Learning sparse auto-encoders for green AI image coding

Learning sparse auto-encoders for green AI image coding

9 September 2022

Papers citing "Learning sparse auto-encoders for green AI image coding"

16 / 16 papers shown

Title
The Carbon Footprint of Machine Learning Training Will Plateau, Then Shrink David A. Patterson Joseph E. Gonzalez Urs Holzle Quoc V. Le Chen Liang Lluís-Miquel Munguía D. Rothchild David R. So Maud Texier J. Dean AI4CE 62 239 0 11 Apr 2022
CompressAI: a PyTorch library and evaluation platform for end-to-end compression research Jean Bégaint Fabien Racapé Simon Feltman Akshay Pushparaja VLM 42 422 0 05 Nov 2020
High-Fidelity Generative Image Compression Fabian Mentzer G. Toderici Michael Tschannen E. Agustsson 76 470 0 17 Jun 2020
Computationally Efficient Neural Image Compression Nick Johnston Elad Eban A. Gordon Johannes Ballé 40 54 0 18 Dec 2019
Green AI Roy Schwartz Jesse Dodge Noah A. Smith Oren Etzioni 85 1,124 0 22 Jul 2019
Energy and Policy Considerations for Deep Learning in NLP Emma Strubell Ananya Ganesh Andrew McCallum 53 2,633 0 05 Jun 2019
Deconstructing Lottery Tickets: Zeros, Signs, and the Supermask Hattie Zhou Janice Lan Rosanne Liu J. Yosinski UQCV 49 386 0 03 May 2019
Learning Sparse Neural Networks via Sensitivity-Driven Regularization Enzo Tartaglione S. Lepsøy Attilio Fiandrotti Gianluca Francini 36 69 0 28 Oct 2018
Joint Autoregressive and Hierarchical Priors for Learned Image Compression David C. Minnen Johannes Ballé G. Toderici 60 1,268 0 08 Sep 2018
Deep Convolutional AutoEncoder-based Lossy Image Compression Zhengxue Cheng Heming Sun Masaru Takeuchi J. Katto 47 178 0 25 Apr 2018
The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks Jonathan Frankle Michael Carbin 177 3,433 0 09 Mar 2018
Data-Driven Sparse Structure Selection for Deep Neural Networks Zehao Huang Naiyan Wang 79 561 0 05 Jul 2017
Lossy Image Compression with Compressive Autoencoders Lucas Theis Wenzhe Shi Andrew Cunningham Ferenc Huszár 59 1,050 0 01 Mar 2017
Learning the Number of Neurons in Deep Networks J. Álvarez Mathieu Salzmann 130 413 0 19 Nov 2016
End-to-end Optimized Image Compression Johannes Ballé Valero Laparra Eero P. Simoncelli DRL 73 1,701 0 05 Nov 2016
Classification and regression using an outer approximation projection-gradient method Michel Barlaud Wafa Belhajali P. Combettes L. Fillatre 29 24 0 06 Jun 2015