Deep Complex Networks

27 May 2017

Papers citing "Deep Complex Networks"

50 / 242 papers shown

Title
BEHM-GAN: Bandwidth Extension of Historical Music using Generative Adversarial Networks Eloi Moliner Vesa Valimaki 18 18 0 13 Apr 2022
Deep Learning in Spiking Phasor Neural Networks Connor Bybee E. P. Frady Friedrich T. Sommer 11 6 0 01 Apr 2022
Differentiable Microscopy Designs an All Optical Phase Retrieval Microscope Kithmini Herath Udith Haputhanthri Ramith Hettiarachchi Hasindu Kariyawasam Raja N. Ahmad Azeem Ahmad B. Ahluwalia Chamira U. S. Edussooriya D. Wadduwage 13 1 0 28 Mar 2022
Qualitative neural network approximation over R and C: Elementary proofs for analytic and polynomial activation Josiah Park Stephan Wojtowytsch 20 1 0 25 Mar 2022
Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging Kerstin Hammernik Thomas Kustner Burhaneddin Yaman Zhengnan Huang Daniel Rueckert Florian Knoll Mehmet Akçakaya PINN MedIm AI4CE 24 69 0 23 Mar 2022
3D Human Pose Estimation Using Möbius Graph Convolutional Networks Niloofar Azizi Horst Possegger Emanuele Rodolà Horst Bischof 3DH 20 10 0 20 Mar 2022
A photonic chip-based machine learning approach for the prediction of molecular properties Hui Zhang Jonathan Wei Zhong Lau Lingxiao Wan Liang Shi H. Cai Xianshu Luo Guo-qiang Lo Chee-Kong Lee L. Kwek A. Liu 35 10 0 03 Mar 2022
Deep, Deep Learning with BART Moritz Blumenthal Guanxiong Luo Martin Schilling H. C. M. Holme M. Uecker 20 15 0 28 Feb 2022
Non-Volatile Memory Accelerated Geometric Multi-Scale Resolution Analysis A. Wood Moshik Hershcovitch Daniel Waddington S. Cohen Meredith Wolf Hongjun Suh Weiyu Zong Peter Chin 11 3 0 21 Feb 2022
An Analysis of Complex-Valued CNNs for RF Data-Driven Wireless Device Classification Jun Chen Weng-Keen Wong B. Hamdaoui Abdurrahman Elmaghbub K. Sivanesan R. Dorrance Lily L. Yang 18 10 0 20 Feb 2022
Iterative training of robust k-space interpolation networks for improved image reconstruction with limited scan specific training samples Peter Dawood F. Breuer P. Burd I. Homolya Johannes Oberberger P. Jakob M. Blaimer 22 5 0 10 Jan 2022
Quaternion-Valued Convolutional Neural Network Applied for Acute Lymphoblastic Leukemia Diagnosis M. Granero Cristhian Xavier Hernández Marcos Eduardo Valle 9 4 0 13 Dec 2021
Hybrid Neural Networks for On-device Directional Hearing Anran Wang Maruchi Kim Hao Zhang Shyamnath Gollakota 14 15 0 11 Dec 2021
Spectral Complexity-scaled Generalization Bound of Complex-valued Neural Networks Haowen Chen Fengxiang He Shiye Lei Dacheng Tao 11 0 0 07 Dec 2021
Co-domain Symmetry for Complex-Valued Deep Learning Utkarsh Singhal Yifei Xing Stella X. Yu 25 12 0 02 Dec 2021
MoRe-Fi: Motion-robust and Fine-grained Respiration Monitoring via Deep-Learning UWB Radar Tianyue Zheng Zhe Chen Shujie Zhang Chao Cai Jun-Jie Luo 16 93 0 16 Nov 2021
Theoretical Exploration of Flexible Transmitter Model Jin-Hui Wu Shao-Qun Zhang Yuan Jiang Zhiping Zhou 33 3 0 11 Nov 2021
CubeLearn: End-to-end Learning for Human Motion Recognition from Raw mmWave Radar Signals Peijun Zhao C. Lu Bing Wang A. Trigoni Andrew Markham 14 43 0 07 Nov 2021
Neural network is heterogeneous: Phase matters more Yuqi Nie Hui Yuan 60 3 0 03 Nov 2021
Self-Supervised Speech Denoising Using Only Noisy Audio Signals Jiasong Wu Qingchun Li Guanyu Yang Lei Li L. Senhadji H. Shu 4 10 0 30 Oct 2021
MGC: A Complex-Valued Graph Convolutional Network for Directed Graphs Jie M. Zhang Bo Hui P. Harn Minmin Sun Wei-Shinn Ku 19 8 0 14 Oct 2021
Learning ground states of quantum Hamiltonians with graph networks Dmitrii Kochkov Tobias Pfaff Alvaro Sanchez-Gonzalez Peter W. Battaglia B. Clark 44 26 0 12 Oct 2021
An Investigation of the Effectiveness of Phase for Audio Classification Shunsuke Hidaka Kohei Wakamiya T. Kaburagi 23 4 0 06 Oct 2021
Joint magnitude estimation and phase recovery using Cycle-in-Cycle GAN for non-parallel speech enhancement Guochen Yu Andong Li Yutian Wang Yinuo Guo Hui Wang C. Zheng 34 4 0 26 Sep 2021
Frequency Pooling: Shift-Equivalent and Anti-Aliasing Downsampling Zhendong Zhang OOD 15 5 0 24 Sep 2021
A Two-stage Complex Network using Cycle-consistent Generative Adversarial Networks for Speech Enhancement Guochen Yu Yutian Wang Hui Wang Qin Zhang C. Zheng GAN 42 18 0 05 Sep 2021
Towards Understanding Theoretical Advantages of Complex-Reaction Networks Shao-Qun Zhang Gaoxin Wei Zhi-Hua Zhou 15 17 0 15 Aug 2021
R2RNet: Low-light Image Enhancement via Real-low to Real-normal Network Jiang Hai Zhu Xuan Songchen Han Ren Yang Yutong Hao Fengzhu Zou Fang-Ju Lin 15 220 0 28 Jun 2021
SpeechBrain: A General-Purpose Speech Toolkit Mirco Ravanelli Titouan Parcollet Peter William VanHarn Plantinga Aku Rouhe Samuele Cornell ... William Aris Hwidong Na Yan Gao R. Mori Yoshua Bengio 6 750 0 08 Jun 2021
Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognition Yihong Dong Ying Peng Muqiao Yang Songtao Lu Qingjiang Shi 40 9 0 05 Jun 2021
Complex-valued Convolutional Neural Networks for Enhanced Radar Signal Denoising and Interference Mitigation Alexander Fuchs J. Rock Máté Tóth Paul Meissner Franz Pernkopf 16 33 0 29 Apr 2021
Complex Neural Spatial Filter: Enhancing Multi-channel Target Speech Separation in Complex Domain Rongzhi Gu Shi-Xiong Zhang Yuexian Zou Dong Yu 39 34 0 26 Apr 2021
RingCNN: Exploiting Algebraically-Sparse Ring Tensors for Energy-Efficient CNN-Based Computational Imaging Chao-Tsung Huang 32 10 0 19 Apr 2021
Dual-Octave Convolution for Accelerated Parallel MR Image Reconstruction Chun-Mei Feng Zhanyuan Yang Geng Chen Yong Xu Ling Shao 19 29 0 12 Apr 2021
Complex Spectral Mapping With Attention Based Convolution Recurrent Neural Network for Speech Enhancement Liming Zhou Yongyu Gao Ziluo Wang Jiwei Li Wenbin Zhang 17 16 0 12 Apr 2021
Speech Denoising Without Clean Training Data: A Noise2Noise Approach M. M. Kashyap Anuj Tambwekar Krishnamoorthy Manohara S. Natarajan 6 37 0 08 Apr 2021
Parameterized Hypercomplex Graph Neural Networks for Graph Classification Tuan Le Marco Bertolini Frank Noé Djork-Arné Clevert 8 15 0 30 Mar 2021
BCNN: Binary Complex Neural Network Yanfei Li Tong Geng Ang Li Huimin Yu MQ 22 8 0 28 Mar 2021
Looking into Your Speech: Learning Cross-modal Affinity for Audio-visual Speech Separation Jiyoung Lee Soo-Whan Chung Sunok Kim Hong-Goo Kang K. Sohn 4 51 0 25 Mar 2021
Blind Speech Separation and Dereverberation using Neural Beamforming Lukas Pfeifenberger Franz Pernkopf 8 5 0 24 Mar 2021
Detecting quantum entanglement with unsupervised learning Yiwei Chen Yu Pan Guofeng Zhang Shuming Cheng 8 37 0 08 Mar 2021
Quantitative approximation results for complex-valued neural networks A. Caragea D. Lee J. Maly G. Pfander F. Voigtlaender 13 5 0 25 Feb 2021
MITNet: GAN Enhanced Magnetic Induction Tomography Based on Complex CNN Zuohui Chen Qing Yuan Xujie Song Cheng Chen Dan Zhang Yun Xiang Ruigang Liu Qi Xuan MedIm 46 8 0 16 Feb 2021
Deep Neural Networks for Radar Waveform Classification Michael Wharton Anne Pavy Philip Schniter 19 2 0 15 Feb 2021
CLNet: Complex Input Lightweight Neural Network designed for Massive MIMO CSI Feedback Sijie Ji Mo Li 13 103 0 15 Feb 2021
Real-time Monaural Speech Enhancement With Short-time Discrete Cosine Transform Qinglong Li Fei Gao Haixing Guan Kaichi Ma 15 23 0 09 Feb 2021
Monaural Speech Enhancement with Complex Convolutional Block Attention Module and Joint Time Frequency Losses Shengkui Zhao Trung Hieu Nguyen B. Ma 11 41 0 03 Feb 2021
Neural Networks with Complex-Valued Weights Have No Spurious Local Minima Xingtu Liu MLT 8 0 0 31 Jan 2021
A Survey of Complex-Valued Neural Networks J. Bassey Lijun Qian Xianfang Li 15 123 0 28 Jan 2021
A shallow neural model for relation prediction Caglar Demir Diego Moussallem A. N. Ngomo 11 11 0 22 Jan 2021