no code implementations • 22 May 2022 • Arnaud Deleruyelle, Cristian Versari, John Klein
Conclusions: Experimental results show that very significant accuracy increments are obtained by the proposed pipeline, leading to the conclusion that the self-supervision mechanism introduced in this paper has the potential to replace human annotations.
no code implementations • 7 Mar 2022 • Rui Min, Christelle Garnier, François Septier, John Klein
The particle filter (PF) is a powerful inference tool widely used to estimate the filtering distribution in non-linear and/or non-Gaussian problems.
no code implementations • 7 Feb 2022 • Arnaud Deleruyelle, John Klein, Cristian Versari
In practice, data augmentation is assigned a predefined budget in terms of newly created samples per epoch.
1 code implementation • 18 Aug 2019 • Mahmoud Albardan, John Klein, Olivier Colot
We investigate a problem in which each member of a group of learners is trained separately to solve the same classification task.
1 code implementation • 26 Apr 2018 • John Klein, Mahmoud Albardan, Benjamin Guedj, Olivier Colot
We examine a network of learners which address the same classification task but must learn from different data sets.