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Deep Complex Networks

27 May 2017

Papers citing "Deep Complex Networks"

50 / 259 papers shown

Title
$RIS-Based On-the-Air Semantic Communications -- a Diffractional Deep Neural Network Approach$ RIS-Based On-the-Air Semantic Communications -- a Diffractional Deep Neural Network ApproachIEEE wireless communications (IEEE Wireless Commun.), 2023 Shuyi Chen Yingzhe Hui Yifan Qin Yueyi Yuan Weixiao Meng Xuewen Luo Hsiao-Hwa Chen DiffM 159 12 0 01 Dec 2023
Channel-Feedback-Free Transmission for Downlink FD-RAN: A Radio Map based Complex-valued Precoding Network ApproachChina Communications (China Commun.), 2023 Zhao Jiwei Jiacheng Chen Sun Zeyu Yuhang Shi Zhou Haibo Xuemin Shen Shen 162 4 0 30 Nov 2023
Decodable and Sample Invariant Continuous Object EncoderInternational Conference on Learning Representations (ICLR), 2023 Dehao Yuan Furong Huang Cornelia Fermuller Yiannis Aloimonos 228 3 0 31 Oct 2023
A Deep Learning Framework for Spatiotemporal Ultrasound Localization MicroscopyIEEE Transactions on Medical Imaging (IEEE TMI), 2021 Léo Milecki Jonathan Porée H. Belgharbi Chloé Bourquin R. Damseh P. Delafontaine-Martel F. Lesage Maxime Gasse Jean Provost 134 73 0 12 Oct 2023
PHYDI: Initializing Parameterized Hypercomplex Neural Networks as Identity FunctionsInternational Workshop on Machine Learning for Signal Processing (MLSP), 2023 Matteo Mancanelli Eleonora Grassucci A. Uncini Danilo Comminiello AI4CE 241 3 0 11 Oct 2023
Multi-scale MRI reconstruction via dilated ensemble networks Wendi Ma M. B. Lorenzana Wei Dai Hongfu Sun Shekhar S. Chandra 245 0 0 07 Oct 2023
CoNO: Complex Neural Operator for Continuous Dynamical Systems Karn Tiwari N. M. A. Krishnan P. PrathoshA 239 3 0 03 Oct 2023
Physics Inspired Hybrid Attention for SAR Target RecognitionIsprs Journal of Photogrammetry and Remote Sensing (ISPRS J. Photogramm. Remote Sens.), 2023 Zhongling Huang Chong Wu Xiwen Yao Zhicheng Zhao Xiankai Huang Junwei Han 154 35 0 27 Sep 2023
Deep Complex U-Net with Conformer for Audio-Visual Speech Enhancement Shafique Ahmed Chia-Wei Chen Wenze Ren Chin-Jou Li Ernie Chu Jun-Cheng Chen Amir Hussain H. Wang Yu Tsao Jen-Cheng Hou 198 6 0 20 Sep 2023
Emerging Approaches for THz Array Imaging: A Tutorial Review and Software Tool Josiah W. Smith Murat Torlak 166 1 0 16 Sep 2023
Complex-Valued Neural Networks for Data-Driven Signal Processing and Signal Understanding Josiah W. Smith 115 13 0 14 Sep 2023
Assessing the Generalization Gap of Learning-Based Speech Enhancement Systems in Noisy and Reverberant EnvironmentsIEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2023 Philippe Gonzalez T. S. Alstrøm Tobias May 150 18 0 12 Sep 2023
$PRISTA-Net: Deep Iterative Shrinkage Thresholding Network for Coded Diffraction Patterns Phase Retrieval$ PRISTA-Net: Deep Iterative Shrinkage Thresholding Network for Coded Diffraction Patterns Phase Retrieval Aoxu Liu Xiaohong Fan Yin Yang Jianping Zhang 238 4 0 08 Sep 2023
OCHID-Fi: Occlusion-Robust Hand Pose Estimation in 3D via RF-VisionIEEE International Conference on Computer Vision (ICCV), 2023 Shujie Zhang Tianyue Zheng Zhe Chen Jingzhi Hu Abdelwahed Khamis Jiajun Liu Jun Luo 171 8 0 20 Aug 2023
Neural Networks at a Fraction with Pruned Quaternions Sahel Mohammad Iqbal Subhankar Mishra 145 5 0 13 Aug 2023
As large as it gets: Learning infinitely large Filters via Neural Implicit Functions in the Fourier Domain Julia Grabinski J. Keuper Margret Keuper 278 8 0 19 Jul 2023
Quaternion Convolutional Neural Networks: Current Advances and Future DirectionsAdvances in Applied Clifford Algebras (AACA), 2023 Gerardo Altamirano-Gomez C. Gershenson 227 12 0 17 Jul 2023
Syntax-Aware Complex-Valued Neural Machine TranslationInternational Conference on Artificial Neural Networks (ICANN), 2023 Yang Liu Yuexian Hou 81 1 0 17 Jul 2023
K-Space-Aware Cross-Modality Score for Synthesized Neuroimage Quality Assessment Guoyang Xie Jinbao Wang Yawen Huang Jiayi Lyu Feng Zheng Yefeng Zheng Yaochu Jin 184 0 0 10 Jul 2023
Non-contact Sensing for Anomaly Detection in Wind Turbine Blades: A focus-SVDD with Complex-Valued Auto-Encoder ApproachMechanical systems and signal processing (MSSP), 2023 Gaëtan Frusque D. Mitchell J. Blanche David Flynn Olga Fink 250 15 0 19 Jun 2023
Building Blocks for a Complex-Valued Transformer ArchitectureIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Florian Eilers Xiaoyi Jiang ViT 215 21 0 16 Jun 2023
Towards Large-scale Single-shot Millimeter-wave Imaging for Low-cost Security InspectionNature Communications (Nat. Commun.), 2023 Liheng Bian Daoyu Li Shuoguang Wang Chun-yuen Teng Huteng Liu Hanwen Xu Xuyang Chang Guoqiang Zhao Shiyong Li Jun Zhang 113 5 0 25 May 2023
Complex Mixer for MedMNIST Classification Decathlon Zhuoran Zheng Xiuyi Jia 122 7 0 20 Apr 2023
Physics-Informed Optical Kernel Regression Using Complex-valued Neural FieldsDesign Automation Conference (DAC), 2023 Guojin Chen Zehua Pei Haoyu Yang Yuzhe Ma Bei Yu Martin D. F. Wong 162 18 0 15 Mar 2023
Adapting Pre-trained Language Models for Quantum Natural Language Processing Qiuchi Li Benyou Wang Yudong Zhu Christina Lioma Qun Liu AI4CE 207 5 0 24 Feb 2023
D2Former: A Fully Complex Dual-Path Dual-Decoder Conformer Network using Joint Complex Masking and Complex Spectral Mapping for Monaural Speech EnhancementIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Shengkui Zhao Bin Ma 239 21 0 23 Feb 2023
Theory and Implementation of Complex-Valued Neural Networks J. A. Barrachina Chengfang Ren G. Vieillard C. Morisseau J. Ovarlez 114 15 0 16 Feb 2023
Geometric Clifford Algebra NetworksInternational Conference on Machine Learning (ICML), 2023 David Ruhe Jayesh K. Gupta Steven De Keninck Max Welling Johannes Brandstetter AI4CE 297 49 0 13 Feb 2023
Complex Network for Complex Problems: A comparative study of CNN and Complex-valued CNNInternational Conference on Image Processing, Applications and Systems (ICIPAS), 2022 S. Chatterjee Pavan Tummala Oliver Speck A. Nürnberger 134 17 0 09 Feb 2023
Noncommutative $C^$ -algebra Net: Learning Neural Networks with Powerful Product Structure in $C^$ -algebra Ryuichiro Hataya Yuka Hashimoto 262 4 0 26 Jan 2023
Deep Axial Hypercomplex Networks Nazmul Shahadat Anthony Maida 159 1 0 11 Jan 2023
Enhancing ResNet Image Classification Performance by using Parameterized Hypercomplex Multiplication Nazmul Shahadat Anthony Maida 114 9 0 11 Jan 2023
Rethinking complex-valued deep neural networks for monaural speech enhancementInterspeech (Interspeech), 2023 Haibin Wu Ke Tan Buye Xu Anurag Kumar Daniel D. E. Wong 107 10 0 11 Jan 2023
Quaternion Backpropagation Johannes Pöppelbaum Andreas Schwung 72 0 0 26 Dec 2022
A Neural Network Warm-Start Approach for the Inverse Acoustic Obstacle Scattering Problem Mo Zhou Jiequn Han M. Rachh C. Borges AI4CE 229 17 0 16 Dec 2022
Fully complex-valued deep learning model for visual perceptionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Aniruddh Sikdar Sumanth Udupa Suresh Sundaram 187 6 0 14 Dec 2022
Fully Complex-valued Fully Convolutional Multi-feature Fusion Network (FC2MFN) for Building Segmentation of InSAR imagesIEEE Symposium Series on Computational Intelligence (IEEE SSCI), 2022 Aniruddh Sikdar Sumanth Udupa Suresh Sundaram N. Sundararajan 103 12 0 14 Dec 2022
Dual adaptive training of photonic neural networksNature Machine Intelligence (Nat. Mach. Intell.), 2022 Ziyang Zheng Zhengyang Duan Hang Chen Rui Yang Sheng Gao Haiou Zhang H. Xiong Xing Lin 129 51 0 09 Dec 2022
From CNNs to Shift-Invariant Twin Models Based on Complex WaveletsEuropean Signal Processing Conference (EUSIPCO), 2022 Hubert Leterme K. Polisano V. Perrier Alahari Karteek 250 1 0 01 Dec 2022
Fourier-Net: Fast Image Registration with Band-limited DeformationAAAI Conference on Artificial Intelligence (AAAI), 2022 Xiaogang Jia Joseph Bartlett Wei Chen Siyang Song T. Zhang Xi Cheng Wenqi Lu Zhaowen Qiu Yanfu Zhang 140 40 0 29 Nov 2022
Complex-Valued Time-Frequency Self-Attention for Speech DereverberationInterspeech (Interspeech), 2022 Vinay Kothapally John H. L. Hansen 99 11 0 22 Nov 2022
SkipConvGAN: Monaural Speech Dereverberation using Generative Adversarial Networks via Complex Time-Frequency MaskingIEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2022 Vinay Kothapally John H. L. Hansen 113 26 0 22 Nov 2022
Multi-Spectral Image Classification with Ultra-Lean Complex-Valued Models Utkarsh Singhal Stella X. Yu Zackery Steck Scott Kangas Aaron A. Reite 184 3 0 21 Nov 2022
A Two-Stage Deep Representation Learning-Based Speech Enhancement Method Using Variational Autoencoder and Adversarial TrainingIEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2022 Yang Xiang Jesper Lisby Højvang M. Rasmussen M. G. Christensen DRL 160 7 0 16 Nov 2022
Characterizing 4-string contact interaction using machine learningJournal of High Energy Physics (JHEP), 2022 Harold Erbin Atakan Hilmi Fırat 144 15 0 16 Nov 2022
Cold Diffusion for Speech EnhancementIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Hao Yen François Germain Gordon Wichern Jonathan Le Roux DiffM 289 54 0 04 Nov 2022
Denoising neural networks for magnetic resonance spectroscopy Natalie Klein Amber J. Day Harris Mason M. Malone Sinead Williamson 128 1 0 31 Oct 2022
Impact of PolSAR pre-processing and balancing methods on complex-valued neural networks segmentation tasksIEEE Open Journal of Signal Processing (JOSP), 2022 J. A. Barrachina Chengfang Ren C. Morisseau G. Vieillard J. Ovarlez 191 4 0 28 Oct 2022
On the Approximation and Complexity of Deep Neural Networks to Invariant Functions Gao Zhang Jin-Hui Wu Shao-Qun Zhang 159 0 0 27 Oct 2022
Over-the-Air Split Machine Learning in Wireless MIMO NetworksIEEE Journal on Selected Areas in Communications (JSAC), 2022 YuZhi Yang Zhaoyang Zhang Yuqing Tian Zhaohui Yang Chongwen Huang C. Zhong Kai‐Kit Wong 189 28 0 07 Oct 2022