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EHUNAM, a WiFi CSI-based dataset for human and machine sensing.

Elizabet de Armas1,2, Guillermo Diaz3, Iker Sobron4

  • 1Dept. of Communications Engineering, University of the Basque Country (UPV/EHU), Bilbao, Spain. edearmas001@ikasle.ehu.eus.

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|December 17, 2025
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Summary
This summary is machine-generated.

This study introduces EHUNAM, a WiFi Sensing dataset for diverse applications like people counting and activity recognition. The comprehensive dataset enables robust cross-domain capabilities with over 90% accuracy in validation tests.

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Area of Science:

  • Computer Science
  • Electrical Engineering
  • Signal Processing

Background:

  • WiFi Sensing (WS) applications require high-quality, diverse datasets for cross-domain capability.
  • Existing datasets may lack the variability needed for advanced WS tasks.

Purpose of the Study:

  • Introduce EHUNAM, a comprehensive Channel State Information (CSI) dataset for WiFi Sensing.
  • Support applications such as people counting (PC), human activity recognition (HAR), and machine activity recognition (MAR).

Main Methods:

  • Collected CSI data over 23 days in eight diverse environments, including industrial settings.
  • Included data from 21 people and nine machines, with simultaneous activities.
  • Utilized varied equipment configurations and scenarios for dataset representativeness.

Main Results:

  • Validated EHUNAM using a Convolutional Neural Network (CNN) for PC, HAR, and MAR.
  • Achieved over 90% accuracy in most multiclass and multilabel classification tasks.
  • Demonstrated the dataset's robustness for a broad spectrum of real-world WS scenarios.

Conclusions:

  • EHUNAM is a versatile and robust dataset for advancing WiFi Sensing applications.
  • The dataset's quality and variability enhance cross-domain capabilities in WS.
  • EHUNAM supports recognition of human and machine activities, including home appliances and industrial machines.