@ARTICLE{Goodfellow2014, author = {{Goodfellow}, Ian and {Pouget-Abadie}, Jean and {Mirza}, Mehdi and {Xu}, Bing and {Warde-Farley}, David and {Ozair}, Sherjil and {Courville}, Aaron and {Bengio}, Yoshua}, title = "{Generative Adversarial Nets}", journal = {Advances in neural information processing systems}, year = 2014, pages = {2672-2680} } @ARTICLE{Yeh2016, author = {{Yeh}, R. and {Chen}, C. and {Yian Lim}, T. and {Hasegawa-Johnson}, M. and {Do}, M.~N.}, title = "{Semantic Image Inpainting with Perceptual and Contextual Losses}", journal = {ArXiv e-prints}, archivePrefix = "arXiv", eprint = {1607.07539}, primaryClass = "cs.CV", keywords = {Computer Science - Computer Vision and Pattern Recognition}, year = 2016, month = jul, adsurl = {http://adsabs.harvard.edu/abs/2016arXiv160707539Y}, adsnote = {Provided by the SAO/NASA Astrophysics Data System} } @ARTICLE{Lin2016, author = {{Lin}, T.~T.~Y. and {Herrmann}, F.~J.}, title = "{Estimation of primaries by sparse inversion with scattering-based multiple predictions for data with large gaps}", journal = {Geophysics}, year = 2016, month = may, volume = 81, pages = {V183-V197}, doi = {10.1190/geo2015-0263.1}, adsurl = {http://adsabs.harvard.edu/abs/2016Geop...81V.183L}, adsnote = {Provided by the SAO/NASA Astrophysics Data System} } @ARTICLE{Spitz1991, title={Seismic trace interpolation in the FX domain}, author={Spitz, Simon}, journal={Geophysics}, volume={56}, number={6}, pages={785--794}, year={1991}, publisher={Society of Exploration Geophysicists} } @ARTICLE{Herrmann2008, title={Non-parametric seismic data recovery with curvelet frames}, author={Herrmann, Felix J and Hennenfent, Gilles}, journal={Geophysical Journal International}, volume={173}, number={1}, pages={233--248}, year={2008}, publisher={Oxford University Press} } @ARTICLE{Kumar2013, title={Reconstruction of seismic wavefields via low-rank matrix factorization in the hierarchical-separable matrix representation}, author={Kumar, Rajiv and Mansour, Hassan and Herrmann, Felix J and Aravkin, Aleksandr Y}, booktitle={SEG Technical Program Expanded Abstracts 2013}, pages={3628--3633}, year={2013}, publisher={Society of Exploration Geophysicists} } @ARTICLE{Gulrajani2017, title={Improved Training of Wasserstein GANs}, author={Gulrajani, Ishaan and Ahmed, Faruk and Arjovsky, Martin and Dumoulin, Vincent and Courville, Aaron}, journal={arXiv preprint arXiv:1704.00028}, year={2017} } @ARTICLE{Arjovsky2017, title={Wasserstein gan}, author={Arjovsky, Martin and Chintala, Soumith and Bottou, L{\'e}on}, journal={arXiv preprint arXiv:1701.07875}, year={2017} } @ARTICLE{bora2017compressed, title={Compressed Sensing using Generative Models}, author={Bora, Ashish and Jalal, Ajil and Price, Eric and Dimakis, Alexandros G}, journal={arXiv preprint arXiv:1703.03208}, year={2017} } @ARTICLE{Lin2016, title={Estimation of primaries by sparse inversion with scattering-based multiple predictions for data with large gaps}, author={Lin, Tim TY and Herrmann, Felix J}, journal={Geophysics}, volume={81}, number={3}, pages={V183--V197}, year={2016}, publisher={Society of Exploration Geophysicists} } @ARTICLE{Sacchi1998, title={Interpolation and extrapolation using a high-resolution discrete Fourier transform}, author={Sacchi, Mauricio D and Ulrych, Tadeusz J and Walker, Colin J}, journal={IEEE Transactions on Signal Processing}, volume={46}, number={1}, pages={31--38}, year={1998}, publisher={IEEE} } @ARTICLE{goodfellow2016nips, title={NIPS 2016 Tutorial: Generative Adversarial Networks}, author={Goodfellow, Ian}, journal={arXiv preprint arXiv:1701.00160}, year={2016} } @ARTICLE{goodfellow2014generative, title={Generative adversarial nets}, author={Goodfellow, Ian and Pouget-Abadie, Jean and Mirza, Mehdi and Xu, Bing and Warde-Farley, David and Ozair, Sherjil and Courville, Aaron and Bengio, Yoshua}, booktitle={Advances in neural information processing systems}, pages={2672--2680}, year={2014} } @ARTICLE{Kristiadi2017, title = {generative-models}, author = {Kristiadi, Agustinus}, publisher = {GitHub}, journal = {\url{https://github.com/wiseodd/generative-models/tree/master/GAN/improved_wasserstein_gan}}, year = {2017} } @ARTICLE{Osborne1994, title={A course in game theory}, author={Osborne, Martin J and Rubinstein, Ariel}, publisher={MIT press}, year={1994} } @article{zhu2015seismic, title={Seismic data denoising through multiscale and sparsity-promoting dictionary learning}, author={Zhu, Lingchen and Liu, Entao and McClellan, James H}, journal={Geophysics}, year={2015}, publisher={Society of Exploration Geophysicists} } @article{zhu2017unpaired, title={Unpaired image-to-image translation using cycle-consistent adversarial networks}, author={Zhu, Jun-Yan and Park, Taesung and Isola, Phillip and Efros, Alexei A}, journal={arXiv preprint arXiv:1703.10593}, year={2017} } @article{kingma2014adam, title={Adam: A method for stochastic optimization}, author={Kingma, Diederik and Ba, Jimmy}, journal={arXiv preprint arXiv:1412.6980}, year={2014} } @article{dumoulin2016guide, title={A guide to convolution arithmetic for deep learning}, author={Dumoulin, Vincent and Visin, Francesco}, journal={arXiv preprint arXiv:1603.07285}, year={2016} } @article{liu2004minimum, title={Minimum weighted norm interpolation of seismic records}, author={Liu, Bin and Sacchi, Mauricio D}, journal={Geophysics}, volume={69}, number={6}, pages={1560--1568}, year={2004}, publisher={Society of Exploration Geophysicists} } @article{hauser2012seismic, title={Seismic data reconstruction via shearlet-regularized directional inpainting}, author={Hauser, S and Ma, Jianwei}, adsurl = {http://www.mathematik.uni-kl.de/ uploads/tx_sibibtex/seismic.pdf}, year={2012} } @inproceedings{kumar2013seismic, title={Seismic data interpolation and denoising using svd-free low-rank matrix factorization}, author={Kumar, Rajiv and Aravkin, Aleksandr Y and Mansour, Hassan and Recht, Ben and Herrmann, Felix J}, booktitle={75th EAGE Conference \& Exhibition incorporating SPE EUROPEC 2013}, year={2013} } @article{oropeza2011simultaneous, title={Simultaneous seismic data denoising and reconstruction via multichannel singular spectrum analysis}, author={Oropeza, Vicente and Sacchi, Mauricio}, journal={Geophysics}, volume={76}, number={3}, pages={V25--V32}, year={2011}, publisher={Society of Exploration Geophysicists} } @inproceedings{da2014low, title={Low-rank Promoting Transformations and Tensor Interpolation-Applications to Seismic Data Denoising}, author={Da Silva, Curt and Herrmann, Felix J}, booktitle={76th EAGE Conference and Exhibition 2014}, year={2014} } @article{kreimer2013tensor, title={Tensor completion based on nuclear norm minimization for 5D seismic data reconstruction}, author={Kreimer, Nadia and Stanton, Aaron and Sacchi, Mauricio D}, journal={Geophysics}, volume={78}, number={6}, pages={V273--V284}, year={2013}, publisher={Society of Exploration Geophysicists} } @article{zhu2017joint, title={Joint seismic data denoising and interpolation with double-sparsity dictionary learning}, author={Zhu, Lingchen and Liu, Entao and McClellan, James H}, journal={Journal of Geophysics and Engineering}, volume={14}, number={4}, pages={802}, year={2017}, publisher={IOP Publishing} } @article{yarman2017model, title={A model based data driven dictionary learning for seismic data representation}, author={Yarman, Can Evren and Kumar, Rajiv and Rickett, James}, journal={Geophysical Prospecting}, year={2017}, publisher={Wiley Online Library} } @article{simonyan2014very, title={Very deep convolutional networks for large-scale image recognition}, author={Simonyan, Karen and Zisserman, Andrew}, journal={arXiv preprint arXiv:1409.1556}, year={2014} } @inproceedings{krizhevsky2012imagenet, title={Imagenet classification with deep convolutional neural networks}, author={Krizhevsky, Alex and Sutskever, Ilya and Hinton, Geoffrey E}, booktitle={Advances in neural information processing systems}, pages={1097--1105}, year={2012} } @article{hornik1991approximation, title={Approximation capabilities of multilayer feedforward networks}, author={Hornik, Kurt}, journal={Neural networks}, volume={4}, number={2}, pages={251--257}, year={1991}, publisher={Elsevier} } @article{mao2016least, title={Least squares generative adversarial networks}, author={Mao, Xudong and Li, Qing and Xie, Haoran and Lau, Raymond YK and Wang, Zhen and Smolley, Stephen Paul}, journal={arXiv preprint ArXiv:1611.04076}, year={2016} } @article{isola2016image, title={Image-to-image translation with conditional adversarial networks}, author={Isola, Phillip and Zhu, Jun-Yan and Zhou, Tinghui and Efros, Alexei A}, journal={arXiv preprint arXiv:1611.07004}, year={2016} } @incollection{wason2013time, title={Time-jittered ocean bottom seismic acquisition}, author={Wason, Haneet and Herrmann, Felix J}, booktitle={SEG Technical Program Expanded Abstracts 2013}, pages={1--6}, year={2013}, publisher={Society of Exploration Geophysicists} } @article{csaji2001approximation, title={Approximation with artificial neural networks}, author={Cs{\'a}ji, Bal{\'a}zs Csan{\'a}d}, journal={Faculty of Sciences, Etvs Lornd University, Hungary}, volume={24}, pages={48}, year={2001} }