A Spectral Enabled GAN for Time Series Data Generation

2 March 2021

Papers citing "A Spectral Enabled GAN for Time Series Data Generation"

27 / 27 papers shown

Title
Controlled time series generation for automotive software-in-the-loop testing using GANs Dhasarathy Parthasarathy Karl Bäckström Jens Henriksson S. Einarsdóttir 15 13 0 16 Feb 2020
MelGAN: Generative Adversarial Networks for Conditional Waveform Synthesis Kundan Kumar Rithesh Kumar T. Boissière L. Gestin Wei Zhen Teoh Jose M. R. Sotelo A. D. Brébisson Yoshua Bengio Aaron Courville GAN 59 945 0 08 Oct 2019
Quick and Easy Time Series Generation with Established Image-based GANs Eoin Brophy Zhengwei Wang T. Ward AI4TS 33 40 0 14 Feb 2019
Multi-objective training of Generative Adversarial Networks with multiple discriminators Isabela Albuquerque João Monteiro T. Doan Breandan Considine T. Falk Ioannis Mitliagkas 47 66 0 24 Jan 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 496 10,466 0 12 Dec 2018
T-CGAN: Conditional Generative Adversarial Network for Data Augmentation in Noisy Time Series with Irregular Sampling Giorgia Ramponi P. Protopapas Marco Brambilla Ryan Janssen AI4TS TTA 26 97 0 20 Nov 2018
WaveGlow: A Flow-based Generative Network for Speech Synthesis R. Prenger Rafael Valle Bryan Catanzaro 120 1,024 0 31 Oct 2018
EEG-GAN: Generative adversarial networks for electroencephalograhic (EEG) brain signals K. Hartmann R. Schirrmeister T. Ball GAN AI4TS 41 231 0 05 Jun 2018
Adversarial Audio Synthesis Chris Donahue Julian McAuley M. Puckette GAN 114 609 0 12 Feb 2018
Natural TTS Synthesis by Conditioning WaveNet on Mel Spectrogram Predictions Jonathan Shen Ruoming Pang Ron J. Weiss M. Schuster Navdeep Jaitly ... Yuxuan Wang RJ Skerry-Ryan Rif A. Saurous Yannis Agiomyrgiannakis Yonghui Wu 61 2,684 0 16 Dec 2017
Progressive Growing of GANs for Improved Quality, Stability, and Variation Tero Karras Timo Aila S. Laine J. Lehtinen GAN 100 7,318 0 27 Oct 2017
Model-Free Renewable Scenario Generation Using Generative Adversarial Networks Yize Chen Yishen Wang D. Kirschen Baosen Zhang 36 409 0 30 Jul 2017
Real-valued (Medical) Time Series Generation with Recurrent Conditional GANs Cristóbal Esteban Stephanie L. Hyland Gunnar Rätsch GAN SyDa MedIm 83 779 0 08 Jun 2017
Stabilizing GAN Training with Multiple Random Projections Behnam Neyshabur Srinadh Bhojanapalli Ayan Chakrabarti 30 82 0 22 May 2017
Improved Training of Wasserstein GANs Ishaan Gulrajani Faruk Ahmed Martín Arjovsky Vincent Dumoulin Aaron Courville GAN 126 9,509 0 31 Mar 2017
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks Jun-Yan Zhu Taesung Park Phillip Isola Alexei A. Efros GAN 89 5,556 0 30 Mar 2017
Sample-level Deep Convolutional Neural Networks for Music Auto-tagging Using Raw Waveforms Jongpil Lee Jiyoung Park Keunhyoung Luke Kim Juhan Nam 49 189 0 06 Mar 2017
SenseGen: A Deep Learning Architecture for Synthetic Sensor Data Generation M. Alzantot Supriyo Chakraborty Mani B. Srivastava 38 126 0 31 Jan 2017
Wasserstein GAN Martín Arjovsky Soumith Chintala Léon Bottou GAN 131 4,817 0 26 Jan 2017
C-RNN-GAN: Continuous recurrent neural networks with adversarial training Olof Mogren GAN 86 516 0 29 Nov 2016
Time Series Classification from Scratch with Deep Neural Networks: A Strong Baseline Zhiguang Wang Weizhong Yan Tim Oates AI4TS 57 1,639 0 20 Nov 2016
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 372 3,201 0 30 Oct 2016
WaveNet: A Generative Model for Raw Audio Aaron van den Oord Sander Dieleman Heiga Zen Karen Simonyan Oriol Vinyals Alex Graves Nal Kalchbrenner A. Senior Koray Kavukcuoglu DiffM 270 7,361 0 12 Sep 2016
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 358 8,999 0 10 Jun 2016
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning Christian Szegedy Sergey Ioffe Vincent Vanhoucke Alexander A. Alemi 270 14,196 0 23 Feb 2016
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 226 13,968 0 19 Nov 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 678 149,474 0 22 Dec 2014