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Getting started with AI on NXP i.MX8M Plus/TOC
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From RidgeRun Developer Wiki
Getting started with
AI on NXP i.MX8M Plus
Introduction
Overview
i.MX8M Plus hardware specifications
Development tools
Development kit
DART-MX8M-PLUS Development kit
Quick getting started
Yocto minimal image
Flashing SD card
First steps on the board
Development
Gatesgarth and Hardknott Yocto versions
Downloading Yocto images for NXP based BSP
Building an imx-core-image
Flashing SD card
Integrating multimedia software stack
Installing GStreamer
Installing OpenCV
Integrating Artificial Intelligence software stack
Installing TensorFlow Lite for NXP based images
Installing R2Inference
Installing GstInference
Developing software for the board
Building the SDK
Crosscompiling apps for GStreamer, TensorFlow Lite, and OpenCV
Exploring TensorFlow Lite delegates for prototyping
Neural Processing Unit
Introduction
Profiling the NPU
Installing gputop
Setting the board on debug mode
Use Case experiments: Smart Parking
Introduction to the use case
License Plate Detection
TinyYOLO version 3
Training a model compatible with GstInference
License Plate Recognition
Rosetta
Getting the model prototyping
Bash scripts for CPU usage and time estimation
Serial experiments
Parallel Experiments
Results
GStreamer
Exploring Rosetta element for character recognition
Example pipelines
Smart Parking
Video inferences
Image inferences
Video streaming
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