Late Fusion U-Net with GAN-Based Augmentation for Generalizable Cardiac MRI Segmentation (English)
- New search for: Al Khalil, Yasmina
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- New search for: Breeuwer, Marcel
- New search for: Puyol Antón, Esther
- New search for: Pop, Mihaela
- New search for: Martín-Isla, Carlos
- New search for: Sermesant, Maxime
- New search for: Suinesiaputra, Avan
- New search for: Camara, Oscar
- New search for: Lekadir, Karim
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- New search for: Al Khalil, Yasmina
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In:
Statistical Atlases and Computational Models of the Heart. Multi-Disease, Multi-View, and Multi-Center Right Ventricular Segmentation in Cardiac MRI Challenge
: 12th International Workshop, STACOM 2021, Held in Conjunction with MICCAI 2021, Strasbourg, France, September 27, 2021, Revised Selected Papers
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Chapter: 39
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360-373
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2022
- Article/Chapter (Book) / Electronic Resource
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Title:Late Fusion U-Net with GAN-Based Augmentation for Generalizable Cardiac MRI Segmentation
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Additional title:Lect.Notes Computer
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Contributors:Puyol Antón, Esther ( editor ) / Pop, Mihaela ( editor ) / Martín-Isla, Carlos ( editor ) / Sermesant, Maxime ( editor ) / Suinesiaputra, Avan ( editor ) / Camara, Oscar ( editor ) / Lekadir, Karim ( editor ) / Young, Alistair ( editor ) / Al Khalil, Yasmina ( author ) / Amirrajab, Sina ( author )
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Conference:International Workshop on Statistical Atlases and Computational Models of the Heart ; 2021 ; Strasbourg, France
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Published in:Statistical Atlases and Computational Models of the Heart. Multi-Disease, Multi-View, and Multi-Center Right Ventricular Segmentation in Cardiac MRI Challenge : 12th International Workshop, STACOM 2021, Held in Conjunction with MICCAI 2021, Strasbourg, France, September 27, 2021, Revised Selected Papers ; Chapter: 39 ; 360-373Lecture Notes in Computer Science ; 13131 ; 360-373
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Publisher:
- New search for: Springer International Publishing
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Place of publication:Cham
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Publication date:2022-01-14
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Size:14 pages
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ISBN:
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ISSN:
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DOI:
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Type of media:Article/Chapter (Book)
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Type of material:Electronic Resource
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Language:English
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Keywords:
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Source:
Table of contents eBook
The tables of contents are generated automatically and are based on the data records of the individual contributions available in the index of the TIB portal. The display of the Tables of Contents may therefore be incomplete.
- 1
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Multi-atlas Segmentation of the Aorta from 4D Flow MRI: Comparison of Several Fusion StrategiesMarin-Castrillon, Diana M. / Boucher, Arnaud / Lin, Siyu / Bernard, Chloe / Morgant, Marie-Catherine / Cochet, Alexandre / Lalande, Alain / Bouchot, Olivier / Presles, Benoit et al. | 2022
- 2
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Quality-Aware Cine Cardiac MRI Reconstruction and Analysis from Undersampled K-Space DataMachado, Inês / Puyol-Antón, Esther / Hammernik, Kerstin / Cruz, Gastão / Ugurlu, Devran / Ruijsink, Bram / Castelo-Branco, Miguel / Young, Alistair / Prieto, Claudia / Schnabel, Julia A. et al. | 2022
- 3
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Coronary Artery Centerline Refinement Using GCN Trained with Synthetic DataGuo, Zhanqiang / Zhang, Yifan / Feng, Jianjiang / Yang, Eddy / Qin, Lan / Zhou, Jie et al. | 2022
- 4
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Novel Imaging Biomarkers to Evaluate Heart Dysfunction Post-chemotherapy: A Preclinical MRI Feasibility StudyLin, Peter / Escartin, Terenz / Ng, Matthew / Li, Mengyuan / Larsen, Melissa / Barry, Jennifer / Roifman, Idan / Pop, Mihaela et al. | 2022
- 5
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A Bi-atrial Statistical Shape Model as a Basis to Classify Left Atrial Enlargement from Simulated and Clinical 12-Lead ECGsNagel, Claudia / Schaufelberger, Matthias / Dössel, Olaf / Loewe, Axel et al. | 2022
- 6
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Vessel Extraction and Analysis of Aortic DissectionFang, Hui / Guo, Zhanqiang / Shao, Guozhu / Tan, Zimeng / Yu, Jinyang / Liu, Jia / Cao, Yukun / Zhou, Jie / Shi, Heshui / Feng, Jianjiang et al. | 2022
- 7
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The Impact of Domain Shift on Left and Right Ventricle Segmentation in Short Axis Cardiac MR ImagesUgurlu, Devran / Puyol-Antón, Esther / Ruijsink, Bram / Young, Alistair / Machado, Inês / Hammernik, Kerstin / King, Andrew P. / Schnabel, Julia A. et al. | 2022
- 8
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Characterizing Myocardial Ischemia and Reperfusion Patterns with Hierarchical Manifold LearningFreiche, Benoît / Clarysse, Patrick / Viallon, Magalie / Croisille, Pierre / Duchateau, Nicolas et al. | 2022
- 9
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Generating Subpopulation-Specific Biventricular Anatomy Models Using Conditional Point Cloud Variational AutoencodersBeetz, Marcel / Banerjee, Abhirup / Grau, Vicente et al. | 2022
- 10
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Improved AI-Based Segmentation of Apical and Basal Slices from Clinical Cine CMRMariscal-Harana, Jorge / Kifle, Naomi / Razavi, Reza / King, Andrew P. / Ruijsink, Bram / Puyol-Antón, Esther et al. | 2022
- 11
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Mesh Convolutional Neural Networks for Wall Shear Stress Estimation in 3D Artery ModelsSuk, Julian / Haan, Pim de / Lippe, Phillip / Brune, Christoph / Wolterink, Jelmer M. et al. | 2022
- 12
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Hierarchical Multi-modality Prediction Model to Assess Obesity-Related RemodellingBernardino, Gabriel / Clarysse, Patrick / Sepúlveda-Martínez, Álvaro / Rodríguez-López, Mérida / Prat-Gonzàlez, Susanna / Sitges, Marta / Gratacós, Eduard / Crispi, Fàtima / Duchateau, Nicolas et al. | 2022
- 13
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Neural Angular Plaque Characterization: Automated Quantification of Polar Distribution for Plaque CompositionCho, Hyungjoo / Choi, Dongmin / Min, Hyun-Seok / Kang, Soo-Jin / Kim, Hwiyoung et al. | 2022
- 14
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Simultaneous Segmentation and Motion Estimation of Left Ventricular Myocardium in 3D Echocardiography Using Multi-task LearningTa, Kevinminh / Ahn, Shawn S. / Stendahl, John C. / Langdon, Jonathan / Sinusas, Albert J. / Duncan, James S. et al. | 2022
- 15
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Statistical Shape Analysis of the Tricuspid Valve in Hypoplastic Left Heart SyndromeVicory, Jared / Herz, Christian / Allemang, David / Nam, Hannah H. / Cianciulli, Alana / Vigil, Chad / Han, Ye / Lasso, Andras / Jolley, Matthew A. / Paniagua, Beatriz et al. | 2022
- 16
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An Unsupervised 3D Recurrent Neural Network for Slice Misalignment Correction in Cardiac MR ImagingChang, Qi / Yan, Zhennan / Ye, Meng / Mikael, Kanski / Al’Aref, Subhi / Axel, Leon / Metaxas, Dimitris N. et al. | 2022
- 17
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Unsupervised Multi-modality Registration Network Based on Spatially Encoded Gradient InformationDing, Wangbin / Li, Lei / Huang, Liqin / Zhuang, Xiahai et al. | 2022
- 18
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In-silico Analysis of Device-Related Thrombosis for Different Left Atrial Appendage Occluder SettingsPlanas, Eric / Mill, Jordi / Olivares, Andy L. / Morales, Xabier / Pons, Maria Isabel / Iriart, Xavier / Cochet, Hubert / Camara, Oscar et al. | 2022
- 19
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Valve Flattening with Functional Biomarkers for the Assessment of Mitral Valve RepairCasademunt, Paula / Camara, Oscar / Bijnens, Bart / Lluch, Èric / Morales, Hernan G. et al. | 2022
- 20
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Multi-modality Cardiac Segmentation via Mixing Domains for Unsupervised AdaptationWu, Fuping / Li, Lei / Zhuang, Xiahai et al. | 2022
- 21
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Uncertainty-Aware Training for Cardiac Resynchronisation Therapy Response PredictionDawood, Tareen / Chen, Chen / Andlauer, Robin / Sidhu, Baldeep S. / Ruijsink, Bram / Gould, Justin / Porter, Bradley / Elliott, Mark / Mehta, Vishal / Rinaldi, C. Aldo et al. | 2022
- 22
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Cross-domain Artefact Correction of Cardiac MRIÖzer, Caner / Öksüz, İlkay et al. | 2022
- 23
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Detection and Classification of Coronary Artery Plaques in Coronary Computed Tomography Angiography Using 3D CNNChen, Jun-Ting / Huang, Yu-Cheng / Roth, Holger / Yang, Dong / Lee, Chih-Kuo / Lee, Wen-Jeng / Wang, Tzung-Dau / Chou, Cheng-Ying / Wang, Weichung et al. | 2022
- 24
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Predicting 3D Cardiac Deformations with Point Cloud AutoencodersBeetz, Marcel / Ossenberg-Engels, Julius / Banerjee, Abhirup / Grau, Vicente et al. | 2022
- 25
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Influence of Morphometric and Mechanical Factors in Thoracic Aorta Finite Element ModelingZhang, Ruifen / Sigovan, Monica / Clarysse, Patrick et al. | 2022
- 26
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Right Ventricle Segmentation via Registration and Multi-input Modalities in Cardiac Magnetic Resonance Imaging from Multi-disease, Multi-view and Multi-centerSun, Xiaowu / Cheng, Li-Hsin / van der Geest, Rob J. et al. | 2022
- 27
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Using MRI-specific Data Augmentation to Enhance the Segmentation of Right Ventricle in Multi-disease, Multi-center and Multi-view Cardiac MRIArega, Tewodros Weldebirhan / Legrand, François / Bricq, Stéphanie / Meriaudeau, Fabrice et al. | 2022
- 28
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Right Ventricular Segmentation from Short- and Long-Axis MRIs via Information TransitionLi, Lei / Ding, Wangbin / Huang, Liqin / Zhuang, Xiahai et al. | 2022
- 29
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Tempera: Spatial Transformer Feature Pyramid Network for Cardiac MRI SegmentationGalazis, Christoforos / Wu, Huiyi / Li, Zhuoyu / Petri, Camille / Bharath, Anil A. / Varela, Marta et al. | 2022
- 30
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Multi-view SA-LA Net: A Framework for Simultaneous Segmentation of RV on Multi-view Cardiac MR ImagesJabbar, Sana / Bukhari, Syed Talha / Mohy-ud-Din, Hassan et al. | 2022
- 31
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Right Ventricular Segmentation in Multi-view Cardiac MRI Using a Unified U-net ModelQueirós, Sandro et al. | 2022
- 32
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Deformable Bayesian Convolutional Networks for Disease-Robust Cardiac MRI SegmentationFulton, Mitchell J. / Heckman, Christoffer R. / Rentschler, Mark E. et al. | 2022
- 33
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Consistency Based Co-segmentation for Multi-view Cardiac MRI Using Vision TransformerGao, Zheyao / Zhuang, Xiahai et al. | 2022
- 34
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Refined Deep Layer Aggregation for Multi-Disease, Multi-View & Multi-Center Cardiac MR SegmentationLiu, Di / Yan, Zhennan / Chang, Qi / Axel, Leon / Metaxas, Dimitris N. et al. | 2022
- 35
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A Multi-view Crossover Attention U-Net Cascade with Fourier Domain Adaptation for Multi-domain Cardiac MRI SegmentationBeetz, Marcel / Corral Acero, Jorge / Grau, Vicente et al. | 2022
- 36
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Multi-disease, Multi-view and Multi-center Right Ventricular Segmentation in Cardiac MRI Using Efficient Late-Ensemble Deep Learning ApproachMazher, Moona / Qayyum, Abdul / Benzinou, Abdesslam / Abdel-Nasser, Mohamed / Puig, Domenec et al. | 2022
- 37
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Automated Segmentation of the Right Ventricle from Magnetic Resonance Imaging Using Deep Convolutional Neural NetworksPunithakumar, Kumaradevan / Carscadden, Adam / Noga, Michelle et al. | 2022
- 38
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3D Right Ventricle Reconstruction from 2D U-Net Segmentation of Sparse Short-Axis and 4-Chamber Cardiac Cine MRI ViewsTautz, Lennart / Walczak, Lars / Manini, Chiara / Hennemuth, Anja / Hüllebrand, Markus et al. | 2022
- 39
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Late Fusion U-Net with GAN-Based Augmentation for Generalizable Cardiac MRI SegmentationAl Khalil, Yasmina / Amirrajab, Sina / Pluim, Josien / Breeuwer, Marcel et al. | 2022
- 40
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Using Out-of-Distribution Detection for Model Refinement in Cardiac Image SegmentationGalati, Francesco / Zuluaga, Maria A. et al. | 2022