Automated Inspection with Computer Vision
INTERACTIVE COURSE

Automated Inspection with Computer Vision

Beginner

54 Lessons

15h

Certificate of Completion

AI Explanations
AI Explanations
Automated Inspection with Computer Vision
1 Project
2 Assessments
124 Playgrounds
22 Quizzes
113 Illustrations

Takeaway Skills

Hands-on experience transforming image objects with OpenCV

An understanding of feature detection and blob analysis

The ability to use laser lines alongside 3D vision

Hands-on experience in labeling image datasets using CVAT

Working knowledge of convolutional neural networks for classification, object detection, and semantic segmentation with PyTorch

Course Overview

Computer vision is essential for developers who wish to learn practical skills, e.g., in industrial manufacturing, automated inspection of products is crucial for quality assurance. In this course, you’ll apply computer vision and machine learning to analyze images for automated inspection. You’ll start by learning image I/O operations, thresholding, smoothing, and masking. You’ll learn feature detection using template matching and morphology. You’ll use the Sobel and Canny Edge Detectors, Harris Corner De...Show More

Course Content

1

Introduction

2

Getting Started with Images

Image I/O and Annotations

Assessment

3

Color Spaces and Thresholding

Convert Color Spaces, Threshold

Assessment

4

Smoothing and Masking

5

Detection of Features

6

Image Registration

3 Lessons

7

3D Vision

4 Lessons

8

Getting Started with Neural Networks

5 Lessons

9

Convolutional Neural Networks

8 Lessons

Project: Create and Train a CNN for Classification

Project

10

Object Detection and Semantic Segmentation

6 Lessons

11

Dataset Annotation

4 Lessons

12

Final Remarks

2 Lessons

COURSE AUTHOR

How You'll Learn

Hands-on Coding Environments

You don’t get better at swimming by watching others. Coding is no different. Practice as you learn with live code environments inside your browser.

2x Faster Learning — With No Setup

Videos are holding you back. Educative‘s interactive, text-based lessons accelerate learning — no setup, downloads, or alt-tabbing required.

AI-Powered Learning

Learn faster and smarter with adaptive AI tools embedded in every Educative course.

Progress You Can Show

Built-in assessments let you test your skills. Completion certificates let you show them off.

Recommended Courses

BEFORE STARTING THIS COURSE

AFTER FINISHING THIS COURSE

FOR TEAMS

Interested in this course for your business or team?

Unlock this course (and 1,000+ more) for your entire org with DevPath