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Video based hand gesture recognition dataset using thermal camera.

Simen Birkeland1, Lin Julie Fjeldvik1, Nadia Noori1

  • 1ACPS Group, Department of Information and Communication Technology, University of Agder, 4879, Norway.

Data in Brief
|March 25, 2024
PubMed
Summary
This summary is machine-generated.

This study introduces a thermal hand gesture dataset for accurate classification. The dataset features 9 gesture classes from 11 individuals, captured using a FLIR Lepton Thermal Camera.

Keywords:
Jetson nanoMachine learningNeural networkThermal imageVideo hand gestures

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Area of Science:

  • Computer Vision
  • Machine Learning
  • Human-Computer Interaction

Background:

  • Hand gesture recognition is crucial for intuitive human-computer interaction.
  • Thermal imaging offers a privacy-preserving alternative to visual cameras for gesture capture.
  • Existing datasets may lack diversity in gestures, individuals, or environmental conditions.

Purpose of the Study:

  • To create a comprehensive thermal hand gesture dataset for robust classification.
  • To facilitate research in thermal-based gesture recognition systems.
  • To address the need for diverse and challenging gesture data.

Main Methods:

  • Captured thermal videos of 9 distinct hand gestures from 11 individuals.
  • Utilized the FLIR Lepton Thermal Camera for data acquisition.
  • Organized data into 9 classes with 110 videos per gesture, totaling 990 videos.
  • Included variations in frame lengths within each video.

Main Results:

  • A large-scale dataset of 990 thermal hand gesture videos was compiled.
  • The dataset encompasses complex backgrounds and diverse gestures.
  • Videos feature multiple frame lengths for varied analysis.

Conclusions:

  • The developed dataset provides a valuable resource for training and evaluating thermal hand gesture recognition models.
  • This dataset can advance the development of more accurate and reliable gesture-based interfaces.
  • Future work can leverage this dataset for exploring advanced classification algorithms.