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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010215_ToyConveyor_case1_normal_IND_ch1_0215.24b4r2c3

ID: 24896424

Label: normal

Sample length: 10s

011340_ToyConveyor_case1_normal_IND_ch1_1340.24b4sqv1

ID: 24895792

Label: normal

Sample length: 10s

011720_ToyConveyor_case1_normal_IND_ch1_1720.24b4tdcn

ID: 24895581

Label: normal

Sample length: 10s

010774_ToyConveyor_case1_normal_IND_ch1_0774.24b4rvdi

ID: 24896098

Label: normal

Sample length: 10s

011448_ToyConveyor_case1_normal_IND_ch1_1448.24b4t075

ID: 24895727

Label: normal

Sample length: 10s

010005_ToyConveyor_case1_ab69_IND_ch1_0005.24b53giv

ID: 24895230

Label: anomaly

Sample length: 10s

011212_ToyConveyor_case1_normal_IND_ch1_1212.24b4sk8p

ID: 24895864

Label: normal

Sample length: 10s

010117_ToyConveyor_case1_normal_IND_ch1_0117.24b4qvh9

ID: 24896459

Label: normal

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	278,372
No. of clones	3