qinggangsun / keras_complex_valued_networks

Complex valued ResNet & DenseNet using Keras with TensorFlow 1.12 backend.

keras_complex_valued_networks

Complex valued convolutional nerual networks using keras-gpu 2.2.4 with tensorflow-gpu 1.12.0 backend. Including ResNet architecture for classification.

Reference

Please cite the original work as:

Deep Complex Networks
@ARTICLE {,
author = "Chiheb Trabelsi, Olexa Bilaniuk, Ying Zhang, Dmitriy Serdyuk, Sandeep Subramanian, João Felipe Santos, Soroush Mehri, Negar Rostamzadeh, Yoshua Bengio, Christopher J Pal",
title = "Deep Complex Networks",
journal = "arXiv preprint arXiv:1705.09792",
year = "2017" }

Complex-Valued Neural Networks in Keras with Tensorflow
@misc{dramsch2019complex,
title = {Complex-Valued Neural Networks in Keras with Tensorflow},
url = {https://figshare.com/articles/Complex-Valued_Neural_Networks_in_Keras_with_Tensorflow/9783773/1},
DOI = {10.6084/m9.figshare.9783773},
publisher = {figshare},
author = {Dramsch, Jesper S{"o}ren and Contributors}, year = {2019} }

ResNet

Keras-ResNet

DenseNet

Dense Net in Keras

Related works

Deep Complex Networks (ICLR 2018)
On Complex Valued Convolutional Neural Networks
Spectral Representations for Convolutional Neural Networks
Complex-Valued_Networks
Deep Complex Networks
Complex-Valued MRI Reconstruction - Unrolled Architecture
Complex ResNet Aided DoA Estimation for Near-Field MIMO Systems
Li W., Xie W., Wang Z. (2020) Complex-Valued Densely Connected Convolutional Networks. In: Zeng J., Jing W., Song X., Lu Z. (eds) Data Science. ICPCSEE 2020. Communications in Computer and Information Science, vol 1257. Springer, Singapore. https://doi.org/10.1007/978-981-15-7981-3_21