SPRADB0
may 2023
AM62A3
,
AM62A3-Q1
,
AM62A7
,
AM62A7-Q1
,
AM67A
,
AM68A
,
AM69A
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
9
References
Texas Instruments, "Edge AI Marketplace - Retail Checkout," April 2023. [Online]. Available:
https://github.com/TexasInstruments/edgeai-gst-apps-retail-checkout
.
Texas Instruments, "edgeai-gst-apps-retail-checkout," [Online]. Available:
https://github.com/TexasInstruments/edgeai-gst-apps-retail-checkout/blob/main/retail-shopping/README.md
. [Accessed 18 4 2023].
Texas Instruments, "TI Edge AI - Model Development," [Online]. Available:
https://github.com/TexasInstruments/edgeai/blob/master/readme_models.md
.
Texas Instruments, "Edge AI Academy," [Online]. Available:
https://dev.ti.com/tirex/explore/node?node=A__ABufwRlVEGy83u-FZ.kg5Q__EDGEAI-ACADEMY__ZKnFr2N__LATEST
.
"Papers with code - Image Datasets," [Online]. Available:
https://paperswithcode.com/datasets?mod=images
.
Texas Instruments, "Edge AI Studio," [Online]. Available:
https://dev.ti.com/edgeaistudio/
.
"Jupyter Notebook," [Online]. Available:
https://jupyter.org/
.