Search Results for author: Guillermo Reyes

Found 7 papers, 5 papers with code

Looking for a better fit? An Incremental Learning Multimodal Object Referencing Framework adapting to Individual Drivers

1 code implementation29 Jan 2024 Amr Gomaa, Guillermo Reyes, Michael Feld, Antonio Krüger

The rapid advancement of the automotive industry towards automated and semi-automated vehicles has rendered traditional methods of vehicle interaction, such as touch-based and voice command systems, inadequate for a widening range of non-driving related tasks, such as referencing objects outside of the vehicle.

Incremental Learning

It's all about you: Personalized in-Vehicle Gesture Recognition with a Time-of-Flight Camera

no code implementations2 Oct 2023 Amr Gomaa, Guillermo Reyes, Michael Feld

Despite significant advances in gesture recognition technology, recognizing gestures in a driving environment remains challenging due to limited and costly data and its dynamic, ever-changing nature.

Data Augmentation Hand Gesture Recognition +2

SynthoGestures: A Novel Framework for Synthetic Dynamic Hand Gesture Generation for Driving Scenarios

1 code implementation8 Sep 2023 Amr Gomaa, Robin Zitt, Guillermo Reyes, Antonio Krüger

Creating a diverse and comprehensive dataset of hand gestures for dynamic human-machine interfaces in the automotive domain can be challenging and time-consuming.

Gesture Generation Gesture Recognition

What's on your mind? A Mental and Perceptual Load Estimation Framework towards Adaptive In-vehicle Interaction while Driving

1 code implementation10 Aug 2022 Amr Gomaa, Alexandra Alles, Elena Meiser, Lydia Helene Rupp, Marco Molz, Guillermo Reyes

In this paper, we analyze the effects of mental workload and perceptual load on psychophysiological dimensions and provide a machine learning-based framework for mental and perceptual load estimation in a dual task scenario for in-vehicle interaction (https://github. com/amrgomaaelhady/MWL-PL-estimator).

ML-PersRef: A Machine Learning-based Personalized Multimodal Fusion Approach for Referencing Outside Objects From a Moving Vehicle

1 code implementation3 Nov 2021 Amr Gomaa, Guillermo Reyes, Michael Feld

This allows for novel approaches to interaction with the vehicle that go beyond traditional touch-based and voice command approaches, such as emotion recognition, head rotation, eye gaze, and pointing gestures.

Emotion Recognition

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