Exploring Score-Level and Decision-Level Fusion of Inertial and Video Data for Intake Gesture Detection

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This study investigates combining inertial and video data through score-level and decision-level fusion to improve intake gesture detection using deep learning models.

Exploring Score-Level and Decision-Level Fusion of Inertial and Video Data for Intake Gesture Detection

Hamid Heydarian; Marc T. P. Adam; Tracy L. Burrows; Megan E. Rollo
https://doi.org/10.1109/ACCESS.2021.3119253
Volume 13

Recent research has employed deep learning to detect intake gestures from inertial sensor and video camera data. However, the fusion of these modalities has not been attempted. The present research explores the potential of fusing the outputs of two individual deep learning inertial and video intake gesture detection models (i.e., score-level and decision-level fusion) using the test sets from two...

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