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Cardiac Segmentation from LGE MRI Using Deep Neural Network
  Incorporating Shape and Spatial Priors
v1v2 (latest)

Cardiac Segmentation from LGE MRI Using Deep Neural Network Incorporating Shape and Spatial Priors

International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
18 June 2019
Qian Yue
Xinzhe Luo
Qing Ye
Lingchao Xu
Xiahai Zhuang
ArXiv (abs)PDFHTML

Papers citing "Cardiac Segmentation from LGE MRI Using Deep Neural Network Incorporating Shape and Spatial Priors"

43 / 43 papers shown
Title
Cardiac MRI Semantic Segmentation for Ventricles and Myocardium using Deep Learning
Cardiac MRI Semantic Segmentation for Ventricles and Myocardium using Deep Learning
Racheal Mukisa
Arvind K. Bansal
67
1
0
18 Apr 2025
MedCL: Learning Consistent Anatomy Distribution for Scribble-supervised Medical Image Segmentation
MedCL: Learning Consistent Anatomy Distribution for Scribble-supervised Medical Image Segmentation
Ke Zhang
Vishal M. Patel
139
1
0
28 Mar 2025
Multi-Disease-Aware Training Strategy for Cardiac MR Image Segmentation
Multi-Disease-Aware Training Strategy for Cardiac MR Image Segmentation
Hong Zheng
Yucheng Chen
Nan Mu
Xiaoning Li
212
0
0
23 Mar 2025
Volumetric Medical Image Segmentation via Scribble Annotations and Shape
  Priors
Volumetric Medical Image Segmentation via Scribble Annotations and Shape PriorsMachine Vision and Applications (MVA), 2024
Qiuhui Chen
Haiying Lyu
Xinyue Hu
Yong Lu
Yi Hong
134
0
0
12 Oct 2023
Error correcting 2D-3D cascaded network for myocardial infarct scar segmentation on late gadolinium enhancement cardiac magnetic resonance images
Error correcting 2D-3D cascaded network for myocardial infarct scar segmentation on late gadolinium enhancement cardiac magnetic resonance images
Matthias Schwab
M. Pamminger
C. Kremser
D. Obmann
Markus Haltmeier
Agnes Mayr
96
1
0
26 Jun 2023
Aligning Multi-Sequence CMR Towards Fully Automated Myocardial Pathology
  Segmentation
Aligning Multi-Sequence CMR Towards Fully Automated Myocardial Pathology SegmentationIEEE Transactions on Medical Imaging (IEEE TMI), 2025
Wangbin Ding
Lei Li
Junyi Qiu
Sihan Wang
Liqin Huang
Yinyin Chen
Shan Yang
Xiahai Zhuang
101
9
0
07 Feb 2023
Unsupervised Cardiac Segmentation Utilizing Synthesized Images from
  Anatomical Labels
Unsupervised Cardiac Segmentation Utilizing Synthesized Images from Anatomical Labels
Sihan Wang
Fuping Wu
Lei Li
Zheyao Gao
Byung-Woo Hong
Xiahai Zhuang
111
2
0
15 Jan 2023
Multi-Target Landmark Detection with Incomplete Images via Reinforcement
  Learning and Shape Prior
Multi-Target Landmark Detection with Incomplete Images via Reinforcement Learning and Shape Prior
Kaiwen Wan
Lei Li
Dengqiang Jia
Yuxin Li
Wei Qian
...
X. Mu
Xin Gao
Sijia Wang
Fuping Wu
Xiahai Zhuang
99
7
0
13 Jan 2023
ZScribbleSeg: Zen and the Art of Scribble Supervised Medical Image
  Segmentation
ZScribbleSeg: Zen and the Art of Scribble Supervised Medical Image Segmentation
Kecheng Zhang
Xiahai Zhuang
77
9
0
12 Jan 2023
Graph Convolution Based Cross-Network Multi-Scale Feature Fusion for
  Deep Vessel Segmentation
Graph Convolution Based Cross-Network Multi-Scale Feature Fusion for Deep Vessel Segmentation
Gangming Zhao
Kongming Liang
Changzai Pan
Fandong Zhang
Xianpeng Wu
Xinyang Hu
Yizhou Yu
MedIm
119
34
0
06 Jan 2023
Scoliosis Detection using Deep Neural Network
Scoliosis Detection using Deep Neural Network
Y. Nguyen
92
2
0
31 Oct 2022
Automated Diagnosis of Cardiovascular Diseases from Cardiac Magnetic
  Resonance Imaging Using Deep Learning Models: A Review
Automated Diagnosis of Cardiovascular Diseases from Cardiac Magnetic Resonance Imaging Using Deep Learning Models: A Review
M. Jafari
A. Shoeibi
Marjane Khodatars
Navid Ghassemi
Parisa Moridian
...
Yu-Dong Zhang
Shui-Hua Wang
Juan M Gorriz
Hamid Alinejad-Rokny
U. Acharya
138
0
0
26 Oct 2022
Deep Statistic Shape Model for Myocardium Segmentation
Deep Statistic Shape Model for Myocardium Segmentation
Xiaoling Hu
Xiao Chen
Yikang Liu
Eric Z. Chen
Terrence Chen
Shanhui Sun
3DPC
161
4
0
21 Jul 2022
Deep Compatible Learning for Partially-Supervised Medical Image
  Segmentation
Deep Compatible Learning for Partially-Supervised Medical Image Segmentation
Kecheng Zhang
Xiahai Zhuang
77
3
0
18 Jun 2022
Semi-Supervised Segmentation of Mitochondria from Electron Microscopy
  Images Using Spatial Continuity
Semi-Supervised Segmentation of Mitochondria from Electron Microscopy Images Using Spatial Continuity
Yunpeng Xiao
Youpeng Zhao
Ge Yang
42
4
0
06 Jun 2022
CycleMix: A Holistic Strategy for Medical Image Segmentation from
  Scribble Supervision
CycleMix: A Holistic Strategy for Medical Image Segmentation from Scribble Supervision
Kecheng Zhang
Xiahai Zhuang
133
73
0
03 Mar 2022
Shape constrained CNN for segmentation guided prediction of myocardial
  shape and pose parameters in cardiac MRI
Shape constrained CNN for segmentation guided prediction of myocardial shape and pose parameters in cardiac MRI
Sofie Tilborghs
J. Bogaert
F. Maes
109
8
0
02 Mar 2022
Domain generalization in deep learning for contrast-enhanced imaging
Domain generalization in deep learning for contrast-enhanced imaging
Carla Sendra-Balcells
Víctor M. Campello
Carlos Martín-Isla
D. Viladés
M. Descalzo
A. Guala
J. R. Palomares
Karim Lekadir
OOD
98
13
0
14 Oct 2021
Right Ventricular Segmentation from Short- and Long-Axis MRIs via
  Information Transition
Right Ventricular Segmentation from Short- and Long-Axis MRIs via Information Transition
Lei Li
Wangbin Ding
Liqun Huang
Xiahai Zhuang
102
12
0
05 Sep 2021
Deep Learning methods for automatic evaluation of delayed
  enhancement-MRI. The results of the EMIDEC challenge
Deep Learning methods for automatic evaluation of delayed enhancement-MRI. The results of the EMIDEC challenge
A. Lalande
Zhihao Chen
T. Pommier
Thomas Decourselle
Abdul Qayyum
...
Yichi Zhang
Lihao Liu
Xiahai Zhuang
R. Couturier
F. Mériaudeau
118
49
0
09 Aug 2021
Recent Advances in Fibrosis and Scar Segmentation from Cardiac MRI: A
  State-of-the-Art Review and Future Perspectives
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
111
43
0
28 Jun 2021
Do We Really Need Dice? The Hidden Region-Size Biases of Segmentation
  Losses
Do We Really Need Dice? The Hidden Region-Size Biases of Segmentation Losses
Bingyuan Liu
Jose Dolz
Adrian Galdran
Riadh Kobbi
Ismail Ben Ayed
129
24
0
18 Apr 2021
Efficient Model Monitoring for Quality Control in Cardiac Image
  Segmentation
Efficient Model Monitoring for Quality Control in Cardiac Image Segmentation
Francesco Galati
Maria A. Zuluaga
76
16
0
12 Apr 2021
Medical Image Segmentation with Limited Supervision: A Review of Deep
  Network Models
Medical Image Segmentation with Limited Supervision: A Review of Deep Network Models
Jialin Peng
Ye Wang
VLM
160
67
0
28 Feb 2021
Recognition and standardization of cardiac MRI orientation via
  multi-tasking learning and deep neural networks
Recognition and standardization of cardiac MRI orientation via multi-tasking learning and deep neural networks
Ke Zhang
Xiahai Zhuang
111
6
0
17 Nov 2020
High-level Prior-based Loss Functions for Medical Image Segmentation: A
  Survey
High-level Prior-based Loss Functions for Medical Image Segmentation: A Survey
Rosana El Jurdia
Caroline Petitjean
P. Honeine
Veronika Cheplygina
F. Abdallah
SSegMedIm
134
89
0
16 Nov 2020
Anatomically-Informed Deep Learning on Contrast-Enhanced Cardiac MRI for
  Scar Segmentation and Clinical Feature Extraction
Anatomically-Informed Deep Learning on Contrast-Enhanced Cardiac MRI for Scar Segmentation and Clinical Feature Extraction
Haley G. Abramson
D. Popescu
R. Yu
Changxin Lai
J. Shade
Katherine C. Wu
Mauro Maggioni
Natalia A. Trayanova
111
3
0
21 Oct 2020
Shape Constrained CNN for Cardiac MR Segmentation with Simultaneous
  Prediction of Shape and Pose Parameters
Shape Constrained CNN for Cardiac MR Segmentation with Simultaneous Prediction of Shape and Pose Parameters
Sofie Tilborghs
T. Dresselaers
P. Claus
J. Bogaert
F. Maes
119
10
0
18 Oct 2020
Random Style Transfer based Domain Generalization Networks Integrating
  Shape and Spatial Information
Random Style Transfer based Domain Generalization Networks Integrating Shape and Spatial Information
Lei Li
V. Zimmer
Wangbin Ding
Fuping Wu
Liqin Huang
Julia A. Schnabel
Xiahai Zhuang
OODMedIm
92
22
0
27 Aug 2020
PC-U Net: Learning to Jointly Reconstruct and Segment the Cardiac Walls
  in 3D from CT Data
PC-U Net: Learning to Jointly Reconstruct and Segment the Cardiac Walls in 3D from CT Data
Meng Ye
Qiaoying Huang
Dong Yang
Pengxiang Wu
Jingru Yi
L. Axel
Dimitris N. Metaxas
3DPC
108
17
0
18 Aug 2020
Multi-Modality Pathology Segmentation Framework: Application to Cardiac
  Magnetic Resonance Images
Multi-Modality Pathology Segmentation Framework: Application to Cardiac Magnetic Resonance Images
Zhen Zhang
Chenyu Liu
Wangbin Ding
Sihan Wang
Chenhao Pei
Mingjing Yang
Liqin Huang
87
17
0
13 Aug 2020
AtrialJSQnet: A New Framework for Joint Segmentation and Quantification
  of Left Atrium and Scars Incorporating Spatial and Shape Information
AtrialJSQnet: A New Framework for Joint Segmentation and Quantification of Left Atrium and Scars Incorporating Spatial and Shape Information
Lei Li
V. Zimmer
Julia A. Schnabel
Xiahai Zhuang
81
45
0
11 Aug 2020
Cardiac Segmentation on Late Gadolinium Enhancement MRI: A Benchmark
  Study from Multi-Sequence Cardiac MR Segmentation Challenge
Cardiac Segmentation on Late Gadolinium Enhancement MRI: A Benchmark Study from Multi-Sequence Cardiac MR Segmentation Challenge
Xiahai Zhuang
Jiahang Xu
Xinzhe Luo
Chen Chen
Cheng Ouyang
...
Jiexiang Wang
Xinghao Ding
Xinyue Wang
Sen Yang
Lei Li
118
86
0
22 Jun 2020
A Survey on Incorporating Domain Knowledge into Deep Learning for
  Medical Image Analysis
A Survey on Incorporating Domain Knowledge into Deep Learning for Medical Image Analysis
Xiaozhen Xie
J. Niu
Xuefeng Liu
Zhengsu Chen
Shaojie Tang
Shui Yu
152
15
0
25 Apr 2020
Test-Time Adaptable Neural Networks for Robust Medical Image
  Segmentation
Test-Time Adaptable Neural Networks for Robust Medical Image Segmentation
Neerav Karani
Ertunc Erdil
K. Chaitanya
E. Konukoglu
OOD
153
180
0
09 Apr 2020
Segmentation-based Method combined with Dynamic Programming for Brain
  Midline Delineation
Segmentation-based Method combined with Dynamic Programming for Brain Midline Delineation
Shen Wang
Kongming Liang
Changzai Pan
Chuyang Ye
Xiuli Li
Feng Liu
Yizhou Yu
Yizhou Wang
40
6
0
27 Feb 2020
Heart Segmentation From MRI Scans Using Convolutional Neural Network
Heart Segmentation From MRI Scans Using Convolutional Neural Network
Shakeel Muhammad Ibrahim
M. Ibrahim
Muhammad Usman
I. Naseem
M. Moinuddin
43
3
0
21 Nov 2019
Deep learning for cardiac image segmentation: A review
Deep learning for cardiac image segmentation: A review
Chen Chen
C. Qin
Huaqi Qiu
G. Tarroni
Jinming Duan
Wenjia Bai
Daniel Rueckert
SSeg3DV
186
726
0
09 Nov 2019
Multi-sequence Cardiac MR Segmentation with Adversarial Domain
  Adaptation Network
Multi-sequence Cardiac MR Segmentation with Adversarial Domain Adaptation Network
Jiexiang Wang
Hongyu Huang
Chaoqi Chen
Wenao Ma
Yue Huang
Xinghao Ding
OOD
116
22
0
28 Oct 2019
Combining Multi-Sequence and Synthetic Images for Improved Segmentation
  of Late Gadolinium Enhancement Cardiac MRI
Combining Multi-Sequence and Synthetic Images for Improved Segmentation of Late Gadolinium Enhancement Cardiac MRI
Víctor M. Campello
Carlos Martín-Isla
C. Izquierdo
S. Petersen
M. A. G. Ballester
Karim Lekadir
MedIm
85
34
0
03 Sep 2019
Unsupervised Multi-modal Style Transfer for Cardiac MR Segmentation
Unsupervised Multi-modal Style Transfer for Cardiac MR Segmentation
Chen Chen
Cheng Ouyang
G. Tarroni
Jo Schlemper
Huaqi Qiu
Wenjia Bai
Daniel Rueckert
MedIm
142
73
0
20 Aug 2019
Segmentation of Multimodal Myocardial Images Using Shape-Transfer GAN
Segmentation of Multimodal Myocardial Images Using Shape-Transfer GAN
X. Tao
Hongrong Wei
Wufeng Xue
Dong Ni
MedIm
78
18
0
14 Aug 2019
Segmentation of MRI head anatomy using deep volumetric networks and
  multiple spatial priors
Segmentation of MRI head anatomy using deep volumetric networks and multiple spatial priorsJournal of Medical Imaging (JMI), 2025
Lukas Hirsch
Yu Huang
Lucas C. Parra
MedIm
227
9
0
24 May 2019
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