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Building an Edge AI Application for Automated Retail Scanner on AM6xA MPUs
SPRADB0
may 2023
AM62A1-Q1
,
AM62A3
,
AM62A3-Q1
,
AM62A7
,
AM62A7-Q1
,
AM67A
,
AM68A
,
AM69A
CONTENTS
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Building an Edge AI Application for Automated Retail Scanner on AM6xA MPUs
1
Abstract
Trademarks
1
Introduction
1.1
Intended Audience
1.2
Host Machine Information
2
Creating the Dataset
2.1
Collecting Images
2.2
Labelling Images
2.3
Augmenting the Dataset (Optional)
3
Selecting a Model
4
Training the Model
4.1
Input Optimization (Optional)
5
Compiling the Model
6
Using the Model
7
Building the End Application
7.1
Optimizing the Application With TI’s Gstreamer Plugins
7.2
Using a Raw MIPI-CSI2 Camera
8
Summary
9
References
IMPORTANT NOTICE
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Application Note
Building an Edge AI Application for Automated Retail Scanner on AM6xA MPUs