Title
Wireless Fingerprinting via Deep Learning: The Impact of Confounding Factors Metehan Cekic S. Gopalakrishnan Upamanyu Madhow 210 11 0 25 Feb 2020
CGCNN: Complex Gabor Convolutional Neural Network on raw speechIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2020 Paul-Gauthier Noé Titouan Parcollet Mohamed Morchid 111 30 0 11 Feb 2020
Vocoder-free End-to-End Voice Conversion with Transformer NetworkIEEE International Joint Conference on Neural Network (IJCNN), 2020 June-Woo Kim H. Jung Minho Lee 75 4 0 05 Feb 2020
The impact of Audio input representations on neural network based music transcriptionIEEE International Joint Conference on Neural Network (IJCNN), 2020 K. Cheuk Kat R. Agres Dorien Herremans 579 19 0 25 Jan 2020
Encoding word order in complex embeddingsInternational Conference on Learning Representations (ICLR), 2019 Benyou Wang Donghao Zhao Christina Lioma Qiuchi Li Peng Zhang J. Simonsen 219 124 0 27 Dec 2019
$Σ$ -net: Systematic Evaluation of Iterative Deep Neural Networks for Fast Parallel MR Image Reconstruction Kerstin Hammernik Jo Schlemper C. Qin Yanfu Zhang Ronald M. Summers Daniel Rueckert 116 24 0 18 Dec 2019
Design of optical neural networks with component imprecisionsOptics Express (OE), 2019 Michael Y.-S. Fang S. Manipatruni Casimir Wierzynski A. Khosrowshahi M. DeWeese 151 142 0 13 Dec 2019
Veni Vidi Dixi: Reliable Wireless Communication with Depth ImagesConference on Emerging Network Experiment and Technology (CoNEXT), 2019 Serkut Ayvaşık H. Gürsu W. Kellerer 94 14 0 04 Dec 2019
Investigating U-Nets with various Intermediate Blocks for Spectrogram-based Singing Voice Separation Woosung Choi Minseok Kim Jaehwa Chung Daewon Lee Soonyoung Jung 168 4 0 02 Dec 2019
Automatic Design of CNNs via Differentiable Neural Architecture Search for PolSAR Image ClassificationIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2019 Hongwei Dong Siyu Zhang B. Zou Lamei Zhang 164 51 0 16 Nov 2019
Spatially Regularized Parametric Map Reconstruction for Fast Magnetic Resonance Fingerprinting F. Balsiger Alain Jungo Olivier Scheidegger P. Carlier M. Reyes B. Marty 124 26 0 09 Nov 2019
Complex Transformer: A Framework for Modeling Complex-Valued SequenceIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2019 Muqiao Yang Martin Q. Ma Dongyu Li Yifan Hao Ruslan Salakhutdinov ViT 192 52 0 22 Oct 2019
SurReal: Complex-Valued Learning as Principled Transformations on a Scaling and Rotation Manifold Rudrasis Chakraborty Yifei Xing Stella X. Yu 185 8 0 18 Oct 2019
End-to-end speech enhancement based on discrete cosine transform Chuang Geng Lei Wang 155 18 0 17 Oct 2019
Physics-Informed Deep Neural Network Method for Limited Observability State Estimation J. Ostrometzky Konstantin Berestizshevsky A. Bernstein Gil Zussman 54 32 0 14 Oct 2019
Pixel-Wise PolSAR Image Classification via a Novel Complex-Valued Deep Fully Convolutional NetworkRemote Sensing (RS), 2019 Yi Cao Yan Wu Peng Zhang Wenkai Liang Ming Li 94 56 0 29 Sep 2019
Deep Complex Networks for Protocol-Agnostic Radio Frequency Device Fingerprinting in the Wild Ioannis Agadakos Nikolaos Agadakos Jason Polakis Mohamed R. Amer 102 18 0 18 Sep 2019
Resonant Machine Learning Based on Complex Growth Transform Dynamical SystemsIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019 Oindrila Chatterjee S. Chakrabartty 189 7 0 15 Aug 2019
SurReal: Fréchet Mean and Distance Transform for Complex-Valued Deep Learning Rudrasis Chakraborty Jiayun Wang Stella X. Yu 86 16 0 24 Jun 2019
Complex Signal Denoising and Interference Mitigation for Automotive Radar Using Convolutional Neural NetworksFusion (FUSION), 2019 J. Rock Máté Tóth Elmar Messner Paul Meissner Franz Pernkopf 118 49 0 24 Jun 2019
Real to H-space Encoder for Speech RecognitionInterspeech (Interspeech), 2019 Titouan Parcollet Mohamed Morchid G. Linarès R. Mori 121 1 0 17 Jun 2019
Neural Networks on Groups Stella Biderman 95 1 0 13 Jun 2019
Lightweight and Efficient Neural Natural Language Processing with Quaternion NetworksAnnual Meeting of the Association for Computational Linguistics (ACL), 2019 Yi Tay Aston Zhang Anh Tuan Luu J. Rao Shuai Zhang Shuohang Wang Jie Fu S. Hui 161 65 0 11 Jun 2019
Quaternion Collaborative Filtering for RecommendationInternational Joint Conference on Artificial Intelligence (IJCAI), 2019 Shuai Zhang Lina Yao Lucas Vinh Tran Aston Zhang Yi Tay 150 29 0 06 Jun 2019
Complex-valued neural networks for machine learning on non-stationary physical dataComputational Geosciences (Comput. Geosci.), 2019 Jesper Sören Dramsch M. Lüthje Anders Christensen 225 42 0 29 May 2019
Unsupervised Linear and Nonlinear Channel Equalization and Decoding using Variational AutoencodersIEEE Transactions on Cognitive Communications and Networking (IEEE TCCN), 2019 Avi Caciularu D. Burshtein 165 57 0 21 May 2019
Robust Wireless Fingerprinting via Complex-Valued Neural NetworksGlobal Communications Conference (GLOBECOM), 2019 S. Gopalakrishnan Metehan Cekic Upamanyu Madhow 96 44 0 19 May 2019
Deep Learning for Audio Signal ProcessingIEEE Journal on Selected Topics in Signal Processing (JSTSP), 2019 Hendrik Purwins Yue Liu Maria Sandsten Jan Schlüter Shuo-yiin Chang Tara N. Sainath VLM 351 668 0 30 Apr 2019
Lending Orientation to Neural Networks for Cross-view Geo-localization Liu Liu Hongdong Li 146 305 0 29 Mar 2019
Deep Octonion Networks Jiasong Wu Ling Xu Youyong Kong L. Senhadji H. Shu 153 47 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 133 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 232 369 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 90 5 0 06 Mar 2019
Widely Linear Complex-valued Autoencoder: Dealing with Noncircularity in Generative-Discriminative ModelsInternational Conference on Artificial Neural Networks (ICANN), 2019 Zeyang Yu Shengxi Li Danilo P. Mandic 89 3 0 05 Mar 2019
Quaternion Convolutional Neural NetworksEuropean Conference on Computer Vision (ECCV), 2018 Xuanyu Zhu Yi Tian Xu Hongteng Xu Changjian Chen 109 169 0 02 Mar 2019
ComplexFace: a Multi-Representation Approach for Image Classification with Small Dataset Guiying Zhang Yuxin Cui Yong Zhao Jianjun Hu CVBM 76 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 Abdelzaher AI4TS 129 84 0 21 Feb 2019
Widely Linear Kernels for Complex-Valued Kernel Activation Functions Simone Scardapane S. Van Vaerenbergh Danilo Comminiello A. Uncini 139 4 0 06 Feb 2019
Understanding and Training Deep Diagonal Circulant Neural Networks Alexandre Araujo Benjamin Négrevergne Y. Chevaleyre Jamal Atif 224 5 0 29 Jan 2019
Sequence Prediction using Spectral RNNs Moritz Wolter Juergen Gall Angela Yao AI4TS 119 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 73 0 0 29 Nov 2018
An overview of deep learning in medical imaging focusing on MRIZeitschrift für Medizinische Physik (Z Med Phys), 2018 A. Lundervold A. Lundervold OOD 274 1,780 0 25 Nov 2018
Complex Unitary Recurrent Neural Networks using Scaled Cayley Transform K. D. G. Maduranga Kyle E. Helfrich Qiang Ye 112 32 0 09 Nov 2018
On the Equivalence of Convolutional and Hadamard Networks using DFT M. Crâsmaru 103 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 188 35 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 Bingsheng Huang Dong Liang 231 130 0 30 Sep 2018
Using phase instead of optical flow for action recognition Omar Hommos S. Pintea Pascal Mettes Jan van Gemert 183 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 126 50 0 09 Jul 2018
Bayesian Deep Learning on a Quantum ComputerQuantum Machine Intelligence (QMI), 2018 Zhikuan Zhao Alejandro Pozas-Kerstjens Patrick Rebentrost P. Wittek UQCV BDL 170 75 0 29 Jun 2018
Complex Gated Recurrent Neural Networks Moritz Wolter Angela Yao AI4CE 243 67 0 21 Jun 2018

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Deep Complex Networks

27 May 2017

Papers citing "Deep Complex Networks"

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Title
Wireless Fingerprinting via Deep Learning: The Impact of Confounding Factors Metehan Cekic S. Gopalakrishnan Upamanyu Madhow 210 11 0 25 Feb 2020
CGCNN: Complex Gabor Convolutional Neural Network on raw speechIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2020 Paul-Gauthier Noé Titouan Parcollet Mohamed Morchid 111 30 0 11 Feb 2020
Vocoder-free End-to-End Voice Conversion with Transformer NetworkIEEE International Joint Conference on Neural Network (IJCNN), 2020 June-Woo Kim H. Jung Minho Lee 75 4 0 05 Feb 2020
The impact of Audio input representations on neural network based music transcriptionIEEE International Joint Conference on Neural Network (IJCNN), 2020 K. Cheuk Kat R. Agres Dorien Herremans 579 19 0 25 Jan 2020
Encoding word order in complex embeddingsInternational Conference on Learning Representations (ICLR), 2019 Benyou Wang Donghao Zhao Christina Lioma Qiuchi Li Peng Zhang J. Simonsen 219 124 0 27 Dec 2019
$Σ$ -net: Systematic Evaluation of Iterative Deep Neural Networks for Fast Parallel MR Image Reconstruction Kerstin Hammernik Jo Schlemper C. Qin Yanfu Zhang Ronald M. Summers Daniel Rueckert 116 24 0 18 Dec 2019
Design of optical neural networks with component imprecisionsOptics Express (OE), 2019 Michael Y.-S. Fang S. Manipatruni Casimir Wierzynski A. Khosrowshahi M. DeWeese 151 142 0 13 Dec 2019
Veni Vidi Dixi: Reliable Wireless Communication with Depth ImagesConference on Emerging Network Experiment and Technology (CoNEXT), 2019 Serkut Ayvaşık H. Gürsu W. Kellerer 94 14 0 04 Dec 2019
Investigating U-Nets with various Intermediate Blocks for Spectrogram-based Singing Voice Separation Woosung Choi Minseok Kim Jaehwa Chung Daewon Lee Soonyoung Jung 168 4 0 02 Dec 2019
Automatic Design of CNNs via Differentiable Neural Architecture Search for PolSAR Image ClassificationIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2019 Hongwei Dong Siyu Zhang B. Zou Lamei Zhang 164 51 0 16 Nov 2019
Spatially Regularized Parametric Map Reconstruction for Fast Magnetic Resonance Fingerprinting F. Balsiger Alain Jungo Olivier Scheidegger P. Carlier M. Reyes B. Marty 124 26 0 09 Nov 2019
Complex Transformer: A Framework for Modeling Complex-Valued SequenceIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2019 Muqiao Yang Martin Q. Ma Dongyu Li Yifan Hao Ruslan Salakhutdinov ViT 192 52 0 22 Oct 2019
SurReal: Complex-Valued Learning as Principled Transformations on a Scaling and Rotation Manifold Rudrasis Chakraborty Yifei Xing Stella X. Yu 185 8 0 18 Oct 2019
End-to-end speech enhancement based on discrete cosine transform Chuang Geng Lei Wang 155 18 0 17 Oct 2019
Physics-Informed Deep Neural Network Method for Limited Observability State Estimation J. Ostrometzky Konstantin Berestizshevsky A. Bernstein Gil Zussman 54 32 0 14 Oct 2019
Pixel-Wise PolSAR Image Classification via a Novel Complex-Valued Deep Fully Convolutional NetworkRemote Sensing (RS), 2019 Yi Cao Yan Wu Peng Zhang Wenkai Liang Ming Li 94 56 0 29 Sep 2019
Deep Complex Networks for Protocol-Agnostic Radio Frequency Device Fingerprinting in the Wild Ioannis Agadakos Nikolaos Agadakos Jason Polakis Mohamed R. Amer 102 18 0 18 Sep 2019
Resonant Machine Learning Based on Complex Growth Transform Dynamical SystemsIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019 Oindrila Chatterjee S. Chakrabartty 189 7 0 15 Aug 2019
SurReal: Fréchet Mean and Distance Transform for Complex-Valued Deep Learning Rudrasis Chakraborty Jiayun Wang Stella X. Yu 86 16 0 24 Jun 2019
Complex Signal Denoising and Interference Mitigation for Automotive Radar Using Convolutional Neural NetworksFusion (FUSION), 2019 J. Rock Máté Tóth Elmar Messner Paul Meissner Franz Pernkopf 118 49 0 24 Jun 2019
Real to H-space Encoder for Speech RecognitionInterspeech (Interspeech), 2019 Titouan Parcollet Mohamed Morchid G. Linarès R. Mori 121 1 0 17 Jun 2019
Neural Networks on Groups Stella Biderman 95 1 0 13 Jun 2019
Lightweight and Efficient Neural Natural Language Processing with Quaternion NetworksAnnual Meeting of the Association for Computational Linguistics (ACL), 2019 Yi Tay Aston Zhang Anh Tuan Luu J. Rao Shuai Zhang Shuohang Wang Jie Fu S. Hui 161 65 0 11 Jun 2019
Quaternion Collaborative Filtering for RecommendationInternational Joint Conference on Artificial Intelligence (IJCAI), 2019 Shuai Zhang Lina Yao Lucas Vinh Tran Aston Zhang Yi Tay 150 29 0 06 Jun 2019
Complex-valued neural networks for machine learning on non-stationary physical dataComputational Geosciences (Comput. Geosci.), 2019 Jesper Sören Dramsch M. Lüthje Anders Christensen 225 42 0 29 May 2019
Unsupervised Linear and Nonlinear Channel Equalization and Decoding using Variational AutoencodersIEEE Transactions on Cognitive Communications and Networking (IEEE TCCN), 2019 Avi Caciularu D. Burshtein 165 57 0 21 May 2019
Robust Wireless Fingerprinting via Complex-Valued Neural NetworksGlobal Communications Conference (GLOBECOM), 2019 S. Gopalakrishnan Metehan Cekic Upamanyu Madhow 96 44 0 19 May 2019
Deep Learning for Audio Signal ProcessingIEEE Journal on Selected Topics in Signal Processing (JSTSP), 2019 Hendrik Purwins Yue Liu Maria Sandsten Jan Schlüter Shuo-yiin Chang Tara N. Sainath VLM 351 668 0 30 Apr 2019
Lending Orientation to Neural Networks for Cross-view Geo-localization Liu Liu Hongdong Li 146 305 0 29 Mar 2019
Deep Octonion Networks Jiasong Wu Ling Xu Youyong Kong L. Senhadji H. Shu 153 47 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 133 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 232 369 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 90 5 0 06 Mar 2019
Widely Linear Complex-valued Autoencoder: Dealing with Noncircularity in Generative-Discriminative ModelsInternational Conference on Artificial Neural Networks (ICANN), 2019 Zeyang Yu Shengxi Li Danilo P. Mandic 89 3 0 05 Mar 2019
Quaternion Convolutional Neural NetworksEuropean Conference on Computer Vision (ECCV), 2018 Xuanyu Zhu Yi Tian Xu Hongteng Xu Changjian Chen 109 169 0 02 Mar 2019
ComplexFace: a Multi-Representation Approach for Image Classification with Small Dataset Guiying Zhang Yuxin Cui Yong Zhao Jianjun Hu CVBM 76 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 Abdelzaher AI4TS 129 84 0 21 Feb 2019
Widely Linear Kernels for Complex-Valued Kernel Activation Functions Simone Scardapane S. Van Vaerenbergh Danilo Comminiello A. Uncini 139 4 0 06 Feb 2019
Understanding and Training Deep Diagonal Circulant Neural Networks Alexandre Araujo Benjamin Négrevergne Y. Chevaleyre Jamal Atif 224 5 0 29 Jan 2019
Sequence Prediction using Spectral RNNs Moritz Wolter Juergen Gall Angela Yao AI4TS 119 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 73 0 0 29 Nov 2018
An overview of deep learning in medical imaging focusing on MRIZeitschrift für Medizinische Physik (Z Med Phys), 2018 A. Lundervold A. Lundervold OOD 274 1,780 0 25 Nov 2018
Complex Unitary Recurrent Neural Networks using Scaled Cayley Transform K. D. G. Maduranga Kyle E. Helfrich Qiang Ye 112 32 0 09 Nov 2018
On the Equivalence of Convolutional and Hadamard Networks using DFT M. Crâsmaru 103 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 188 35 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 Bingsheng Huang Dong Liang 231 130 0 30 Sep 2018
Using phase instead of optical flow for action recognition Omar Hommos S. Pintea Pascal Mettes Jan van Gemert 183 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 126 50 0 09 Jul 2018
Bayesian Deep Learning on a Quantum ComputerQuantum Machine Intelligence (QMI), 2018 Zhikuan Zhao Alejandro Pozas-Kerstjens Patrick Rebentrost P. Wittek UQCV BDL 170 75 0 29 Jun 2018
Complex Gated Recurrent Neural Networks Moritz Wolter Angela Yao AI4CE 243 67 0 21 Jun 2018