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Deep Complex Networks

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
ArXivPDFHTML

Papers citing "Deep Complex Networks"

50 / 242 papers shown
Title
Quantum Mathematics in Artificial Intelligence
Quantum Mathematics in Artificial Intelligence
Dominic Widdows
Kirsty Kitto
T. Cohen
AI4CE
38
16
0
12 Jan 2021
Machine Learning in Magnetic Resonance Imaging: Image Reconstruction
Machine Learning in Magnetic Resonance Imaging: Image Reconstruction
Javier Montalt-Tordera
V. Muthurangu
A. Hauptmann
J. Steeden
AI4CE
26
40
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
19
10
0
07 Dec 2020
The universal approximation theorem for complex-valued neural networks
The universal approximation theorem for complex-valued neural networks
F. Voigtlaender
21
62
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
7
2
0
23 Nov 2020
Continual Learning with Deep Artificial Neurons
Continual Learning with Deep Artificial Neurons
Blake Camp
J. Mandivarapu
Rolando Estrada
18
8
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
13
36
0
10 Nov 2020
All-Weather Object Recognition Using Radar and Infrared Sensing
All-Weather Object Recognition Using Radar and Infrared Sensing
Marcel Sheeny
20
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
6
1
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 Accuracy
K. Cheuk
Yin-Jyun Luo
Emmanouil Benetos
Dorien Herremans
62
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
16
6
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 Data
J. A. Barrachina
C. Ren
C. Morisseau
G. Vieillard
J. Ovarlez
6
37
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
15
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
9
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 Separation
Jian Wu
Zhuo Chen
Jinyu Li
Takuya Yoshioka
Zhili Tan
Ed Lin
Yi Luo
Lei Xie
3DV
11
20
0
07 Sep 2020
Complex-valued embeddings of generic proximity data
Complex-valued embeddings of generic proximity data
Maximilian Münch
Michiel Straat
Michael Biehl
Frank-Michael Schleif
30
4
0
31 Aug 2020
Unitary Learning for Deep Diffractive Neural Network
Unitary Learning for Deep Diffractive Neural Network
Yong-Liang Xiao
6
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
8
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 Enhancement
Yanxin Hu
Yun Liu
Shubo Lv
Mengtao Xing
Shimin Zhang
Yihui Fu
Jian Wu
Bihong Zhang
Lei Xie
6
581
0
01 Aug 2020
flexgrid2vec: Learning Efficient Visual Representations Vectors
flexgrid2vec: Learning Efficient Visual Representations Vectors
Ali Hamdi
D. Kim
Flora D. Salim
SSL
GNN
30
7
0
30 Jul 2020
Quaternion Capsule Networks
Quaternion Capsule Networks
B. Özcan
Furkan Kinli
Mustafa Furkan Kıraç
3DPC
12
6
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
19
21
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
VLM
AI4CE
32
160
0
16 Jun 2020
AlgebraNets
AlgebraNets
Jordan Hoffmann
Simon Schmitt
Simon Osindero
Karen Simonyan
Erich Elsen
MoE
6
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 Surfaces
Shicong Liu
Zhen Gao
Jun Zhang
M. Di Renzo
Mohamed-Slim Alouini
9
246
0
03 Jun 2020
Complex Amplitude-Phase Boltzmann Machines
Complex Amplitude-Phase Boltzmann Machines
Zengyi Li
Friedrich T. Sommer
11
0
0
04 May 2020
Flexible Transmitter Network
Flexible Transmitter Network
Shao-Qun Zhang
Zhi-Hua Zhou
9
14
0
08 Apr 2020
Residual Shuffle-Exchange Networks for Fast Processing of Long Sequences
Residual Shuffle-Exchange Networks for Fast Processing of Long Sequences
Andis Draguns
Emīls Ozoliņš
A. Sostaks
Matiss Apinis
Kārlis Freivalds
11
8
0
06 Apr 2020
DeepFLASH: An Efficient Network for Learning-based Medical Image
  Registration
DeepFLASH: An Efficient Network for Learning-based Medical Image Registration
Jian Wang
Miaomiao Zhang
FedML
MedIm
14
61
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
11
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
12
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
9
0
0
23 Mar 2020
Wireless Fingerprinting via Deep Learning: The Impact of Confounding
  Factors
Wireless Fingerprinting via Deep Learning: The Impact of Confounding Factors
Metehan Cekic
S. Gopalakrishnan
Upamanyu Madhow
12
11
0
25 Feb 2020
CGCNN: Complex Gabor Convolutional Neural Network on raw speech
CGCNN: Complex Gabor Convolutional Neural Network on raw speech
Paul-Gauthier Noé
Titouan Parcollet
Mohamed Morchid
14
29
0
11 Feb 2020
Vocoder-free End-to-End Voice Conversion with Transformer Network
Vocoder-free End-to-End Voice Conversion with Transformer Network
June-Woo Kim
H. Jung
Minho Lee
20
4
0
05 Feb 2020
The impact of Audio input representations on neural network based music
  transcription
The impact of Audio input representations on neural network based music transcription
K. Cheuk
Kat R. Agres
Dorien Herremans
19
17
0
25 Jan 2020
Encoding word order in complex embeddings
Encoding word order in complex embeddings
Benyou Wang
Donghao Zhao
Christina Lioma
Qiuchi Li
Peng Zhang
J. Simonsen
11
111
0
27 Dec 2019
$Σ$-net: Systematic Evaluation of Iterative Deep Neural Networks
  for Fast Parallel MR Image Reconstruction
ΣΣΣ-net: Systematic Evaluation of Iterative Deep Neural Networks for Fast Parallel MR Image Reconstruction
Kerstin Hammernik
Jo Schlemper
C. Qin
Jinming Duan
Ronald M. Summers
Daniel Rueckert
27
24
0
18 Dec 2019
Design of optical neural networks with component imprecisions
Design of optical neural networks with component imprecisions
Michael Y.-S. Fang
S. Manipatruni
Casimir Wierzynski
A. Khosrowshahi
M. DeWeese
33
128
0
13 Dec 2019
Veni Vidi Dixi: Reliable Wireless Communication with Depth Images
Veni Vidi Dixi: Reliable Wireless Communication with Depth Images
Serkut Ayvaşık
H. Gürsu
W. Kellerer
26
14
0
04 Dec 2019
Investigating U-Nets with various Intermediate Blocks for
  Spectrogram-based Singing Voice Separation
Investigating U-Nets with various Intermediate Blocks for Spectrogram-based Singing Voice Separation
Woosung Choi
Minseok Kim
Jaehwa Chung
Daewon Lee
Soonyoung Jung
21
4
0
02 Dec 2019
Automatic Design of CNNs via Differentiable Neural Architecture Search
  for PolSAR Image Classification
Automatic Design of CNNs via Differentiable Neural Architecture Search for PolSAR Image Classification
Hongwei Dong
Siyu Zhang
B. Zou
Lamei Zhang
16
47
0
16 Nov 2019
Spatially Regularized Parametric Map Reconstruction for Fast Magnetic
  Resonance Fingerprinting
Spatially Regularized Parametric Map Reconstruction for Fast Magnetic Resonance Fingerprinting
F. Balsiger
Alain Jungo
Olivier Scheidegger
P. Carlier
M. Reyes
B. Marty
11
25
0
09 Nov 2019
Complex Transformer: A Framework for Modeling Complex-Valued Sequence
Complex Transformer: A Framework for Modeling Complex-Valued Sequence
Muqiao Yang
Martin Q. Ma
Dongyu Li
Yao-Hung Hubert Tsai
Ruslan Salakhutdinov
ViT
19
37
0
22 Oct 2019
SurReal: Complex-Valued Learning as Principled Transformations on a
  Scaling and Rotation Manifold
SurReal: Complex-Valued Learning as Principled Transformations on a Scaling and Rotation Manifold
Rudrasis Chakraborty
Yifei Xing
Stella X. Yu
22
8
0
18 Oct 2019
End-to-end speech enhancement based on discrete cosine transform
End-to-end speech enhancement based on discrete cosine transform
Chuang Geng
Lei Wang
12
17
0
17 Oct 2019
Physics-Informed Deep Neural Network Method for Limited Observability
  State Estimation
Physics-Informed Deep Neural Network Method for Limited Observability State Estimation
J. Ostrometzky
Konstantin Berestizshevsky
A. Bernstein
Gil Zussman
20
28
0
14 Oct 2019
Pixel-Wise PolSAR Image Classification via a Novel Complex-Valued Deep
  Fully Convolutional Network
Pixel-Wise PolSAR Image Classification via a Novel Complex-Valued Deep Fully Convolutional Network
Yi Cao
Yan Wu
Peng Zhang
Wenkai Liang
Ming Li
15
51
0
29 Sep 2019
Deep Complex Networks for Protocol-Agnostic Radio Frequency Device
  Fingerprinting in the Wild
Deep Complex Networks for Protocol-Agnostic Radio Frequency Device Fingerprinting in the Wild
Ioannis Agadakos
Nikolaos Agadakos
Jason Polakis
Mohamed R. Amer
19
18
0
18 Sep 2019
Resonant Machine Learning Based on Complex Growth Transform Dynamical
  Systems
Resonant Machine Learning Based on Complex Growth Transform Dynamical Systems
Oindrila Chatterjee
S. Chakrabartty
12
7
0
15 Aug 2019
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