Edge Impulse Experts / Fall_Detection_using_Transformer Public

Target: Arduino Portenta H7 (Cortex-M7 480MHz) Clone this project

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Fall_Detection_using_Transformer

Accelerometer

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Data (4,528 samples)

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ADL.D19_SA10_R02

ID: 241171426

Label: ADL

Sample length: 12s

FALL.F15_SA11_R05.s1

ID: 241170872

Label: FALL

Sample length: 4s

ADL.D05_SE05_R05

ID: 241173320

Label: ADL

Sample length: 25s

ADL.D10_SA12_R05

ID: 241172693

Label: ADL

Sample length: 12s

ADL.D08_SA16_R02

ID: 241172967

Label: ADL

Sample length: 12s

ADL.D11_SE12_R03

ID: 241172461

Label: ADL

Sample length: 12s

FALL.F08_SA22_R02.s1

ID: 241170030

Label: FALL

Sample length: 4s

ADL.D07_SE04_R03

ID: 241173079

Label: ADL

Sample length: 12s

Model accuracy (Unoptimized (float32))

Validation set

97.4%

Test set

97.3%

On-device performance (Arduino Portenta H7 (Cortex-M7 480MHz), Quantized (int8))

Latency

132 ms.

Peak RAM usage

2.3K

Flash usage

30.6K

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Dataset summary

Data collected

16h 57m 47s

Sensors

accX, accY, accZ @ 50Hz

Labels

ADL, FALL

Project info

Project ID	208622
Project version	2
License	Apache 2.0
No. of views	312,185
No. of clones	181