Computer Vision School

MVP description

Benefits of cloud deployment

Introduction

Setup Raspberry Pi

Prevent overheating

Install producer SDK C++

RTSP camera

AWS Access keys

Stream video

Data collection

Create dataset

Annotation strategy

Create project and tasks in CVAT

Create a pre-annotated task in CVAT

Image annotation (from zero)

Image annotation (from pre-annotated images)

Export annotations and create dataset

Train pose detector with Yolov8

Evaluate training

Make inferences

Model weights

Create dataset

Curate dataset

Produce new annotations

Balance dataset

Train model

Train object detector with Yolov8

Evaluate model

Car and license plate detector - model weights

Model definition

Model indexing

Function process_frame()

Create SNS

Launch EC2 + IAM role

Install KVS Consumer SDK + SORT

Integrate process_frame() function with consumer SDK

License plate formats

Simplify problem

EU License plate classifier

Get text from license plate

Generate event video

Send message to Pusher

Lambda function setup

Lambda function code

Trigger Lambda function with SNS