9 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
4 papers
Deep Learning generated observations of galaxy clusters from dark-matter-only simulations
Andrés Caro, Daniel de Andres, Weiguang Cui +5
Hydrodynamical simulations play a fundamental role in modern cosmological research, serving as a crucial bridge between theoretical predictions and observational data. However, due…
On the Importance of Denoising when Learning to Compress Images
Benoit Brummer, Christophe De Vleeschouwer
Image noise is ubiquitous in photography. However, image noise is not compressible nor desirable, thus attempting to convey the noise in compressed image bitstreams yields sub-par…
A Fair Classifier Embracing Triplet Collapse
A. Martzloff, N. Posocco, Q. Ferré
In this paper, we study the behaviour of the triplet loss and show that it can be exploited to limit the biases created and perpetuated by machine learning models. Our fair classif…
End-to-end optimized image compression with competition of prior distributions
Benoit Brummer, Christophe De Vleeschouwer
Convolutional autoencoders are now at the forefront of image compression research. To improve their entropy coding, encoder output is typically analyzed with a second autoencoder t…