Interference Suppression Using Deep Learning: Current Approaches and Open Challenges

16 December 2021

Papers citing "Interference Suppression Using Deep Learning: Current Approaches and Open Challenges"

27 / 27 papers shown

Title
RF Challenge: The Data-Driven Radio Frequency Signal Separation Challenge A. Lancho Amir Weiss Gary C. F. Lee T. Jayashankar Binoy G. Kurien Yury Polyanskiy Gregory W. Wornell 73 0 0 13 Sep 2024
Resource-efficient Deep Neural Networks for Automotive Radar Interference Mitigation J. Rock Wolfgang Roth Máté Tóth Paul Meissner Franz Pernkopf 42 43 0 25 Jan 2022
Complex-valued Convolutional Neural Networks for Enhanced Radar Signal Denoising and Interference Mitigation Alexander Fuchs J. Rock Máté Tóth Paul Meissner Franz Pernkopf 36 33 0 29 Apr 2021
Quantized Neural Networks for Radar Interference Mitigation J. Rock Wolfgang Roth Paul Meissner Franz Pernkopf 15 3 0 25 Nov 2020
Privacy in Deep Learning: A Survey Fatemehsadat Mirshghallah Mohammadkazem Taram Praneeth Vepakomma Abhishek Singh Ramesh Raskar H. Esmaeilzadeh FedML 64 138 0 25 Apr 2020
Interference Classification Using Deep Neural Networks Jianyuan Yu Mohammad Alhassoun R. M. Buehrer 23 9 0 03 Feb 2020
Deep Learning for RF Signal Classification in Unknown and Dynamic Spectrum Environments Yi Shi Kemal Davaslioglu Y. Sagduyu William C. Headley Michael Fowler Gilbert Green 41 93 0 25 Sep 2019
Complex Signal Denoising and Interference Mitigation for Automotive Radar Using Convolutional Neural Networks J. Rock Máté Tóth Elmar Messner Paul Meissner Franz Pernkopf 48 44 0 24 Jun 2019
Transmitter Classification With Supervised Deep Learning Cyrille Morin L. Cardoso J. Hoydis J. Gorce Thibaud Vial 39 41 0 20 May 2019
MixMatch: A Holistic Approach to Semi-Supervised Learning David Berthelot Nicholas Carlini Ian Goodfellow Nicolas Papernot Avital Oliver Colin Raffel 140 3,026 0 06 May 2019
Multi-Label Wireless Interference Identification with Convolutional Neural Networks Sergej Grunau Dimitri Block U. Meier 20 14 0 12 Apr 2018
Physical Layer Communications System Design Over-the-Air Using Adversarial Networks Tim O'Shea Tamoghna Roy Nathan E. West Benjamin C. Hilburn GAN 40 109 0 08 Mar 2018
Over the Air Deep Learning Based Radio Signal Classification Tim O'Shea Tamoghna Roy T. Clancy 74 1,081 0 13 Dec 2017
Machine Learning Approach to RF Transmitter Identification K. Youssef Louis-S. Bouchard K. Haigh B. Thapa J. Silovský Chris Vander Valk 50 113 0 05 Nov 2017
Nonlinear Interference Mitigation via Deep Neural Networks Christian Hager H. Pfister 62 139 0 17 Oct 2017
An Iterative BP-CNN Architecture for Channel Decoding Fei Liang Cong Shen Feng Wu 45 239 0 18 Jul 2017
Deep Learning-Based Communication Over the Air Sebastian Dörner Sebastian Cammerer J. Hoydis S. Brink 55 715 0 11 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 687 131,526 0 12 Jun 2017
Wireless Interference Identification with Convolutional Neural Networks Malte Schmidt Dimitri Block U. Meier 68 135 0 02 Mar 2017
An Introduction to Deep Learning for the Physical Layer Tim O'Shea J. Hoydis AI4CE 132 2,198 0 02 Feb 2017
Universal adversarial perturbations Seyed-Mohsen Moosavi-Dezfooli Alhussein Fawzi Omar Fawzi P. Frossard AAML 136 2,528 0 26 Oct 2016
Tutorial on Variational Autoencoders Carl Doersch BDL DRL 99 1,744 0 19 Jun 2016
An Introduction to Convolutional Neural Networks K. O’Shea Ryan Nash FaML HAI 73 3,144 0 26 Nov 2015
A Critical Review of Recurrent Neural Networks for Sequence Learning Zachary Chase Lipton John Berkowitz Charles Elkan 84 2,341 0 29 May 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 463 43,289 0 11 Feb 2015
Deep Neural Networks are Easily Fooled: High Confidence Predictions for Unrecognizable Images Anh Totti Nguyen J. Yosinski Jeff Clune AAML 161 3,271 0 05 Dec 2014
Multi-column Deep Neural Networks for Image Classification D. Ciresan U. Meier Jürgen Schmidhuber 162 3,939 0 13 Feb 2012