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Hand gestures recorded with mm-Wave FMCW radar (AWR1642)
- Citation Author(s):
- Submitted by:
- Adam Narbudowicz
- Last updated:
- Thu, 06/03/2021 - 07:31
- DOI:
- 10.21227/wh5w-c362
- Data Format:
- License:
3073 Views- Citations:
- 1
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Abstract
The dataset contains 4600 samples of 12 different hand-movement gestures. Data were collected from four different people using the FMCW AWR1642 radar. Each sample is saved as a CSV file associated with its gesture type. Gesture description: (G1) arm to left – full swipe of an arm from right to left, (G2) arm to right – full swipe of an arm from left to right, (G3) hand away – taking a hand away from radar, (G4) hand closer – taking a hand closer to the radar, (G5) arm up – an arm movement from bottom to top, (G6) arm down – an arm movement from top to bottom, (G7) palm up – rotating a palm upwards, (G8) palm down – rotating a palm downwards, (G9) hand to the left – a hand movement to the left (without an arm movement), (G10) hand to the right – a hand movement to the right, (G11) closing a fist horizontally, (G12) closing a fist vertically.
Dataset is divided into 12 separate folders associated to different gesture types. Each folder contains gesture samples saved as a CSV file. First line of the CSV file is a headline describing the columns of data: FrameNumber, ObjectNumber, Range, Velocity, PeakValue, x coordinate, y coordinate. In order to read the gestures into matrix representation copy all 12 folders into single folder called “data”. Copy the “read_gesture.py” script to the same folder as “data” and run it. Script will convert CSV files of given gesture type into the numpy matrix.
Dataset Files
(G1) arm to left – full swipe of an arm from right to left arm_to_left.zip (1.59 MB)- (G2) arm to right – full swipe of an arm from left to right arm_to_right.zip (1.66 MB)
- (G3) hand away – taking a hand away from the radar hand_away.zip (2.37 MB)
- (G4) hand closer – taking a hand closer to the radar hand_closer.zip (2.07 MB)
- (G5) arm up – an arm movement from the bottom to the top hand_up.zip (1,003.72 kB)
- (G6) arm down – an arm movement from the top to the bottom hand_down.zip (1.09 MB)
- (G7) palm up – rotating a palm upwards hand_rotation_palm_up.zip (660.00 kB)
- (G8) palm down – rotating a palm downwards hand_rotation_palm_down.zip (458.17 kB)
- (G9) hand to the left – a hand movement to the left (without an arm movement) hand_to_left.zip (1.16 MB)
- (G10) hand to the right – a hand movement to the right hand_to_right.zip (1.06 MB)
- (G11) closing a fist horizontally close_fist_horizontally.zip (1.30 MB)
- (G12) closing a fist vertically close_fist_perpendicularly.zip (1.19 MB)
read_gestures.py (2.09 kB)
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