Analysis of deep complex‐valued convolutional neural networks for MRI reconstruction and phase‐focused applications

Magnetic Resonance in Medicine ◽

10.1002/mrm.28733 ◽

2021 ◽

Author(s):

Elizabeth Cole ◽

Joseph Cheng ◽

John Pauly ◽

Shreyas Vasanawala

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Mri Reconstruction ◽

Download Full-text

Complex-valued convolutional neural networks for real-valued image classification

2017 International Joint Conference on Neural Networks (IJCNN) ◽

10.1109/ijcnn.2017.7965936 ◽

2017 ◽

Author(s):

Calin-Adrian Popa

Keyword(s):

Neural Networks ◽

Image Classification ◽

Convolutional Neural Networks ◽

Download Full-text

Fourier Transform-Based Image Classification Using Complex-Valued Convolutional Neural Networks

Advances in Neural Networks – ISNN 2018 - Lecture Notes in Computer Science ◽

10.1007/978-3-319-92537-0_35 ◽

2018 ◽

pp. 300-309 ◽

Author(s):

Călin-Adrian Popa ◽

Cosmin Cernăzanu-Glăvan

Keyword(s):

Neural Networks ◽

Fourier Transform ◽

Image Classification ◽

Convolutional Neural Networks ◽

Download Full-text

Similar land-form discovery: Complex absolute-value max pooling in complex-valued convolutional neural networks in interferometric synthetic aperture radar

2020 International Joint Conference on Neural Networks (IJCNN) ◽

10.1109/ijcnn48605.2020.9207122 ◽

2020 ◽

Author(s):

Yuki Sunaga ◽

Ryo Natsuaki ◽

Akira Hirose

Keyword(s):

Neural Networks ◽

Synthetic Aperture Radar ◽

Convolutional Neural Networks ◽

Synthetic Aperture ◽

Interferometric Synthetic Aperture Radar ◽

Land Form ◽

Absolute Value ◽

Max Pooling ◽

Complex Valued ◽

Download Full-text

Partial Fourier reconstruction of complex MR images using complex‐valued convolutional neural networks

Magnetic Resonance in Medicine ◽

10.1002/mrm.29033 ◽

2021 ◽

Author(s):

Linfang Xiao ◽

Yilong Liu ◽

Zheyuan Yi ◽

Yujiao Zhao ◽

Linshan Xie ◽

...

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Mr Images ◽

Fourier Reconstruction ◽

Download Full-text

Complex-Valued Convolutional Neural Networks in Interferometric Synthetic Aperture Radar and Their Teacher-Image Pollution Influence on the Performance

IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium ◽

10.1109/igarss39084.2020.9323147 ◽

2020 ◽

Author(s):

Yuki Sunaga ◽

Ryo Natsuaki ◽

Akira Hirose

Keyword(s):

Neural Networks ◽

Synthetic Aperture Radar ◽

Convolutional Neural Networks ◽

Synthetic Aperture ◽

Interferometric Synthetic Aperture Radar ◽

Complex Valued ◽

Download Full-text

Complex-Valued Convolutional Neural Networks for Automotive Scene Classification Based on Range-Beam-Doppler Tensors

2020 IEEE 23rd International Conference on Intelligent Transportation Systems (ITSC) ◽

10.1109/itsc45102.2020.9294335 ◽

2020 ◽

Author(s):

Michael Meyer ◽

Georg Kuschk ◽

Sven Tomforde

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Scene Classification ◽

Download Full-text

Classification of Schizophrenia Patients and Healthy Controls Using ICA of Complex-Valued fMRI Data and Convolutional Neural Networks

Advances in Neural Networks – ISNN 2019 - Lecture Notes in Computer Science ◽

10.1007/978-3-030-22808-8_53 ◽

2019 ◽

pp. 540-547 ◽

Author(s):

Yue Qiu ◽

Qiu-Hua Lin ◽

Li-Dan Kuang ◽

Wen-Da Zhao ◽

Xiao-Feng Gong ◽

...

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Fmri Data ◽

Healthy Controls ◽

Download Full-text

Notice of Violation of IEEE Publication Principles: Channel Decoding Based on Complex-valued Convolutional Neural Networks

2020 2nd 6G Wireless Summit (6G SUMMIT) ◽

10.1109/6gsummit49458.2020.9083899 ◽

2020 ◽

Author(s):

Lun Li ◽

Guanghui Yu ◽

Jin Xu ◽

Liguang Li

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Channel Decoding ◽

Download Full-text

Deep Hybrid Real-Complex-Valued Convolutional Neural Networks for Image Classification

2018 International Joint Conference on Neural Networks (IJCNN) ◽

10.1109/ijcnn.2018.8489274 ◽

2018 ◽

Author(s):

Calin-Adrian Popa

Keyword(s):

Neural Networks ◽

Image Classification ◽

Convolutional Neural Networks ◽

Complex Valued ◽

Download Full-text

Complex-valued unsupervised convolutional neural networks for sleep stage classification

Computer Methods and Programs in Biomedicine ◽

10.1016/j.cmpb.2018.07.015 ◽

2018 ◽

Vol 164 ◽

pp. 181-191 ◽

Author(s):

Junming Zhang ◽

Yan Wu

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Sleep Stage ◽

Stage Classification ◽

Sleep Stage Classification ◽

Download Full-text