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Deep Complex Networks

27 May 2017

Papers citing "Deep Complex Networks"

50 / 259 papers shown

Title
Learning the Propagation of Worms in Wireless Sensor NetworksInternational Wireless Internet Conference (WICON), 2022 Yifan Wang Siqi Wang G. Tong AAML 116 1 0 20 Sep 2022
Clifford Neural Layers for PDE ModelingInternational Conference on Learning Representations (ICLR), 2022 Johannes Brandstetter Rianne van den Berg Max Welling Jayesh K. Gupta AI4CE 264 108 0 08 Sep 2022
Bispectral Neural NetworksInternational Conference on Learning Representations (ICLR), 2022 Sophia Sanborn Christian Shewmake Bruno A. Olshausen Christopher Hillar 219 16 0 07 Sep 2022
Complex-Value Spatio-temporal Graph Convolutional Neural Networks and its Applications to Electric Power Systems AIIEEE Transactions on Smart Grid (IEEE Trans. Smart Grid), 2022 Tong Wu Anna Scaglione D. Arnold GNN 217 20 0 17 Aug 2022
CoShNet: A Hybrid Complex Valued Neural Network using Shearlets Manny Ko Ujjawal K. Panchal Héctor Andrade-Loarca Andres Mendez-Vazquez 240 1 0 14 Aug 2022
A Hybrid Complex-valued Neural Network Framework with Applications to Electroencephalogram (EEG)Biomedical Signal Processing and Control (BSPC), 2022 Hang Du R. P. Riddell Xiaogang Wang 139 9 0 28 Jul 2022
Stochastic Restoration of Heavily Compressed Musical Audio using Generative Adversarial Networks Stefan Lattner J. Nistal 180 13 0 04 Jul 2022
FFCNet: Fourier Transform-Based Frequency Learning and Complex Convolutional Network for Colon Disease ClassificationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022 Kaini Wang Yuting He Shuaishuai Zhuang Juzheng Miao Xiaopu He Ping Zhou Guanyu Yang Guangquan Zhou Shuo Li 109 17 0 04 Jul 2022
DeStripe: A Self2Self Spatio-Spectral Graph Neural Network with Unfolded Hessian for Stripe Artifact Removal in Light-sheet MicroscopyInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022 Yu Liu K. Weiss Nassir Navab Carsten Marr Jan Huisken Tingying Peng 151 2 0 27 Jun 2022
Wideband Audio Waveform Evaluation Networks: Efficient, Accurate Estimation of Speech QualitiesIEEE Access (IEEE Access), 2022 Andrew A. Catellier S. Voran 107 4 0 27 Jun 2022
Noise-aware Physics-informed Machine Learning for Robust PDE Discovery Pongpisit Thanasutives Takeshi Morita M. Numao Ken-ichi Fukui PINN AI4CE 292 25 0 26 Jun 2022
FRCRN: Boosting Feature Representation using Frequency Recurrence for Monaural Speech EnhancementIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Shengkui Zhao Bin Ma Karn N. Watcharasupat W. Gan 220 129 0 15 Jun 2022
Adversarial Audio Synthesis with Complex-valued Polynomial Networks Yongtao Wu Grigorios G. Chrysos Volkan Cevher DiffM 223 4 0 14 Jun 2022
Acute Lymphoblastic Leukemia Detection Using Hypercomplex-Valued Convolutional Neural NetworksIEEE International Joint Conference on Neural Network (IJCNN), 2022 Guilherme Vieira Marcos Eduardo Valle 150 22 0 26 May 2022
High-Order Pooling for Graph Neural Networks with Tensor DecompositionNeural Information Processing Systems (NeurIPS), 2022 Chenqing Hua Guillaume Rabusseau Jian Tang 174 35 0 24 May 2022
$All-optical graph representation learning using integrated diffractive photonic computing units$ All-optical graph representation learning using integrated diffractive photonic computing unitsScience Advances (Sci Adv), 2022 Tao Yan Rui Yang Ziyang Zheng Xing Lin H. Xiong Qionghai Dai GNN 145 74 0 23 Apr 2022
Atmospheric Turbulence Removal with Complex-Valued Convolutional Neural NetworkPattern Recognition Letters (PR), 2022 Qirui Yang 140 33 0 14 Apr 2022
Learning Convolutional Neural Networks in the Frequency Domain H. Pan Yixin Chen Xin-Yi Niu Wenbo Zhou Dongsheng Li OOD 329 12 0 14 Apr 2022
BEHM-GAN: Bandwidth Extension of Historical Music using Generative Adversarial NetworksIEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2022 Eloi Moliner Vesa Valimaki 209 23 0 13 Apr 2022
Deep Learning in Spiking Phasor Neural Networks Connor Bybee E. P. Frady Friedrich T. Sommer 112 7 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 331 1 0 28 Mar 2022
Qualitative neural network approximation over R and C: Elementary proofs for analytic and polynomial activation Josiah Park Stephan Wojtowytsch 164 3 0 25 Mar 2022
Physics-Driven Deep Learning for Computational Magnetic Resonance ImagingIEEE Signal Processing Magazine (IEEE Signal Process. Mag.), 2022 Kerstin Hammernik Thomas Kustner Burhaneddin Yaman Zhengnan Huang Daniel Rueckert Florian Knoll Mehmet Akçakaya PINN MedIm AI4CE 296 114 0 23 Mar 2022
3D Human Pose Estimation Using Möbius Graph Convolutional NetworksEuropean Conference on Computer Vision (ECCV), 2022 Niloofar Azizi Horst Possegger Emanuele Rodolà Horst Bischof 3DH 150 15 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 Ajian Liu 194 12 0 03 Mar 2022
Deep, Deep Learning with BARTMagnetic Resonance in Medicine (MRM), 2022 Moritz Blumenthal Guanxiong Luo Martin Schilling H. C. M. Holme M. Uecker 154 20 0 28 Feb 2022
Non-Volatile Memory Accelerated Geometric Multi-Scale Resolution AnalysisIEEE Conference on High Performance Extreme Computing (HPEC), 2021 A. Wood Moshik Hershcovitch Daniel Waddington S. Cohen Meredith Wolf Hongjun Suh Weiyu Zong Peter Chin 132 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 128 11 0 20 Feb 2022
Iterative training of robust k-space interpolation networks for improved image reconstruction with limited scan specific training samplesMagnetic Resonance in Medicine (MRM), 2022 Peter Dawood F. Breuer P. Burd I. Homolya Johannes Oberberger P. Jakob M. Blaimer 182 7 0 10 Jan 2022
Quaternion-Valued Convolutional Neural Network Applied for Acute Lymphoblastic Leukemia Diagnosis M. Granero Cristhian Xavier Hernández Marcos Eduardo Valle 137 6 0 13 Dec 2021
Hybrid Neural Networks for On-device Directional Hearing Anran Wang Maruchi Kim Hao Zhang Shyamnath Gollakota 143 18 0 11 Dec 2021
Spectral Complexity-scaled Generalization Bound of Complex-valued Neural Networks Haowen Chen Fengxiang He Shiye Lei Dacheng Tao 113 0 0 07 Dec 2021
Co-domain Symmetry for Complex-Valued Deep Learning Utkarsh Singhal Yifei Xing Stella X. Yu 201 14 0 02 Dec 2021
MoRe-Fi: Motion-robust and Fine-grained Respiration Monitoring via Deep-Learning UWB RadarACM International Conference on Embedded Networked Sensor Systems (SenSys), 2021 Tianyue Zheng Zhe Chen Shujie Zhang Chao Cai Jun Luo 208 122 0 16 Nov 2021
Theoretical Exploration of Flexible Transmitter ModelIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021 Jin-Hui Wu Shao-Qun Zhang Yuan Jiang Zhiping Zhou 327 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 136 77 0 07 Nov 2021
Neural network is heterogeneous: Phase matters more Yuqi Nie Hui Yuan 273 3 0 03 Nov 2021
Self-Supervised Speech Denoising Using Only Noisy Audio SignalsSpeech Communication (Speech Commun.), 2021 Jiasong Wu Qingchun Li Guanyu Yang Lei Li L. Senhadji H. Shu 179 16 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 165 9 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 155 29 0 12 Oct 2021
An Investigation of the Effectiveness of Phase for Audio Classification Shunsuke Hidaka Kohei Wakamiya T. Kaburagi 107 6 0 06 Oct 2021
Joint magnitude estimation and phase recovery using Cycle-in-Cycle GAN for non-parallel speech enhancementIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021 Guochen Yu Andong Li Yutian Wang Yinuo Guo Hui Wang C. Zheng 265 5 0 26 Sep 2021
Frequency Pooling: Shift-Equivalent and Anti-Aliasing Downsampling Zhendong Zhang OOD 133 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 240 20 0 05 Sep 2021
Towards Understanding Theoretical Advantages of Complex-Reaction Networks Shao-Qun Zhang Gaoxin Wei Zhi Zhou 202 19 0 15 Aug 2021
R2RNet: Low-light Image Enhancement via Real-low to Real-normal NetworkJournal of Visual Communication and Image Representation (JVCIR), 2021 Jiang Hai Zhu Xuan Songchen Han Ren Yang Yutong Hao Fengzhu Zou Fang-Ju Lin 169 333 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 281 890 0 08 Jun 2021
Signal Transformer: Complex-valued Attention and Meta-Learning for Signal RecognitionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021 Yihong Dong Ying Peng Muqiao Yang Songtao Lu Qingjiang Shi 355 12 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 89 38 0 29 Apr 2021
Complex Neural Spatial Filter: Enhancing Multi-channel Target Speech Separation in Complex DomainIEEE Signal Processing Letters (IEEE SPL), 2021 Rongzhi Gu Shi-Xiong Zhang Yuexian Zou Dong Yu 125 38 0 26 Apr 2021