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Deep Complex Networks
v1v2v3v4 (latest)

Deep Complex Networks

27 May 2017
C. Trabelsi
O. Bilaniuk
Ying Zhang
Dmitriy Serdyuk
Sandeep Subramanian
J. F. Santos
Soroush Mehri
Negar Rostamzadeh
Yoshua Bengio
C. Pal
ArXiv (abs)PDFHTML

Papers citing "Deep Complex Networks"

50 / 259 papers shown
Title
RingCNN: Exploiting Algebraically-Sparse Ring Tensors for
  Energy-Efficient CNN-Based Computational Imaging
RingCNN: Exploiting Algebraically-Sparse Ring Tensors for Energy-Efficient CNN-Based Computational ImagingInternational Symposium on Computer Architecture (ISCA), 2021
Chao-Tsung Huang
194
15
0
19 Apr 2021
Dual-Octave Convolution for Accelerated Parallel MR Image Reconstruction
Dual-Octave Convolution for Accelerated Parallel MR Image ReconstructionAAAI Conference on Artificial Intelligence (AAAI), 2021
Chun-Mei Feng
Zhanyuan Yang
Geng Chen
Yong Xu
Ling Shao
133
31
0
12 Apr 2021
Complex Spectral Mapping With Attention Based Convolution Recurrent
  Neural Network for Speech Enhancement
Complex Spectral Mapping With Attention Based Convolution Recurrent Neural Network for Speech Enhancement
Liming Zhou
Yongyu Gao
Ziluo Wang
Jiwei Li
Wenbin Zhang
125
22
0
12 Apr 2021
Speech Denoising Without Clean Training Data: A Noise2Noise Approach
Speech Denoising Without Clean Training Data: A Noise2Noise ApproachInterspeech (Interspeech), 2021
M. M. Kashyap
Anuj Tambwekar
Krishnamoorthy Manohara
S. Natarajan
113
44
0
08 Apr 2021
Parameterized Hypercomplex Graph Neural Networks for Graph
  Classification
Parameterized Hypercomplex Graph Neural Networks for Graph ClassificationInternational Conference on Artificial Neural Networks (ICANN), 2021
Tuan Le
Marco Bertolini
Frank Noé
Djork-Arné Clevert
126
16
0
30 Mar 2021
BCNN: Binary Complex Neural Network
BCNN: Binary Complex Neural NetworkMicroprocessors and microsystems (MM), 2021
Yanfei Li
Tong Geng
Ang Li
Huimin Yu
MQ
193
8
0
28 Mar 2021
Looking into Your Speech: Learning Cross-modal Affinity for Audio-visual
  Speech Separation
Looking into Your Speech: Learning Cross-modal Affinity for Audio-visual Speech SeparationComputer Vision and Pattern Recognition (CVPR), 2021
Jiyoung Lee
Soo-Whan Chung
Sunok Kim
Hong-Goo Kang
Kwanghoon Sohn
154
59
0
25 Mar 2021
Blind Speech Separation and Dereverberation using Neural Beamforming
Blind Speech Separation and Dereverberation using Neural BeamformingSpeech Communication (Speech Commun.), 2021
Lukas Pfeifenberger
Franz Pernkopf
129
5
0
24 Mar 2021
Detecting quantum entanglement with unsupervised learning
Detecting quantum entanglement with unsupervised learningQuantum Science and Technology (QST), 2021
Yiwei Chen
Yu Pan
Guofeng Zhang
Shuming Cheng
104
50
0
08 Mar 2021
Quantitative approximation results for complex-valued neural networks
Quantitative approximation results for complex-valued neural networksSIAM Journal on Mathematics of Data Science (SIMODS), 2021
A. Caragea
D. Lee
J. Maly
G. Pfander
F. Voigtlaender
148
8
0
25 Feb 2021
MITNet: GAN Enhanced Magnetic Induction Tomography Based on Complex CNN
MITNet: GAN Enhanced Magnetic Induction Tomography Based on Complex CNNIEEE Sensors Journal (IEEE Sens. J.), 2021
Zuohui Chen
Qing Yuan
Xujie Song
Cheng Chen
Dan Zhang
Yun Xiang
Ruigang Liu
Qi Xuan
MedIm
169
15
0
16 Feb 2021
Deep Neural Networks for Radar Waveform Classification
Deep Neural Networks for Radar Waveform ClassificationAsilomar Conference on Signals, Systems and Computers (ACSSC), 2021
Michael Wharton
Anne Pavy
Philip Schniter
54
2
0
15 Feb 2021
CLNet: Complex Input Lightweight Neural Network designed for Massive
  MIMO CSI Feedback
CLNet: Complex Input Lightweight Neural Network designed for Massive MIMO CSI FeedbackIEEE Wireless Communications Letters (WCL), 2021
Sijie Ji
Mo Li
180
138
0
15 Feb 2021
Real-time Monaural Speech Enhancement With Short-time Discrete Cosine
  Transform
Real-time Monaural Speech Enhancement With Short-time Discrete Cosine Transform
Qinglong Li
Fei Gao
Haixing Guan
Kaichi Ma
168
26
0
09 Feb 2021
Monaural Speech Enhancement with Complex Convolutional Block Attention
  Module and Joint Time Frequency Losses
Monaural Speech Enhancement with Complex Convolutional Block Attention Module and Joint Time Frequency LossesIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021
Shengkui Zhao
Trung Hieu Nguyen
B. Ma
131
49
0
03 Feb 2021
Neural Networks with Complex-Valued Weights Have No Spurious Local
  Minima
Neural Networks with Complex-Valued Weights Have No Spurious Local MinimaAnnual Conference on Information Sciences and Systems (CISS), 2021
Xingtu Liu
MLT
112
1
0
31 Jan 2021
A Survey of Complex-Valued Neural Networks
A Survey of Complex-Valued Neural Networks
J. Bassey
Lijun Qian
Xianfang Li
277
147
0
28 Jan 2021
A shallow neural model for relation prediction
A shallow neural model for relation predictionInternational Computer Science Conference (ICSC), 2021
Caglar Demir
Diego Moussallem
A. N. Ngomo
132
12
0
22 Jan 2021
Quantum Mathematics in Artificial Intelligence
Quantum Mathematics in Artificial IntelligenceJournal of Artificial Intelligence Research (JAIR), 2021
Dominic Widdows
Kirsty Kitto
T. Cohen
AI4CE
401
18
0
12 Jan 2021
Machine Learning in Magnetic Resonance Imaging: Image Reconstruction
Machine Learning in Magnetic Resonance Imaging: Image ReconstructionPhysica medica (Testo stampato) (Phys Med), 2020
Javier Montalt-Tordera
V. Muthurangu
A. Hauptmann
J. Steeden
AI4CE
180
52
0
09 Dec 2020
Traffic flow prediction using Deep Sedenion Networks
Traffic flow prediction using Deep Sedenion Networks
Alabi Bojesomo
P. Liatsis
Hasan Al Marzouqi
345
10
0
07 Dec 2020
The universal approximation theorem for complex-valued neural networks
The universal approximation theorem for complex-valued neural networksApplied and Computational Harmonic Analysis (ACHA), 2020
F. Voigtlaender
320
71
0
06 Dec 2020
Learnable Gabor modulated complex-valued networks for orientation
  robustness
Learnable Gabor modulated complex-valued networks for orientation robustness
Felix Richards
A. Paiement
Xianghua Xie
Elisabeth Sola
Pierre-Alain Duc
154
2
0
23 Nov 2020
Continual Learning with Deep Artificial Neurons
Continual Learning with Deep Artificial Neurons
Blake Camp
J. Mandivarapu
Rolando Estrada
137
9
0
13 Nov 2020
Multi-Coil MRI Reconstruction Challenge -- Assessing Brain MRI
  Reconstruction Models and their Generalizability to Varying Coil
  Configurations
Multi-Coil MRI Reconstruction Challenge -- Assessing Brain MRI Reconstruction Models and their Generalizability to Varying Coil Configurations
Youssef Beauferris
Jonas Teuwen
D. Karkalousos
N. Moriakov
M. Caan
...
Mike Lasby
N. Nogovitsyn
W. Loos
Richard Frayne
Roberto Souza
OOD
197
45
0
10 Nov 2020
All-Weather Object Recognition Using Radar and Infrared Sensing
All-Weather Object Recognition Using Radar and Infrared Sensing
Marcel Sheeny
144
1
0
30 Oct 2020
Phase Aware Speech Enhancement using Realisation of Complex-valued LSTM
Phase Aware Speech Enhancement using Realisation of Complex-valued LSTM
Raktim Gautam Goswami
Sivaganesh Andhavarapu
Rama Murty
141
2
0
27 Oct 2020
The Effect of Spectrogram Reconstruction on Automatic Music
  Transcription: An Alternative Approach to Improve Transcription Accuracy
The Effect of Spectrogram Reconstruction on Automatic Music Transcription: An Alternative Approach to Improve Transcription AccuracyInternational Conference on Pattern Recognition (ICPR), 2020
K. Cheuk
Yin-Jyun Luo
Emmanouil Benetos
Dorien Herremans
144
22
0
20 Oct 2020
Modulation Pattern Detection Using Complex Convolutions in Deep Learning
Modulation Pattern Detection Using Complex Convolutions in Deep Learning
J. Krzyston
R. Bhattacharjea
A. Stark
76
7
0
14 Oct 2020
Complex-Valued vs. Real-Valued Neural Networks for Classification
  Perspectives: An Example on Non-Circular Data
Complex-Valued vs. Real-Valued Neural Networks for Classification Perspectives: An Example on Non-Circular DataIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2020
J. A. Barrachina
C. Ren
C. Morisseau
G. Vieillard
J. Ovarlez
153
45
0
17 Sep 2020
Malicious Network Traffic Detection via Deep Learning: An Information
  Theoretic View
Malicious Network Traffic Detection via Deep Learning: An Information Theoretic View
Erick Galinkin
AAML
109
0
0
16 Sep 2020
Generalizing Complex/Hyper-complex Convolutions to Vector Map
  Convolutions
Generalizing Complex/Hyper-complex Convolutions to Vector Map Convolutions
Chase J. Gaudet
Anthony Maida
138
5
0
09 Sep 2020
An End-to-end Architecture of Online Multi-channel Speech Separation
An End-to-end Architecture of Online Multi-channel Speech SeparationInterspeech (Interspeech), 2020
Jian Wu
Zhuo Chen
Jinyu Li
Takuya Yoshioka
Zhili Tan
Ed Lin
Yi Luo
Lei Xie
3DV
78
21
0
07 Sep 2020
Complex-valued embeddings of generic proximity data
Complex-valued embeddings of generic proximity dataInternational Workshop on Structural and Syntactic Pattern Recognition (SSPR), 2020
Maximilian Münch
Michiel Straat
Michael Biehl
Frank-Michael Schleif
158
4
0
31 Aug 2020
Unitary Learning for Deep Diffractive Neural Network
Unitary Learning for Deep Diffractive Neural Network
Yong-Liang Xiao
152
1
0
17 Aug 2020
Generative Adversarial Networks for Synthesizing InSAR Patches
Generative Adversarial Networks for Synthesizing InSAR Patches
Philipp Sibler
Yuanyuan Wang
S. Auer
Mohsin Ali
Xiaoxiang Zhu
GAN
87
3
0
03 Aug 2020
DCCRN: Deep Complex Convolution Recurrent Network for Phase-Aware Speech
  Enhancement
DCCRN: Deep Complex Convolution Recurrent Network for Phase-Aware Speech EnhancementInterspeech (Interspeech), 2020
Yanxin Hu
Yun Liu
Shubo Lv
Mengtao Xing
Shimin Zhang
Yihui Fu
Jian Wu
Bihong Zhang
Lei Xie
469
714
0
01 Aug 2020
flexgrid2vec: Learning Efficient Visual Representations Vectors
flexgrid2vec: Learning Efficient Visual Representations Vectors
Ali Hamdi
D. Kim
Flora D. Salim
SSLGNN
204
8
0
30 Jul 2020
Quaternion Capsule Networks
Quaternion Capsule NetworksInternational Conference on Pattern Recognition (ICPR), 2020
B. Özcan
Furkan Kinli
Mustafa Furkan Kıraç
3DPC
111
9
0
08 Jul 2020
Image classification in frequency domain with 2SReLU: a second harmonics
  superposition activation function
Image classification in frequency domain with 2SReLU: a second harmonics superposition activation function
Thomio Watanabe
D. Wolf
160
23
0
18 Jun 2020
70 years of machine learning in geoscience in review
70 years of machine learning in geoscience in review
Jesper Sören Dramsch
VLMAI4CE
251
199
0
16 Jun 2020
AlgebraNets
AlgebraNets
Jordan Hoffmann
Simon Schmitt
Simon Osindero
Karen Simonyan
Erich Elsen
MoE
372
6
0
12 Jun 2020
Deep Denoising Neural Network Assisted Compressive Channel Estimation
  for mmWave Intelligent Reflecting Surfaces
Deep Denoising Neural Network Assisted Compressive Channel Estimation for mmWave Intelligent Reflecting SurfacesIEEE Transactions on Vehicular Technology (TVT), 2020
Shicong Liu
Zhen Gao
Jun Zhang
M. Di Renzo
Mohamed-Slim Alouini
180
275
0
03 Jun 2020
Complex Amplitude-Phase Boltzmann Machines
Complex Amplitude-Phase Boltzmann Machines
Zengyi Li
Friedrich T. Sommer
86
0
0
04 May 2020
Flexible Transmitter Network
Flexible Transmitter NetworkNeural Computation (Neural Comput.), 2020
Shao-Qun Zhang
Zhi Zhou
215
14
0
08 Apr 2020
Residual Shuffle-Exchange Networks for Fast Processing of Long Sequences
Residual Shuffle-Exchange Networks for Fast Processing of Long SequencesAAAI Conference on Artificial Intelligence (AAAI), 2020
Andis Draguns
Emīls Ozoliņš
A. Sostaks
Matiss Apinis
Kārlis Freivalds
272
9
0
06 Apr 2020
DeepFLASH: An Efficient Network for Learning-based Medical Image
  Registration
DeepFLASH: An Efficient Network for Learning-based Medical Image RegistrationComputer Vision and Pattern Recognition (CVPR), 2020
Jian Wang
Miaomiao Zhang
FedMLMedIm
203
72
0
05 Apr 2020
Analysis of Deep Complex-Valued Convolutional Neural Networks for MRI
  Reconstruction
Analysis of Deep Complex-Valued Convolutional Neural Networks for MRI Reconstruction
Elizabeth K. Cole
Joseph Y. Cheng
John M. Pauly
S. Vasanawala
258
11
0
03 Apr 2020
Bayesian Sparsification Methods for Deep Complex-valued Networks
Bayesian Sparsification Methods for Deep Complex-valued Networks
Ivan Nazarov
Evgeny Burnaev
BDL
213
0
0
25 Mar 2020
Eigen component analysis: A quantum theory incorporated machine learning
  technique to find linearly maximum separable components
Eigen component analysis: A quantum theory incorporated machine learning technique to find linearly maximum separable components
Chen Miao
Shaohua Ma
153
0
0
23 Mar 2020
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