Deep Complex Networks

27 May 2017

Papers citing "Deep Complex Networks"

42 / 242 papers shown

Title
SurReal: Fréchet Mean and Distance Transform for Complex-Valued Deep Learning Rudrasis Chakraborty Jiayun Wang Stella X. Yu 19 15 0 24 Jun 2019
Complex Signal Denoising and Interference Mitigation for Automotive Radar Using Convolutional Neural Networks J. Rock Máté Tóth Elmar Messner Paul Meissner Franz Pernkopf 18 44 0 24 Jun 2019
Real to H-space Encoder for Speech Recognition Titouan Parcollet Mohamed Morchid G. Linarès R. Mori 19 0 0 17 Jun 2019
Neural Networks on Groups Stella Biderman 28 1 0 13 Jun 2019
Lightweight and Efficient Neural Natural Language Processing with Quaternion Networks Yi Tay Aston Zhang Anh Tuan Luu J. Rao Shuai Zhang Shuohang Wang Jie Fu S. Hui 23 55 0 11 Jun 2019
Quaternion Collaborative Filtering for Recommendation Shuai Zhang Lina Yao Lucas Vinh Tran Aston Zhang Yi Tay 14 27 0 06 Jun 2019
Complex-valued neural networks for machine learning on non-stationary physical data Jesper Sören Dramsch M. Lüthje Anders Christensen 33 35 0 29 May 2019
Unsupervised Linear and Nonlinear Channel Equalization and Decoding using Variational Autoencoders Avi Caciularu D. Burshtein 12 48 0 21 May 2019
Robust Wireless Fingerprinting via Complex-Valued Neural Networks S. Gopalakrishnan Metehan Cekic Upamanyu Madhow 16 39 0 19 May 2019
Deep Learning for Audio Signal Processing Hendrik Purwins Bo-wen Li Tuomas Virtanen Jan Schlüter Shuo-yiin Chang Tara N. Sainath VLM 24 584 0 30 Apr 2019
Lending Orientation to Neural Networks for Cross-view Geo-localization Liu Liu Hongdong Li 9 239 0 29 Mar 2019
Deep Octonion Networks Jiasong Wu Ling Xu Youyong Kong L. Senhadji H. Shu 18 42 0 20 Mar 2019
Compressed Sensing: From Research to Clinical Practice with Data-Driven Learning Joseph Y. Cheng Feiyu Chen Christopher M. Sandino Morteza Mardani John M. Pauly S. Vasanawala 16 12 0 19 Mar 2019
Phase-aware Speech Enhancement with Deep Complex U-Net Hyeong-Seok Choi Jang-Hyun Kim Jaesung Huh A. Kim Jung-Woo Ha Kyogu Lee 21 326 0 07 Mar 2019
Compressing complex convolutional neural network based on an improved deep compression algorithm Jiasong Wu Hongshan Ren Youyong Kong Chunfeng Yang L. Senhadji H. Shu 14 5 0 06 Mar 2019
Widely Linear Complex-valued Autoencoder: Dealing with Noncircularity in Generative-Discriminative Models Zeyang Yu Shengxi Li Danilo P. Mandic 14 3 0 05 Mar 2019
Quaternion Convolutional Neural Networks Xuanyu Zhu Yi Tian Xu Hongteng Xu Changjian Chen 11 151 0 02 Mar 2019
ComplexFace: a Multi-Representation Approach for Image Classification with Small Dataset Guiying Zhang Yuxin Cui Yong Zhao Jianjun Hu CVBM 27 0 0 21 Feb 2019
STFNets: Learning Sensing Signals from the Time-Frequency Perspective with Short-Time Fourier Neural Networks Shuochao Yao Ailing Piao Wenjun Jiang Yiran Zhao Huajie Shao ... Tianshi Wang Shaohan Hu Lu Su Jiawei Han Tarek F. Abdelzaher AI4TS 20 78 0 21 Feb 2019
Widely Linear Kernels for Complex-Valued Kernel Activation Functions Simone Scardapane S. Van Vaerenbergh Danilo Comminiello A. Uncini 16 4 0 06 Feb 2019
Understanding and Training Deep Diagonal Circulant Neural Networks Alexandre Araujo Benjamin Négrevergne Y. Chevaleyre Jamal Atif 19 4 0 29 Jan 2019
Sequence Prediction using Spectral RNNs Moritz Wolter Juergen Gall Angela Yao AI4TS 19 2 0 13 Dec 2018
Utilizing Complex-valued Network for Learning to Compare Image Patches Siwen Jiang Wenxuan Wei Shihao Guo Hongguang Fu Lei Huang SSL 9 0 0 29 Nov 2018
An overview of deep learning in medical imaging focusing on MRI A. Lundervold A. Lundervold OOD 6 1,605 0 25 Nov 2018
Complex Unitary Recurrent Neural Networks using Scaled Cayley Transform K. D. G. Maduranga Kyle E. Helfrich Q. Ye 15 33 0 09 Nov 2018
On the Equivalence of Convolutional and Hadamard Networks using DFT M. Crâsmaru 11 0 0 27 Oct 2018
The loss surface of deep linear networks viewed through the algebraic geometry lens D. Mehta Tianran Chen Tingting Tang J. Hauenstein ODL 14 30 0 17 Oct 2018
DIMENSION: Dynamic MR Imaging with Both K-space and Spatial Prior Knowledge Obtained via Multi-Supervised Network Training Shanshan Wang Ziwen Ke Huitao Cheng Seng Jia L. Ying Hairong Zheng Dong Liang 17 118 0 30 Sep 2018
Using phase instead of optical flow for action recognition Omar Hommos S. Pintea Pascal Mettes J. C. V. Gemert 39 13 0 10 Sep 2018
Complex Fully Convolutional Neural Networks for MR Image Reconstruction M. A. Dedmari Sailesh Conjeti Santiago Estrada Phillip Ehses T. Stöcker M. Reuter 6 46 0 09 Jul 2018
Bayesian Deep Learning on a Quantum Computer Zhikuan Zhao Alejandro Pozas-Kerstjens P. Rebentrost P. Wittek UQCV BDL 10 69 0 29 Jun 2018
Complex Gated Recurrent Neural Networks Moritz Wolter Angela Yao AI4CE 19 64 0 21 Jun 2018
Quaternion Convolutional Neural Networks for End-to-End Automatic Speech Recognition Titouan Parcollet Wenjie Qu Mohamed Morchid C. Trabelsi G. Linarès R. Mori Yoshua Bengio 18 98 0 20 Jun 2018
Quaternion Recurrent Neural Networks Titouan Parcollet Mirco Ravanelli Mohamed Morchid G. Linarès C. Trabelsi R. Mori Yoshua Bengio 13 129 0 12 Jun 2018
Backpropagation with N-D Vector-Valued Neurons Using Arbitrary Bilinear Products Zhe-Cheng Fan T. Chan Yi-Hsuan Yang J. Jang 16 7 0 24 May 2018
Highly Scalable Image Reconstruction using Deep Neural Networks with Bandpass Filtering Joseph Y. Cheng Feiyu Chen M. Alley John M. Pauly S. Vasanawala 13 43 0 08 May 2018
$All-Optical Machine Learning Using Diffractive Deep Neural Networks$ All-Optical Machine Learning Using Diffractive Deep Neural Networks Xing Lin Y. Rivenson N. Yardimci Muhammed Veli Mona Jarrahi Aydogan Ozcan 73 1,628 0 14 Apr 2018
Complex-valued Neural Networks with Non-parametric Activation Functions Simone Scardapane S. Van Vaerenbergh Amir Hussain A. Uncini 23 81 0 22 Feb 2018
Deep Quaternion Networks Chase J. Gaudet Anthony Maida 17 162 0 13 Dec 2017
Invariances and Data Augmentation for Supervised Music Transcription John Thickstun Zaïd Harchaoui Dean Phillips Foster Sham Kakade 33 62 0 13 Nov 2017
Complex and Holographic Embeddings of Knowledge Graphs: A Comparison Théo Trouillon Maximilian Nickel 12 40 0 05 Jul 2017
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 233 7,904 0 13 Jun 2015