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Target: Nordic nRF5340 DK (Cortex-M33 128MHz) Clone this project

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Continuous Gait Monitor (anomaly detection)

A wearable for continuous gait analysis, aiming to detect gait abnormalities indicative of potential medical conditions.

Accelerometer

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Data (156 samples)

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walking.4p7ovikh.s3

ID: 873338544

Label: walking

Sample length: 5s

standing.4p841qs4.s1

ID: 873338459

Label: standing

Sample length: 5s

standing.4p83vt94.s1

ID: 873338469

Label: standing

Sample length: 5s

running.4p7q14el.s1

ID: 873338546

Label: running

Sample length: 5s

walking.4p7ovikh.s1

ID: 873338542

Label: walking

Sample length: 5s

standing.4p845drn.s4

ID: 873338442

Label: standing

Sample length: 5s

running.4p7ptt73.s2

ID: 873338559

Label: running

Sample length: 5s

standing.4p84114m.s4

ID: 873338468

Label: standing

Sample length: 5s

Model accuracy (Unoptimized (float32))

Validation set

100.0%

Test set

On-device performance (Nordic nRF5340 DK (Cortex-M33 128MHz), Quantized (int8))

Latency

4 ms.

Peak RAM usage

2.4K

Flash usage

19.2K

Run this model

On any device

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Dataset summary

Data collected

13m 0s

Sensors

accX, accY, accZ @ 20Hz

Labels

running, standing, walking

Project info

Project ID	366723
License	Apache 2.0
No. of views	29,059
No. of clones	41