Salman Faris / worker safety wearable - Ported for xG24 Public

Target: SiLabs EFR32MG24 (Cortex-M33 78MHz) Clone this project

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worker safety wearable - Ported for xG24

Accelerometer

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Data (16 samples)

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Improper Sitting posture.3fuc7632

ID: 301540006

Label: Improper Sitting posture

Sample length: 1m 0s

InCorrect posture - Bent Down.3fubbupm

ID: 301540010

Label: InCorrect posture - Bent Down

Sample length: 1m 0s

Correct posture - squat.3fuaoo2a

ID: 301540013

Label: Correct posture - squat

Sample length: 1m 0s

InCorrect posture - Bent Down.3fub9bfa

ID: 301540011

Label: InCorrect posture - Bent Down

Sample length: 1m 0s

Walking.3fubqovu

ID: 301540004

Label: Walking

Sample length: 1m 0s

InCorrect posture - Bent Down.3fubejup

ID: 301540009

Label: InCorrect posture - Bent Down

Sample length: 30s

Good Sitting posture.3fubv57d

ID: 301540007

Label: Correct Sitting posture

Sample length: 1m 0s

Correct posture - squat.3fuarhve

ID: 301540012

Label: Correct posture - squat

Sample length: 1m 0s

Model accuracy (Unoptimized (float32))

Validation set

100.0%

Test set

90.3%

On-device performance (SiLabs EFR32MG24 (Cortex-M33 78MHz), Quantized (int8))

Latency

3 ms.

Peak RAM usage

3.3K

Flash usage

78.4K

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Dataset summary

Data collected

11m 0s

Sensors

accX, accY, accZ, gyrX, gyrY, gyrZ @ 100Hz

Labels

Correct posture - squat, Correct Sitting posture, Improper Sitting posture, InCorrect posture - Bent Down, Walking

Project info

Project ID	188507
Project version	1
License	Apache 2.0
No. of views	12,383
No. of clones	3