11 Feb 2021
Semi-supervised Pathology Segmentation with Disentangled Representations Haochuan Jiang A. Chartsias Xinheng Zhang G. Papanastasiou S. Semple M. Dweck David Semple R. Dharmakumar Sotirios A. Tsaftaris 26 5 0 05 Sep 2020
Measuring the Biases and Effectiveness of Content-Style Disentanglement Xiao Liu Spyridon Thermos Gabriele Valvano A. Chartsias Alison Q. OÑeil Sotirios A. Tsaftaris CoGe DRL 32 18 0 27 Aug 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
Automated Detection and Forecasting of COVID-19 using Deep Learning Techniques: A Review A. Shoeibi Marjane Khodatars M. Jafari Navid Ghassemi Delaram Sadeghi ... Z. Sani F. Khozeimeh S. Nahavandi U. Acharya Juan M Gorriz 51 178 0 16 Jul 2020
Learning to Segment from Scribbles using Multi-scale Adversarial Attention Gates Gabriele Valvano Andrea Leo Sotirios A. Tsaftaris 16 5 0 02 Jul 2020
4D Semantic Cardiac Magnetic Resonance Image Synthesis on XCAT Anatomical Model Samaneh Abbasi-Sureshjani S. Amirrajab C. Lorenz J. Weese J. Pluim M. Breeuwer MedIm 31 24 0 17 Feb 2020
Weakly-Supervised Disentanglement Without Compromises Francesco Locatello Ben Poole Gunnar Rätsch Bernhard Schölkopf Olivier Bachem Michael Tschannen CoGe OOD DRL 184 313 0 07 Feb 2020
Disentangle, align and fuse for multimodal and semi-supervised image segmentation A. Chartsias G. Papanastasiou Chengjia Wang S. Semple D. Newby R. Dharmakumar Sotirios A. Tsaftaris 24 13 0 11 Nov 2019