Advanced search
Publication Cover
Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization Volume 5, 2017 - Issue 5: Special Issue: Medical Image Understanding and Analysis
Submit an article Journal homepage
319
Views
44
CrossRef citations to date
0
Altmetric
Articles

Fine-tuned convolutional neural nets for cardiac MRI acquisition plane recognition

J. MargetaAsclepios, Inria Sophia Antipolis, 2004 Route des Lucioles, Sophia Antipolis, FranceCorrespondence[email protected]
ORCID Iconhttp://orcid.org/0000-0003-4882-0502
ORCID Icon,
A. CriminisiMachine Learning and Perception, Microsoft Research, Cambridge, UKORCID Iconhttp://orcid.org/0000-0001-7976-3374
ORCID Icon,
R. Cabrera LozoyaAsclepios, Inria Sophia Antipolis, 2004 Route des Lucioles, Sophia Antipolis, France
,
D.C. LeeFeinberg Cardiovascular Research Institute, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
&
N. AyacheAsclepios, Inria Sophia Antipolis, 2004 Route des Lucioles, Sophia Antipolis, France
Pages 339-349 | Received 01 Nov 2014, Accepted 09 Jun 2015, Published online: 13 Aug 2015

Citations (44)

Keep up to date with the latest research on this topic with citation updates for this article.

Subscribe to citation updates

Read on this site (1)

Jin Li, Peng Wang, Yang Zhou, Hong Liang, Yang Lu & Kuan Luan. (2021) A novel classification method of lymph node metastasis in colorectal cancer. Bioengineered 12:1, pages 2007-2021.
Read now

Articles from other publishers (43)

Ali Riza Cenk Celebi, Erkan Bulut & Aysun Sezer. (2022) Artificial intelligence based detection of age-related macular degeneration using optical coherence tomography with unique image preprocessing. European Journal of Ophthalmology 33:1, pages 65-73.
Crossref
Namgyu Ho & Yoon-Chul Kim. (2022) Estimation of Cardiac Short Axis Slice Levels with a Cascaded Deep Convolutional and Recurrent Neural Network Model. Tomography 8:6, pages 2749-2760.
Crossref
Atefe Aghaei, Mohsen Ebrahimi Moghaddam & Hamed Malek. (2022) Interpretable ensemble deep learning model for early detection of Alzheimer's disease using local interpretable model‐agnostic explanations. International Journal of Imaging Systems and Technology 32:6, pages 1889-1902.
Crossref
Ritabrata Sanyal, Devroop Kar & Ram Sarkar. (2022) Carcinoma Type Classification From High-Resolution Breast Microscopy Images Using a Hybrid Ensemble of Deep Convolutional Features and Gradient Boosting Trees Classifiers. IEEE/ACM Transactions on Computational Biology and Bioinformatics 19:4, pages 2124-2136.
Crossref
Thomas Hadler, Jens Wetzl, Steffen Lange, Christian Geppert, Max Fenski, Endri Abazi, Jan Gröschel, Clemens Ammann, Felix Wenson, Agnieszka Töpper, Sascha Däuber & Jeanette Schulz-Menger. (2022) Introduction of Lazy Luna an automatic software-driven multilevel comparison of ventricular function quantification in cardiovascular magnetic resonance imaging. Scientific Reports 12:1.
Crossref
Yongxian Zhang, Yuxuan Liu, Haiming Zhang & Guorui Ma. (2022) Multimodal Remote Sensing Image Matching Combining Learning Features and Delaunay Triangulation. IEEE Transactions on Geoscience and Remote Sensing 60, pages 1-17.
Crossref
Siti Shaliza Mohd Khairi, Mohd Aftar Abu Bakar, Mohd Almie Alias, Sakhinah Abu Bakar & Choong-Yeun Liong. (2021) A Preliminary Study of Convolutional Neural Network Architectures for Breast Cancer Image Classification. A Preliminary Study of Convolutional Neural Network Architectures for Breast Cancer Image Classification.
Joel Markus Vaz & S. Balaji. (2021) Convolutional neural networks (CNNs): concepts and applications in pharmacogenomics. Molecular Diversity 25:3, pages 1569-1584.
Crossref
Jacob L. Newman, John S. Phillips & Stephen J. Cox. (2021) 1D Convolutional Neural Networks for Detecting Nystagmus. IEEE Journal of Biomedical and Health Informatics 25:5, pages 1814-1823.
Crossref
Rocío Cabrera Lozoya, Arnaud Baumann, Antonino Sabetta & Michele Bezzi. (2021) Commit2Vec: Learning Distributed Representations of Code Changes. SN Computer Science 2:3.
Crossref
Vibha Gupta & Arnav Bhavsar. (2021) Heterogeneous ensemble with information theoretic diversity measure for human epithelial cell image classification. Medical & Biological Engineering & Computing 59:5, pages 1035-1054.
Crossref
Ana María Sánchez de la Nava, Felipe Atienza, Javier Bermejo & Francisco Fernández-Avilés. (2021) Artificial intelligence for a personalized diagnosis and treatment of atrial fibrillation. American Journal of Physiology-Heart and Circulatory Physiology 320:4, pages H1337-H1347.
Crossref
Hsueh-Ping Lu & Chao-Ton Su. (2021) CNNs Combined With a Conditional GAN for Mura Defect Classification in TFT-LCDs. IEEE Transactions on Semiconductor Manufacturing 34:1, pages 25-33.
Crossref
Namgyu Ho & Yoon-Chul Kim. (2021) Evaluation of transfer learning in deep convolutional neural network models for cardiac short axis slice classification. Scientific Reports 11:1.
Crossref
Panagiotis Marentakis, Pantelis Karaiskos, Vassilis Kouloulias, Nikolaos Kelekis, Stylianos Argentos, Nikolaos Oikonomopoulos & Constantinos Loukas. (2021) Lung cancer histology classification from CT images based on radiomics and deep learning models. Medical & Biological Engineering & Computing 59:1, pages 215-226.
Crossref
Dahdouh Yousra, Anouar Boudhir Abdelhakim & Ben Ahmed Mohamed. 2021. Emerging Trends in ICT for Sustainable Development. Emerging Trends in ICT for Sustainable Development 19 28 .
Shallu Sharma & Rajesh Mehra. (2019) Effect of layer-wise fine-tuning in magnification-dependent classification of breast cancer histopathological image. The Visual Computer 36:9, pages 1755-1769.
Crossref
Sara Hashemi, Hadi Veisi, Ebrahim Jafarzadehpur, Rouhollah Rahmani & Zainabolhoda Heshmati. (2020) Multi-view deep learning for rigid gas permeable lens base curve fitting based on Pentacam images. Medical & Biological Engineering & Computing 58:7, pages 1467-1482.
Crossref
E. Z. Omar. (2020) Investigation and classification of fibre deformation using interferometric and machine learning techniques. Applied Physics B 126:4.
Crossref
Vivian Brian Lobo, Jetso Analin, Ronald Melwin Laban & Shraddha S. More. (2020) Convergence of Blockchain and Artificial Intelligence to Decentralize Healthcare Systems. Convergence of Blockchain and Artificial Intelligence to Decentralize Healthcare Systems.
Nicolas Duchateau, Andrew P. King & Mathieu De Craene. (2020) Machine Learning Approaches for Myocardial Motion and Deformation Analysis. Frontiers in Cardiovascular Medicine 6.
Crossref
Yanjie Zhu, Ahmed S. Fahmy, Chong Duan, Shiro NakamoriReza Nezafat. (2020) Automated Myocardial T2 and Extracellular Volume Quantification in Cardiac MRI Using Transfer Learning–based Myocardium Segmentation. Radiology: Artificial Intelligence 2:1, pages e190034.
Crossref
Marzieh Mousavian, Jianhua Chen & Steven Greening. (2019) Depression Detection Using Feature Extraction and Deep Learning from sMRI Images. Depression Detection Using Feature Extraction and Deep Learning from sMRI Images.
Pandey & Vora. (2019) Open Electronics for Medical Devices: State-of-Art and Unique Advantages. Electronics 8:11, pages 1256.
Crossref
Anna Kuzina, Evgenii Egorov & Evgeny Burnaev. (2019) Bayesian Generative Models for Knowledge Transfer in MRI Semantic Segmentation Problems. Frontiers in Neuroscience 13.
Crossref
Nikita Nogovitsyn, Roberto Souza, Meghan Muller, Amelia Srajer, Stefanie Hassel, Stephen R. Arnott, Andrew D. Davis, Geoffrey B. Hall, Jacqueline K. Harris, Mojdeh Zamyadi, Paul D. Metzak, Zahinoor Ismail, Signe L. Bray, Catherine Lebel, Jean M. Addington, Roumen Milev, Kate L. Harkness, Benicio N. Frey, Raymond W. Lam, Stephen C. Strother, Benjamin I. Goldstein, Susan Rotzinger, Sidney H. Kennedy & Glenda M. MacQueen. (2019) Testing a deep convolutional neural network for automated hippocampus segmentation in a longitudinal sample of healthy participants. NeuroImage 197, pages 589-597.
Crossref
William S. Weintraub. (2019) Role of Big Data in Cardiovascular Research. Journal of the American Heart Association 8:14.
Crossref
Zar Nawab Khan Swati, Qinghua Zhao, Muhammad Kabir, Farman Ali, Zakir Ali, Saeed Ahmed & Jianfeng Lu. (2019) Brain tumor classification for MR images using transfer learning and fine-tuning. Computerized Medical Imaging and Graphics 75, pages 34-46.
Crossref
Muazzam Maqsood, Faria Nazir, Umair Khan, Farhan Aadil, Habibullah Jamal, Irfan Mehmood & Oh-young Song. (2019) Transfer Learning Assisted Classification and Detection of Alzheimer’s Disease Stages Using 3D MRI Scans. Sensors 19:11, pages 2645.
Crossref
Naeim Bahrami, Tara Retson, Kevin Blansit, Kang Wang & Albert Hsiao. (2019) Automated selection of myocardial inversion time with a convolutional neural network: Spatial temporal ensemble myocardium inversion network (STEMI-NET). Magnetic Resonance in Medicine 81:5, pages 3283-3291.
Crossref
Alejandra Moreno, Jefferson Rodriguez & Fabio Martinez. (2019) Regional Multiscale Motion Representation for Cardiac Disease Prediction. Regional Multiscale Motion Representation for Cardiac Disease Prediction.
Naimul Mefraz Khan, Nabila Abraham & Marcia Hon. (2019) Transfer Learning With Intelligent Training Data Selection for Prediction of Alzheimer’s Disease. IEEE Access 7, pages 72726-72735.
Crossref
Sivaramakrishnan Rajaraman & Sameer Antani. 2019. Recent Trends in Image Processing and Pattern Recognition. Recent Trends in Image Processing and Pattern Recognition 42 57 .
Medhani Menikdiwela, Chuong Nguyen & Marnie Shaw. (2018) Deep Learning on Brain Cortical Thickness Data for Disease Classification. Deep Learning on Brain Cortical Thickness Data for Disease Classification.
Ren Togo, Kenta Ishihara, Takahiro Ogawa & Miki Haseyama. (2018) Anonymous Gastritis Image Generation via Adversarial Learning from Gastric X-Ray Images. Anonymous Gastritis Image Generation via Adversarial Learning from Gastric X-Ray Images.
Farahana Suhaimi & Zaw Zaw Htike. (2018) Feature map size selection for fMRI classification on end-to-end deep convolutional neural networks. International Journal of ADVANCED AND APPLIED SCIENCES 5:8, pages 95-103.
Crossref
Huu Ton Le, Thierry Urruty, Marie Beurton-Aimar, Thi Phuong Nghiem, Hoang Tung Tran, Romain Verset, Marie Ballere, Hien Phuong Lai & Muriel Visani. 2018. Modern Approaches for Intelligent Information and Database Systems. Modern Approaches for Intelligent Information and Database Systems 355 365 .
Nima Tajbakhsh & Kenji Suzuki. 2018. Artificial Intelligence in Decision Support Systems for Diagnosis in Medical Imaging. Artificial Intelligence in Decision Support Systems for Diagnosis in Medical Imaging 31 58 .
Marcia Hon & Naimul Mefraz Khan. (2017) Towards Alzheimer's disease classification through transfer learning. Towards Alzheimer's disease classification through transfer learning.
Li Yu, Yi Guo, Yuanyuan Wang, Jinhua Yu & Ping Chen. (2017) Segmentation of Fetal Left Ventricle in Echocardiographic Sequences Based on Dynamic Convolutional Neural Networks. IEEE Transactions on Biomedical Engineering 64:8, pages 1886-1895.
Crossref
Ashnil Kumar, Jinman Kim, David Lyndon, Michael Fulham & Dagan Feng. (2017) An Ensemble of Fine-Tuned Convolutional Neural Networks for Medical Image Classification. IEEE Journal of Biomedical and Health Informatics 21:1, pages 31-40.
Crossref
Nima Tajbakhsh, Jae Y. Shin, Suryakanth R. Gurudu, R. Todd Hurst, Christopher B. Kendall, Michael B. Gotway & Jianming Liang. (2016) Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?. IEEE Transactions on Medical Imaging 35:5, pages 1299-1312.
Crossref
Mohammad Havaei, Nicolas Guizard, Hugo Larochelle & Pierre-Marc Jodoin. 2016. Machine Learning for Health Informatics. Machine Learning for Health Informatics 125 148 .

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.