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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011307_ToyConveyor_case1_normal_IND_ch1_1307.24b4sp8n

ID: 24895807

Label: normal

Sample length: 10s

010022_ToyConveyor_case1_normal_IND_ch1_0022.24b4qp9s

ID: 24896520

Label: normal

Sample length: 10s

010972_ToyConveyor_case1_normal_IND_ch1_0972.24b4s82p

ID: 24896002

Label: normal

Sample length: 10s

011517_ToyConveyor_case1_normal_IND_ch1_1517.24b4t3um

ID: 24895685

Label: normal

Sample length: 10s

010356_ToyConveyor_case1_normal_IND_ch1_0356.24b4r9jo

ID: 24896346

Label: normal

Sample length: 10s

011006_ToyConveyor_case1_normal_IND_ch1_1006.24b4sajk

ID: 24895972

Label: normal

Sample length: 10s

010743_ToyConveyor_case1_normal_IND_ch1_0743.24b4rtjm

ID: 24896120

Label: normal

Sample length: 10s

010004_ToyConveyor_case1_ab23_IND_ch1_0004.24b53790

ID: 24895324

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	274,339
No. of clones	3