Search Results for author: Ioannis Kanellos

Found 7 papers, 4 papers with code

Using Language Model to Bootstrap Human Activity Recognition Ambient Sensors Based in Smart Homes

1 code implementation23 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.

Human Activity Recognition Language Modelling +1

Fully Convolutional Network Bootstrapped by Word Encoding and Embedding for Activity Recognition in Smart Homes

1 code implementation1 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.

Activity Recognition General Classification +3

A Comprehensive Study of Class Incremental Learning Algorithms for Visual Tasks

1 code implementation3 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.

Class Incremental Learning Incremental Learning +1

Initial Classifier Weights Replay for Memoryless Class Incremental Learning

1 code implementation31 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.

Class Incremental Learning Fairness +2

How An Automated Gesture Imitation Game Can Improve Social Interactions With Teenagers With ASD

no code implementations10 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.

BIG-bench Machine Learning

Building an Automated Gesture Imitation Game for Teenagers with ASD

no code implementations9 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.

Imitation Learning

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