no code implementations • 3 Nov 2023 • Abdelhak Lemkhenter, Manchen Wang, Luca Zancato, Gurumurthy Swaminathan, Paolo Favaro, Davide Modolo
We show that SemiGPC improves performance when paired with different Semi-Supervised methods such as FixMatch, ReMixMatch, SimMatch and FreeMatch and different pre-training strategies including MSN and Dino.
no code implementations • 27 Jul 2022 • Abdelhak Lemkhenter, Paolo Favaro
In this work we introduce a novel meta-learning method for sleep scoring based on self-supervised learning.
no code implementations • 13 Jul 2021 • Abdelhak Lemkhenter, Adam Bielski, Alp Eren Sari, Paolo Favaro
We show a boost in the quality of generated samples with respect to FID from 10% to 40% compared to the baseline.
1 code implementation • 16 Sep 2020 • Abdelhak Lemkhenter, Paolo Favaro
Various hand-crafted features representations of bio-signals rely primarily on the amplitude or power of the signal in specific frequency bands.