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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.D10_SA15_R01

ID: 241172686

Label: ADL

Sample length: 12s

FALL.F07_SA15_R01.s1

ID: 241170496

Label: FALL

Sample length: 4s

FALL.F14_SA03_R05.s1

ID: 241171281

Label: FALL

Sample length: 4s

ADL.D03_SA23_R01

ID: 241173478

Label: ADL

Sample length: 1m 40s

ADL.D13_SA07_R02

ID: 241172239

Label: ADL

Sample length: 12s

ADL.D07_SA06_R02

ID: 241173166

Label: ADL

Sample length: 12s

ADL.D06_SA02_R02

ID: 241173272

Label: ADL

Sample length: 25s

FALL.F13_SA21_R04.s1

ID: 241171072

Label: FALL

Sample length: 4s

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	376,783
No. of clones	227