Computer Vision with OpenCV | Deep Learning CNN Projects

Learn Python OpenCV 4,Computer Vision and Deep Learning Projects from scratch to expert level| Deep Learning CNN Project

4.25 (40 reviews)
Udemy
platform
English
language
Other
category
1,202
students
5 hours
content
Mar 2021
last update
$39.99
regular price

What you will learn

Computer vision and Image Processing

Image Processing operations using Opencv

Face Detection and work with Live Camera

Convolutional Neural Network Concept

Project-Handwritten digits Classifier

Project: Dogs vs Cats classifier

Project: Real time Object Detection using YOLOv3

Project: Social Distancing Detector COVID-19

Project: MNIST Fashion Classifier

Description

OpenCV-Python is an appropriate tool for fast prototyping of Computer Vision problems.

Hands-on Computer Vision with OpenCV from scratch to real-time project development.

Computer Vision is the hottest field in the era of Artificial Intelligence. It is making enormous advances in Self-driving cars, Robotics, Medical as well as in various image correction apps.

Computer Vision is showing us the future of technology and we can't even imagine what will be the end of its possibilities.

OpenCV library uses NumPy and all its array structures convert to and from NumPy arrays.

OpenCV is used to develop real-time computer vision applications. It is capable of processing images and videos to identify objects, faces, or even handwriting.

You will learn the topics:

  • The key concepts of computer Vision & OpenCV

  • Basic operations: Image read and display, Image Properties, Image resize and write, ROI and Color Mapping, Horizontal & Vertical flipping of images.

  • Drawing function in OpenCV

  • Working with Live Camera

  • Object detection: haarcascade face detection in images and Live camera

  • Convolutional Neural Network (CNN)

  • Deep Learning with Keras

  • Project: Handwritten Digit Classification using MNIST

  • Project: Fashion Classifier using FNIST

  • Project: Dogs vs Cats classifier

  • Project: Object Detection using YOLOv3

  • Project: Social Distancing Detector COVID-19

Feel free to message us on Udemy if you have any questions about the course!

So, are you ready to get started? Enroll now and start the process of becoming a Master in Computer Vision using Deep Learning today!

Content

Introduction to Computer vision and OpenCV

Getting Started with Google Colab
Image Processing vs Computer Vision
Introduction and working of OpenCV

Image Operations using OpenCV

Image read and display using OpenCV
Image Properties
Image resize and write using OpenCV
ROI and Color Changing using OpenCV
Horizontal & Vertical flipping of images
Drawing function in OpenCV
Draw Rectangle using OpenCv

Face Detection and Working with Live Camera

Working with Live Camera
Face Detection in Image
Face Detection in Live Camera
Display Only Face from image and Save

Convolutional Neural Network

Why CNN
What is CNN
Convolution Layer
Relu Layer
Pooling Layer
Flattening Layer
Fully Connected Layer

Keras API

What is Keras

Project- Handwritten Digits Recognition using CNN, Keras

Project introduction and Data Preprocessing
Model creation
Build Model and Prediction on images

Project-Object Detection using YOLO v3 Algorithm

Introduction-Objects Detection with YOLO v3 and OpenCV
Implementation-Objects Detection on Image with YOLO v3 and OpenCV-part1
Implementation-Objects Detection on Image with YOLO v3 and OpenCV-part2
Implementation-Objects Detection on Live Video with YOLO v3 and OpenCV

Implementation-Objects Detection on Image with YOLO v3 and OpenCV

Introduction to Cat Dog Classifier
Preprocess data
Build a Model
Data Augmentation and Final Model

Project- MNIST Fashion Clothing Classifier

MNIST Fashion Clothing Classifier

Project-Social Distancing Detector

Introduction to Social Distancing Detector COVID-19
Human Detecting using YOLO
Calculating Distance and Category of Risk
Drawing rectangle and line of different zones

Screenshots

Computer Vision with OpenCV | Deep Learning CNN Projects - Screenshot_01Computer Vision with OpenCV | Deep Learning CNN Projects - Screenshot_02Computer Vision with OpenCV | Deep Learning CNN Projects - Screenshot_03Computer Vision with OpenCV | Deep Learning CNN Projects - Screenshot_04

Reviews

Priyanka
February 24, 2022
Disappointed !! The attached file is not even available. Improve the content delivery, awful experience !!
Niranjan
August 22, 2020
The Course is structured well. Covers everything from zero. Best part is all the lectures with notes and code notebooks. So far it has been a great experience in learning all the new concepts of OpenCV. I am really excitd to learn the next half of the course!

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5/29/202174% OFF
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3/4/2022100% OFF
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3311946
udemy ID
7/8/2020
course created date
7/24/2020
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