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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011475_ToyConveyor_case1_normal_IND_ch1_1475.24b4t204

ID: 24895711

Label: normal

Sample length: 10s

010004_ToyConveyor_case1_ab18_IND_ch1_0004.24b5362j

ID: 24895333

Label: anomaly

Sample length: 10s

011674_ToyConveyor_case1_normal_IND_ch1_1674.24b4tavv

ID: 24895604

Label: normal

Sample length: 10s

010003_ToyConveyor_case1_ab57_IND_ch1_0003.24b531g6

ID: 24895378

Label: anomaly

Sample length: 10s

010809_ToyConveyor_case1_normal_IND_ch1_0809.24b4s0dl

ID: 24896089

Label: normal

Sample length: 10s

011753_ToyConveyor_case1_normal_IND_ch1_1753.24b4tfkp

ID: 24895557

Label: normal

Sample length: 10s

011750_ToyConveyor_case1_normal_IND_ch1_1750.24b4tfes

ID: 24895566

Label: normal

Sample length: 10s

010002_ToyConveyor_case1_ab60_IND_ch1_0002.24b52rc7

ID: 24895445

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	303,274
No. of clones	3