34 citations · 72 across the 15 of their papers we have counts for
4 papers · 1 filter
Learning sparse auto-encoders for green AI image coding
Cyprien Gille, Frédéric Guyard, Marc Antonini +1
Recently, convolutional auto-encoders (CAE) were introduced for image coding. They achieved performance improvements over the state-of-the-art JPEG2000 method. However, these perfo…
Quantization for decentralized learning under subspace constraints
Roula Nassif, Stefan Vlaski, Marco Carpentiero +3
In this paper, we consider decentralized optimization problems where agents have individual cost functions to minimize subject to subspace constraints that require the minimizers a…
A constrained Shannon-Fano entropy coder for image storage in synthetic DNA
Xavier Pic, Marc Antonini
The exponentially increasing demand for data storage has been facing more and more challenges during the past years. The energy costs that it represents are also increasing, and th…
Image Storage on Synthetic DNA Using Autoencoders
Xavier Pic, Marc Antonini
Over the past years, the ever-growing trend on data storage demand, more specifically for "cold" data (rarely accessed data), has motivated research for alternative systems of data…