Investigating the Effects of Transfer Learning on ROI-based Classification of Chest CT Images: A Case Study on Diffuse Lung Diseases

Journal of Signal Processing Systems ◽

10.1007/s11265-019-01499-w ◽

2020 ◽

Vol 92 (3) ◽

pp. 307-313 ◽

Author(s):

Shingo Mabu ◽

Ami Atsumo ◽

Shoji Kido ◽

Takashi Kuremoto ◽

Yasushi Hirano

Keyword(s):

Transfer Learning ◽

Lung Diseases ◽

Ct Images ◽

Chest Ct ◽

Diffuse Lung Diseases ◽

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Domain Transformation of Chest CT Images Using Semi-Supervised Cycle GAN for Opacity Classification of Diffuse Lung Diseases

Proceedings of International Conference on Artificial Life and Robotics ◽

10.5954/icarob.2021.gs8-4 ◽

2021 ◽

Vol 26 ◽

pp. 490-495

Author(s):

Masashi Miyake ◽

Shingo Mabu ◽

Shoji Kido ◽

Takashi Kuremoto

Keyword(s):

Lung Diseases ◽

Ct Images ◽

Chest Ct ◽

Diffuse Lung Diseases ◽

Domain Transformation ◽

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Semi-supervised CycleGAN for domain transformation of chest CT images and its application to opacity classification of diffuse lung diseases

International Journal of Computer Assisted Radiology and Surgery ◽

10.1007/s11548-021-02490-2 ◽

2021 ◽

Author(s):

Shingo Mabu ◽

Masashi Miyake ◽

Takashi Kuremoto ◽

Shoji Kido

Keyword(s):

Lung Diseases ◽

Ct Images ◽

Chest Ct ◽

Diffuse Lung Diseases ◽

Domain Transformation ◽

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Analysis of the effects of transfer learning on opacity classification of diffuse lung diseases using convolutional neural network

International Forum on Medical Imaging in Asia 2019 ◽

10.1117/12.2521229 ◽

2019 ◽

Author(s):

Ami Atsumo ◽

Shingo Mabu ◽

Shoji Kido ◽

Yasushi Hirano ◽

Takashi Kuremoto

Keyword(s):

Neural Network ◽

Convolutional Neural Network ◽

Transfer Learning ◽

Lung Diseases ◽

Diffuse Lung Diseases ◽

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Classification of patterns for diffuse lung diseases in thoracic CT images by AdaBoost algorithm

10.1117/12.811497 ◽

2009 ◽

Author(s):

Masayuki Kuwahara ◽

Shoji Kido ◽

Hayaru Shouno

Keyword(s):

Lung Diseases ◽

Ct Images ◽

Adaboost Algorithm ◽

Thoracic Ct ◽

Diffuse Lung Diseases ◽

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Determination of lung regions on chest ct images with diffuse lung diseases by use of anatomical structures and pulmonary textures

2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) ◽

10.1109/embc.2015.7319019 ◽

2015 ◽

Author(s):

Kyohei Karasawa ◽

Shoji Kido ◽

Yasushi Hirano ◽

Kazuki Kozuka

Keyword(s):

Lung Diseases ◽

Ct Images ◽

Chest Ct ◽

Anatomical Structures ◽

Diffuse Lung Diseases ◽

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Opacity Labeling of Diffuse Lung Diseases in CT Images Using Unsupervised and Semi-supervised Learning

Intelligent Systems Reference Library - Deep Learning in Healthcare ◽

10.1007/978-3-030-32606-7_10 ◽

2019 ◽

pp. 165-179

Author(s):

Shingo Mabu ◽

Shoji Kido ◽

Yasuhi Hirano ◽

Takashi Kuremoto

Keyword(s):

Supervised Learning ◽

Lung Diseases ◽

Ct Images ◽

Diffuse Lung Diseases ◽

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Classification of Diffuse Lung Diseases Using Heterogeneous Ensemble Classifiers

Communications in Computer and Information Science - Big Data, Machine Learning, and Applications ◽

10.1007/978-3-030-62625-9_8 ◽

2020 ◽

pp. 83-94

Author(s):

Shyla Raj ◽

D. S. Vinod ◽

Nagaraj Murthy

Keyword(s):

Lung Diseases ◽

Ensemble Classifiers ◽

Diffuse Lung Diseases ◽

Heterogeneous Ensemble ◽

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Classification of Diffuse Lung Diseases: Why and How

Radiology ◽

10.1148/radiol.13120908 ◽

2013 ◽

Vol 268 (3) ◽

pp. 628-640 ◽

Author(s):

David M. Hansell

Keyword(s):

Lung Diseases ◽

Diffuse Lung Diseases ◽

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Classification of diffuse lung diseases patterns by a sparse representation based method on HRCT images

2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) ◽

10.1109/embc.2013.6610784 ◽

2013 ◽

Author(s):

Wei Zhao ◽

Rui Xu ◽

Yasushi Hirano ◽

Rie Tachibana ◽

Shoji Kido

Keyword(s):

Sparse Representation ◽

Lung Diseases ◽

Diffuse Lung Diseases ◽

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Evaluation of Deep Feedforward Neural Networks for Classification of Diffuse Lung Diseases

Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications - Lecture Notes in Computer Science ◽

10.1007/978-3-319-75193-1_19 ◽

2018 ◽

pp. 152-159

Author(s):

Isadora Cardoso ◽

Eliana Almeida ◽

Héctor Allende-Cid ◽

Alejandro C. Frery ◽

Rangaraj M. Rangayyan ◽

...

Keyword(s):

Neural Networks ◽

Lung Diseases ◽

Feedforward Neural Networks ◽

Diffuse Lung Diseases ◽

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