Aurelien Lequertier / TinyMLPerf-ToyConveyor Public

Target: Cortex-M4F 80MHz Clone this project

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TinyMLPerf-ToyConveyor

Audio

About this project

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Data (2,200 samples)

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010873_ToyConveyor_case1_normal_IND_ch1_0873.24b4s3gc

ID: 24896052

Label: normal

Sample length: 10s

010002_ToyConveyor_case1_ab49_IND_ch1_0002.24b52q47

ID: 24895446

Label: anomaly

Sample length: 10s

010920_ToyConveyor_case1_normal_IND_ch1_0920.24b4s5nb

ID: 24896039

Label: normal

Sample length: 10s

010861_ToyConveyor_case1_normal_IND_ch1_0861.24b4s36n

ID: 24896053

Label: normal

Sample length: 10s

011678_ToyConveyor_case1_normal_IND_ch1_1678.24b4tbh9

ID: 24895601

Label: normal

Sample length: 10s

010005_ToyConveyor_case1_ab19_IND_ch1_0005.24b53d75

ID: 24895259

Label: anomaly

Sample length: 10s

011650_ToyConveyor_case1_normal_IND_ch1_1650.24b4ta2e

ID: 24895620

Label: normal

Sample length: 10s

010004_ToyConveyor_case1_ab69_IND_ch1_0004.24b539hm

ID: 24895297

Label: anomaly

Sample length: 10s

Model accuracy (Unoptimized (float32))

Validation set

95.2%

Test set

96.0%

On-device performance (Cortex-M4F 80MHz, Quantized (int8))

Latency

519 ms.

Peak RAM usage

63.3K

Flash usage

37.4K

Run this model

On any device

Clone project

Dataset summary

Data collected

6h 6m 40s

Sensor

audio @ 16KHz

Labels

anomaly, normal

Project info

Project ID	29594
Project version	1
License	BSD 3-Clause Clear
No. of views	310,579
No. of clones	3