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FIR Image Action Dataset

Haoyu Zhang
[email protected]
Visiongo Co., Ltd. 2020.06.23

Sensors

  • Melexis MLX90640-BAA (short for mlx90640)
  • Heimann HTPA 32x32d L2.1 (short for htpa32)
  • Raspberry Pi Camera Module v2 (short for camerav2)

Condition

Description/Sensors mlx90640 htpa32-01 htpa32-02 camerav2
Sensor model Melexis MLX90640-BAA Heimann HTPA 32x32d L2.1 Heimann HTPA 32x32d L2.1 Raspberry Pi Camera Module v2
Resolution of the sensor 32 × 24 pixels 32 × 32 pixels 32 × 32 pixels 320 × 240 pixels
Sensor position Mid-center of the ceiling Mid-center of the ceiling Corner of the ceiling Mid-center of the ceiling
Sensor height 2355 mm
Sensor FOV 110° × 75° 90° × 90° 90° × 90° 62.2° × 48.8°
Viewing Direction Vertically downward Vertically downward Vertically downward
Frame rate 8 fps 24fps

Dataset

Environment

  • At most one person in the room
  • To get closer to the real environment, there is at least one heat source in the room.
  • Two or three persons are acting in a sequence (No frames contain more than two persons at the same time.)

Indoor scenes

Actions

  • "sit"
  • "stand"
  • "walk"
  • "fall"
  • "lie"
  • "standup"
  • "sitdown"
  • "lying"

Dataset file format

The data file name format as following:

<date>_<sensor model>_<indoor scene>_<lighting>_<heat source>.csv

E.g., 20200623_mlx90640_01_natural_none.csv

Sensor model

It's correspond to the sensors in the "Condition" part above, such as "mlx90640", "htpa32-01", "camerav2".

Lighting

  • "light" means that data is collected when fluorescent lamp is turned on.
  • "dark" means that data is collected at night without any light source.
  • "natural" means that data is collected with natural lighting.

Heat source

There are five type of heat source.

  • "none": no any heat source.

Citations

@misc{zhang2020fir,
  title={FIR-Image-Action-Dataset},
  author={Zhang, H},
  year={2020},
  publisher={Rep{\'e}r{\'e} {\`a} https://github. com/visiongo-kr/FIR-Image-Action-Dataset\# fir-image~…}
}

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