Fetching the paper…
Reading the bibliography…
Deep learning based image compression has recently witnessed exciting progress and in some cases even managed to surpass transform coding based approaches that have been established and refined over many decades.
Integer discrete flows and lossless compression
Hoogeboom, E., Peters, J. W. T., van den Berg, R., and Welling, M · 1905
Earlier work this paper cites.
The JPEG still picture compression standard
Wallace, G. K · 1991
Earlier work this paper cites.
Jpeg2000: Standard for interactive imaging
Taubman, D. S. and Marcellin, M. W · 2002
Earlier work this paper cites.
Overview of the scalable video coding extension of the H.264/AVC standard
Schwarz, H., Marpe, D., and Wiegand, T · 2007
Earlier work this paper cites.
Google, 2010
Webp · 2010
Earlier work this paper cites.
Estimating or propagating gradients through stochastic neurons for conditional computation
Bengio, Y., Léonard, N., and Courville, A. C · 2013
Earlier work this paper cites.
Microsoft COCO: common objects in context
Lin, T., Maire, M., Belongie, S. J., Bourdev, L. D., Girshick, R. B., Hays, J., Perona, P., Ramanan, D., Dollár, P., and Zitnick, C. L · 2014
Earlier work this paper cites.
TESTIMAGES: A large data archive for display and algorithm testing
Asuni, N. and Giachetti, A · 2015
Earlier work this paper cites.
Fabrice Bellard, 2015
BPG Specification · 2015
Earlier work this paper cites.
Adam: A method for stochastic optimization
Kingma, D. P. and Ba, J · 2015
Cited alongside, same era.
Variational inference with normalizing flows
Rezende, D. J. and Mohamed, S · 2015
Cited alongside, same era.
Variable rate image compression with recurrent neural networks
Toderici, G., O’Malley, S. M., Hwang, S. J., Vincent, D., Minnen, D., Baluja, S., Covell, M., and Sukthankar, R · 2016
Cited alongside, same era.
End-to-end optimized image compression
Ballé, J., Laparra, V., and Simoncelli, E. P · 2017
Cited alongside, same era.
A downsampled variant of imagenet as an alternative to the CIFAR datasets
Chrabaszcz, P., Loshchilov, I., and Hutter, F · 2017
Cited alongside, same era.
Density estimation using real NVP
Glow: Generative flow with invertible 1x1 convolutions
Kingma, D. P. and Dhariwal, P · 2018
Later among the works it cites.
Conditional probability models for deep image compression
Mentzer, F., Agustsson, E., Tschannen, M., Timofte, R., and Van Gool, L · 2018
Later among the works it cites.
Joint autoregressive and hierarchical priors for learned image compression
Minnen, D., Ballé, J., and Toderici, G. D · 2018
Later among the works it cites.
Learned video compression
Rippel, O., Nair, S., Lew, C., Branson, S., Anderson, A. G., and Bourdev, L · 2018
Later among the works it cites.
Generative adversarial networks for extreme learned image compression
Agustsson, E., Tschannen, M., Mentzer, F., Timofte, R., and Gool, L. V · 2019
Later among the works it cites.
Variable rate deep image compression with a conditional autoencoder
Choi, Y., El-Khamy, M., and Lee, J · 2019
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…
Dinh, L., Sohl-Dickstein, J., and Bengio, S · 2017
Cited alongside, same era.
Lossy image compression with compressive autoencoders
Theis, L., Shi, W., Cunningham, A., and Huszár, F · 2017
Cited alongside, same era.
Full resolution image compression with recurrent neural networks
Toderici, G., Vincent, D., Johnston, N., Hwang, S. J., Minnen, D., Shor, J., and Covell, M · 2017
Cited alongside, same era.
Variational image compression with a scale hyperprior
Ballé, J., Minnen, D., Singh, S., Hwang, S. J., and Johnston, N · 2018
Cited alongside, same era.
Real-time adaptive image compression
Rippel, O. and Bourdev, L
Cited in the paper.
Real-time adaptive image compression
Rippel, O. and Bourdev, L
Cited in the paper.
Later among the works it cites.
Neural inter-frame compression for video coding
Djelouah, A., Campos, J., Schaub-Meyer, S., and Schroers, C · 2019
Later among the works it cites.
Dvc: An end-to-end deep video compression framework
Lu, G., Ouyang, W., Xu, D., Zhang, X., Cai, C., and Gao, Z · 2019
Later among the works it cites.
Practical full resolution learned lossless image compression
Mentzer, F., Agustsson, E., Tschannen, M., Timofte, R., and Gool, L. V · 2019
Later among the works it cites.