1 code implementation • 23 Nov 2021 • Damien Bouchabou, Sao Mai Nguyen, Christophe Lohr, Benoit Leduc, Ioannis Kanellos
We thus demonstrate that taking into account the context of the sensors and their semantics increases the classification performances and enables transfer learning.
no code implementations • 18 Oct 2021 • Damien Bouchabou, Sao Mai Nguyen, Christophe Lohr, Benoit Leduc, Ioannis Kanellos
In this paper, we present recent algorithms, works, challenges and taxonomy of the field of human activity recognition in a smart home through ambient sensors.
1 code implementation • 1 Dec 2020 • Damien Bouchabou, Sao Nguyen, Christophe Lohr, Benoit Leduc, Ioannis Kanellos
Our analysis also shows that FCN is a suitable algorithm for smart home activity recognition and hightlights the advantages of automatic feature extraction.
1 code implementation • 3 Nov 2020 • Eden Belouadah, Adrian Popescu, Ioannis Kanellos
A second type of approaches fix the deep model size and introduce a mechanism whose objective is to ensure a good compromise between stability and plasticity of the model.
1 code implementation • 31 Aug 2020 • Eden Belouadah, Adrian Popescu, Ioannis Kanellos
It leverages initial classifier weights which provide a strong representation of past classes because they are trained with all class data.
no code implementations • 10 Jul 2020 • Linda Nanan Vallée, Sao Mai Nguyen, Christophe Lohr, Ioannis Kanellos, Olivier Asseu
With the outlook of improving communication and social abilities of people with ASD, we propose to extend the paradigm of robot-based imitation games to ASD teenagers.
no code implementations • 9 Jul 2020 • Linda Nanan Vallée, Christophe Lohr, Sao Mai Nguyen, Ioannis Kanellos, O. Asseu
Autism spectrum disorder is a neurodevelopmental condition that includes issues with communication and social interactions.