Deep learning for cardiac image segmentation: A review

9 November 2019

Papers citing "Deep learning for cardiac image segmentation: A review"

50 / 114 papers shown

Title
Cardiac MRI Semantic Segmentation for Ventricles and Myocardium using Deep Learning Racheal Mukisa Arvind K. Bansal 22 0 0 18 Apr 2025
DADU: Dual Attention-based Deep Supervised UNet for Automated Semantic Segmentation of Cardiac Images Racheal Mukisa Arvind K. Bansal 22 0 0 18 Apr 2025
Towards Cardiac MRI Foundation Models: Comprehensive Visual-Tabular Representations for Whole-Heart Assessment and Beyond Yundi Zhang Paul Hager Che Liu Suprosanna Shit C. L. P. Chen Daniel Rueckert Jiazhen Pan 38 0 0 17 Apr 2025
MSA-UNet3+: Multi-Scale Attention UNet3+ with New Supervised Prototypical Contrastive Loss for Coronary DSA Image Segmentation Rayan Merghani Ahmed Adnan Iltaf Mohamed Elmanna Gang Zhao Hongliang Li Yue Du Bin Li Shoujun Zhou 37 0 0 07 Apr 2025
AI-Powered Automated Model Construction for Patient-Specific CFD Simulations of Aortic Flows P. Du Delin An Chaoli Wang Jian-Xun Wang MedIm AI4CE 43 1 0 16 Mar 2025
Evaluation of state-of-the-art deep learning models in the segmentation of the heart ventricles in parasternal short-axis echocardiograms Julian Rene Cuellar Buritica Vu Dinh Manjula Burri Julie Roelandts James Wendling Jon D. Klingensmith 56 0 0 12 Mar 2025
Generative augmentations for improved cardiac ultrasound segmentation using diffusion models G. V. D. Vyver Aksel Try Lenz Erik Smistad S. Olaisen B. Grenne E. Holte Haavard Dalen Lasse Løvstakken DiffM MedIm 27 0 0 27 Feb 2025
Gaussian Process Emulators for Few-Shot Segmentation in Cardiac MRI Bruno Viti Franz Thaler Kathrin Lisa Kapper M. Urschler Martin Holler Elias Karabelas 21 0 0 11 Nov 2024
Compositional Segmentation of Cardiac Images Leveraging Metadata Abbas Khan Muhammad Asad Martin Benning C. Roney Gregory Slabaugh 21 0 0 30 Oct 2024
Online learning in motion modeling for intra-interventional image sequences N. Gunnarsson Jens Sjölund Peter Kimstrand Thomas B. Schon 21 0 0 15 Oct 2024
Preserving Cardiac Integrity: A Topology-Infused Approach to Whole Heart Segmentation Chenyu Zhang Wenxue Guan Xiaodan Xing Guang Yang 19 1 0 14 Oct 2024
An Improved Approach for Cardiac MRI Segmentation based on 3D UNet Combined with Papillary Muscle Exclusion Narjes Benameur Ramzi Mahmoudi Mohamed Deriche Amira fayouka Imene Masmoudi Nessrine Zoghlami 13 0 0 09 Oct 2024
UU-Mamba: Uncertainty-aware U-Mamba for Cardiovascular Segmentation Ting Yu Tsai Li Lin Shu Hu Connie W. Tsao Xin Li Ming-Ching Chang Hongtu Zhu Xin Wang Mamba 33 1 0 22 Sep 2024
Multi-Source and Multi-Sequence Myocardial Pathology Segmentation Using a Cascading Refinement CNN Franz Thaler Darko Stern Gernot Plank Martin Urschler 17 0 0 19 Sep 2024
Learning Semi-Supervised Medical Image Segmentation from Spatial Registration Qianying Liu Paul Henderson Xiao Gu Hang Dai F. Deligianni 30 0 0 16 Sep 2024
RotCAtt-TransUNet++: Novel Deep Neural Network for Sophisticated Cardiac Segmentation Quoc-Bao Nguyen-Le Tuan-Hy Le Anh-Triet Do Quoc-Huy Trinh ViT MedIm 21 0 0 09 Sep 2024
Sequence-aware Pre-training for Echocardiography Probe Guidance Haojun Jiang Zhenguo Sun Yu Sun Ning Jia Meng Li Shaqi Luo Shiji Song Gao Huang 24 1 0 27 Aug 2024
Segmenting Medical Images: From UNet to Res-UNet and nnUNet Lina Huang A. Miron Kate Hone Yongmin Li SSeg 47 2 0 05 Jul 2024
Domain Adaptation of Echocardiography Segmentation Via Reinforcement Learning Arnaud Judge Thierry Judge Nicolas Duchateau Roman A. Sandler Joseph Z. Sokol Olivier Bernard Pierre-Marc Jodoin OOD 30 0 0 25 Jun 2024
Convolution and Attention-Free Mamba-based Cardiac Image Segmentation Abbas Khan Muhammad Asad Martin Benning C. Roney Gregory Slabaugh Mamba 22 2 0 09 Jun 2024
Whole Heart 3D+T Representation Learning Through Sparse 2D Cardiac MR Images Yundi Zhang Chen Chen Suprosanna Shit Sophie Starck Daniel Rueckert Jiazhen Pan 26 2 0 01 Jun 2024
A method for supervoxel-wise association studies of age and other non-imaging variables from coronary computed tomography angiograms Johan Öfverstedt Elin Lundström Göran Bergström J. Kullberg H. Ahlström 28 1 0 13 May 2024
Multi-view Cardiac Image Segmentation via Trans-Dimensional Priors Abbas Khan Muhammad Asad Martin Benning C. Roney Gregory Slabaugh 25 0 0 25 Apr 2024
Weakly-Supervised Learning via Multi-Lateral Decoder Branching for Tool Segmentation in Robot-Assisted Cardiovascular Catheterization O. Omisore T. Akinyemi Anh Nguyen Lei Wang 33 0 0 11 Apr 2024
Global Control for Local SO(3)-Equivariant Scale-Invariant Vessel Segmentation Patryk Rygiel Dieuwertje Alblas Christoph Brune K. K. Yeung J. Wolterink 22 0 0 22 Mar 2024
Temporal-spatial Adaptation of Promptable SAM Enhance Accuracy and Generalizability of cine CMR Segmentation Zhennong Chen Sekeun Kim Hui Ren Quanzheng Li Xiang Li MedIm 17 0 0 15 Mar 2024
MeDSLIP: Medical Dual-Stream Language-Image Pre-training with Pathology-Anatomy Semantic Alignment Wenrui Fan M. N. I. Suvon Shuo Zhou Xianyuan Liu S. Alabed V. Osmani Andrew J Swift Chen Chen Haiping Lu MedIm VLM LM&MA 35 3 0 15 Mar 2024
Bayesian Uncertainty Estimation by Hamiltonian Monte Carlo: Applications to Cardiac MRI Segmentation Yidong Zhao João Tourais Iain Pierce Christian Nitsche T. Treibel Sebastian Weingartner Artur M. Schweidtmann Qian Tao BDL UQCV 17 5 0 04 Mar 2024
Image2Flow: A hybrid image and graph convolutional neural network for rapid patient-specific pulmonary artery segmentation and CFD flow field calculation from 3D cardiac MRI data Tina Yao E. Pajaziti Michael Quail Silvia Schievano J. Steeden V. Muthurangu MedIm 16 2 0 28 Feb 2024
Automated Plaque Detection and Agatston Score Estimation on Non-Contrast CT Scans: A Multicenter Study Andrew M. Nguyen Jianfei Liu T. Mathai Peter C. Grayson Ronald M. Summers 22 1 0 14 Feb 2024
Crop and Couple: cardiac image segmentation using interlinked specialist networks Abbas Khan Muhammad Asad Martin Benning C. Roney Gregory Slabaugh 19 3 0 14 Feb 2024
PULASki: Learning inter-rater variability using statistical distances to improve probabilistic segmentation S. Chatterjee Franziska Gaidzik Alessandro Sciarra Hendrik Mattern G. Janiga Oliver Speck Andreas Nürnberger S. Pathiraja 24 0 0 25 Dec 2023
Exploring UMAP in hybrid models of entropy-based and representativeness sampling for active learning in biomedical segmentation Hai Siong Tan Kuancheng Wang R. Mcbeth 29 3 0 16 Dec 2023
ConFormer: A Novel Collection of Deep Learning Models to Assist Cardiologists in the Assessment of Cardiac Function Ethan Thomas Salman Aslam MedIm 14 0 0 13 Dec 2023
Assessment of Deep Learning Segmentation for Real-Time Free-Breathing Cardiac Magnetic Resonance Imaging at Rest and Under Exercise Stress Martin Schilling C. Unterberg-Buchwald J. Lotz M. Uecker 18 4 0 23 Nov 2023
Expanding the deep-learning model to diagnosis LVNC: Limitations and trade-offs Gregorio Bernabé Pilar González-Férez J. M. García Guillem Casas Josefa González-Carrillo 11 2 0 23 Nov 2023
Deep Learning for Vascular Segmentation and Applications in Phase Contrast Tomography Imaging Ekin Yagis S. Aslani Yashvardhan Jain Yang Zhou Shahrokh Rahmani ... M. Ackermann D. Jonigk Paul Tafforeau Peter D Lee Claire L. Walsh 12 4 0 22 Nov 2023
SegVol: Universal and Interactive Volumetric Medical Image Segmentation Yuxin Du Fan Bai Tiejun Huang Bo-Lu Zhao VLM 23 37 0 22 Nov 2023
Energy efficiency in Edge TPU vs. embedded GPU for computer-aided medical imaging segmentation and classification José María Rodríguez Corral Javier Civit-Masot Francisco Luna-Perejón Ignacio Díaz-Cano Arturo Morgado-Estévez M. Domínguez-Morales MedIm 10 2 0 20 Nov 2023
Multi-task learning for joint weakly-supervised segmentation and aortic arch anomaly classification in fetal cardiac MRI Paula Ramirez Gilliland A. Uus Milou P. M. van Poppel I. Grigorescu J. Steinweg David F. A. Lloyd K. Pushparajah Andrew P. King Maria Deprez 15 1 0 13 Nov 2023
SIRE: scale-invariant, rotation-equivariant estimation of artery orientations using graph neural networks Dieuwertje Alblas Julian Suk Christoph Brune K. K. Yeung J. Wolterink MedIm 22 4 0 09 Nov 2023
Neural Network Reconstruction of the Left Atrium using Sparse Catheter Paths A. Baram Moshe Safran T. Noy Naveh Geri H. Greenspan 8 0 0 04 Nov 2023
Deep Conditional Shape Models for 3D cardiac image segmentation Athira J. Jacob Puneet Sharma Daniel Rückert 3DV 11 3 0 16 Oct 2023
Vision Transformers increase efficiency of 3D cardiac CT multi-label segmentation Lee Jollans Mariana Bustamante L. Henriksson Anders Persson T. Ebbers MedIm ViT 15 0 0 13 Oct 2023
Interpretability-guided Data Augmentation for Robust Segmentation in Multi-centre Colonoscopy Data V. Corbetta R. Beets-Tan Wilson Silva 11 1 0 30 Aug 2023
A 3D deep learning classifier and its explainability when assessing coronary artery disease W. K. Cheung Jeremy M. Kalindjian Robert Bell A. Nair L. Menezes ... R. Torii R. Davies J. Moon Daniel C. Alexander Joseph Jacob MedIm 16 3 0 29 Jul 2023
Sparse annotation strategies for segmentation of short axis cardiac MRI J. Stein Maxime Di Folco J. Schnabel 10 1 0 24 Jul 2023
Multi-class point cloud completion networks for 3D cardiac anatomy reconstruction from cine magnetic resonance images M. Beetz Abhirup Banerjee Julius Ossenberg-Engels Vicente Grau 3DV 14 15 0 17 Jul 2023
Multi-Scale Cross Contrastive Learning for Semi-Supervised Medical Image Segmentation Qianying Liu Xiao Gu Paul Henderson F. Deligianni 11 1 0 25 Jun 2023
Full or Weak annotations? An adaptive strategy for budget-constrained annotation campaigns Javier Gamazo Tejero M. Zinkernagel Sebastian Wolf Raphael Sznitman Pablo Márquez-Neila 23 4 0 21 Mar 2023