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[OpenCV] Python Deep Learning Image Processing Project 2 - Find the Bad Apples!

You will learn how to process images and videos with OpenCV, and how to identify and recognize faces and various objects using deep learning. This is a course where you will learn fun projects such as drowsiness prevention, age and gender identification, counting the number of people passing by, face tracking, and YOLO that finds bad apples and tangerines, along with theories.

(4.5) 수강평 30개

강의소개.상단개요.수강생.short

난이도 중급이상

수강기한 무제한

Tensorflow
Tensorflow
Deep Learning(DL)
Deep Learning(DL)
OpenCV
OpenCV
Keras
Keras
Computer Vision(CV)
Computer Vision(CV)
Tensorflow
Tensorflow
Deep Learning(DL)
Deep Learning(DL)
OpenCV
OpenCV
Keras
Keras
Computer Vision(CV)
Computer Vision(CV)

먼저 경험한 수강생들의 후기

먼저 경험한 수강생들의 후기

4.5

5.0

jamxoo

7% 수강 후 작성

It was a very informative lecture that explained everything from the basics to finding bad apples and recognizing people's faces. I really enjoyed the lecture on deep learning image processing projects. Thank you for making such a great lecture.

5.0

youngman1.cho

100% 수강 후 작성

The explanation is detailed and easy to understand.

5.0

김경일

68% 수강 후 작성

By the way, where can I get the lecture materials?

강의상세_배울수있는것_타이틀

  • OpenCV Image and Video Processing

  • Understanding and practicing OpenCV dnn (Deep Learning)

  • Object Detection in Images and Videos

  • Enhancing Face Recognition

  • Object Tracking in Images and Videos

  • Face Landmark, EAR for drowsiness monitoring

  • Age and Gender Recognition with Deep Learning

  • Custom Yolo for object recognition such as bad apples and tangerines

🌈 Project Introduction

First, we need to learn about techniques for handling images and videos, right?
Before we begin to fully utilize deep learning, we will learn the core techniques of OpenCV step by step.

We collect the desired images, process them, and train YOLO to identify bad apples and tangerines.
We will practice learning how to use Custom Data Yolo using Google Colab and DarkNet.

Track objects quickly and easily with various Object Tracking technologies .
Count the number of people passing by and track their faces using OpenCV Tracking technique.

Increase the accuracy of facial recognition with Face Landmark and Alignment .
Let's also create a drowsiness detection project using Face Landmark and EAR.

Recognize faces using deep learning and even estimate age and gender.
Face Landmark and Alignment technology improve facial recognition.

[Special Lecture]

  • 1. '[OpenCV] Python  Deep learning  Image processing  Project - Son Heung-min  YOLO images and videos from the ' Find It !' lecture  treatment  etc.  The basics  Learning 'YOLO '  Used  objects  The 'Object Detection' section  Included.

2. This section describes how to create a model using the same images used for YOLO training, trained with Keras, and then identify objects. You'll also learn about training YOLO and Keras, and compare them.

3. And '[OpenCV] Python  Deep learning  Image processing  Project 2 - Bad Apples  I've added a lecture to help those taking the "Find It !" lecture understand YOLO accurately. YOLO is a representative SSD (Single Shot Detector) that can identify objects in an image at once. Whether it's a still image or a video is a matter of application. After creating a user-learned YOLO, I've added a lecture on how easy it is to make it possible to identify multiple objects in real time with a webcam. Please refer to Section 11. My lecture, "A program to identify apples and tangerines with webcam video."

🙌 What tools do you use?

What tools will be covered in this course?
This course is based on OpenCV, a representative ComputerVision software library, and Python.

In addition to this, we will explain how to install some useful software one by one in the lecture.


🙋🏻‍♂️ I'm curious!

Q. What are the features of this course?
A. I thought about how to apply deep learning and machine learning in practice.
This course not only explains the theory related to Computer Vision, a representative field, but also
You will learn deep learning through practical projects.

Q. Can non-majors also take the course?
A. Deep learning and data science are not fields that can only be pursued by those with a computer science degree.
This is something you can learn and apply to your own life if you have the passion.

🏷️ Study related lectures

[TensorFlow 2] Complete Guide to Python Deep Learning - GAN, BERT, RNN, CNN
Learn the latest deep learning techniques comprehensively!
[OpenCV] Python Deep Learning Image Processing Project - Find Son Heung-min!
Learn how to use deep learning modules to create an object identification project!

강의소개.콘텐츠.추천문구

학습 대상은 누구일까요?

  • Those who want to use deep learning in practice

  • Anyone who wants to learn about image processing using deep learning

  • Anyone preparing a project related to Computer Vision

  • Anyone who wants to understand and utilize OpenCV

  • Those who want to learn the latest deep learning image processing techniques

  • Anyone who wants to identify defective products (Defect Detection) using deep learning

선수 지식, 필요할까요?

  • Willingness to study hard

  • Python Basics - Python 100-minute core lecture

  • [OpenCV] Python Deep Learning Image Processing Project - Find Son Heung-min!

  • Python Data Processing, Visualization - Python Data Visualization Analysis Practical Project

  • [Tensorflow2] Complete conquest of Python machine learning - Marathon record

  • [Tensorflow2] Complete conquest of Python deep learning - Latest techniques of GAN, BERT, RNN, CNN

강의소개.지공자소개

22,276

수강생

495

수강평

556

답변

4.4

강의 평점

25

강의_other

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          7% 수강 후 작성

          It was a very informative lecture that explained everything from the basics to finding bad apples and recognizing people's faces. I really enjoyed the lecture on deep learning image processing projects. Thank you for making such a great lecture.

          • nomad
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            Thank you. I will come back with better content.

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