Mô tả

Welcome to the YOLOv8: The Ultimate Course for Object Detection & Tracking with Hands-on Projects,  Applications & Web App Development. YOLOv8 is the state-of-the-art object detection model. It is the 8th version of YOLO and is an improvement over the previous versions in terms of speed, accuracy and efficiency.

What will you learn in this course:

Introduction to YOLO

Overview of CNN, RCNN, Fast RCNN, Faster RCNN, Mask R-CNN

Introduction to YOLOv8

Comparison of YOLOv8 and YOLOv7 considering the License Plate Detection Problem

Running YOLOv8 on Windows

Running YOLOv8 in Google Colab

How to find the dataset

Data annotation/labeling/ Automatic Dataset Splitting

How to train YOLOv8 using custom dataset, transfer learning and resume training

Training Custom YOLOv8: Potholes Detection

Training Custom YOLOv8: Personal Protective Equipment Detection

Training Custom YOLOv8: Pen and Book Detection

Introduction to Multi-Object Tracking

Implementing YOLOv8 with Multi-Object Tracker DeepSORT Algorithm

Implementing YOLOv8 with Multi-Object Tracker DeepSORT Algorithm | Google Colab

Traffic Counting using YOLOv8 and DeepSORT Object Tracking

Car Velocity Calculation + Traffic Counting

Vehicles Counting (Entering and Leaving) using YOLOv8 & DeepSORT Object Tracking

Car Velocity Calculation + Vehicles Counting (Entering and Leaving)

Run YOLOv8 Segmentation on Google Colab

YOLOv8 Segmentation with Tracking

How to train YOLOv8 Segmentation using custom dataset, transfer learning and resume training

Potholes Segmentation using YOLOv8

Traffic Lights Detection and Color Recognition using YOLOv8 | Custom Dataset

Cracks Segmentation using YOLOv8.

Helmet Detection and Segmentation using YOLOv8

Traffic Watch: Automated Vehicle Direction Detection and Counting using YOLOv8.

Face Detection, Gender Classification, Crowd Counting, Tracking with Alert and Analytics using YOLOv8.

Licence Plate Detection and Recognition using YOLOv8 and EasyOCR.

Object Blurring using YOLOv8 with Object Tracking

Vehicles Segmentation and Tracking with Vehicles Counting and Speed Estimation

Integrating YOLOv8 with Flask

Creating a Complete Frontend Web App

App- Personal Protective Equipment (PPE)  Detection

Bạn sẽ học được gì

Introduction to YOLO

Fundamentals of YOLOv8

How to run a YOLOv8 program for Object Detection, Segmentation, Classification

How to find the appropriate dataset

Data annotation/labeling/ Automatic Dataset Splitting

Training YOLOv8 on Custom Dataset

How to train YOLOv8 using custom dataset, transfer learning and resume training

Visualize the Training Performances

Multiple Object Tracking using YOLOv8

Object Segmentation using YOLOv8

How to train YOLOv8 Segmentation using custom dataset, transfer learning and resume training

YOLOv8 Segmentation with Multiple Object Tracking

Integrating YOLOv8 with Flask for Web App Development

Potholes Detection using YOLOv8

Personal Protective Equipment Detection using YOLOv8

Pen and Book Detection using YOLOv8

Traffic Counting using YOLOv8 and DeepSORT Object Tracking

Car Velocity Calculation + Traffic Counting

Vehicles Counting (Entering and Leaving) using YOLOv8 & DeepSORT Object Tracking

Car Velocity Calculation + Vehicles Counting (Entering and Leaving)

Potholes Detection and Segmentation using YOLOv8

Traffic Lights Detection and Color Recognition using YOLOv8

Cracks Segmentation using YOLOv8.

Helmet Detection and Segmentation using YOLOv8

Traffic Watch: Automated Vehicle Direction Detection and Counting using YOLOv8

License Plate Detection and Recognition using YOLOv8

Face Detection, Gender Classification, Counting, Tracking, Alert and Analytics

Object Blurring using YOLOv8 with Object Tracking

Vehicles Segmentation and Tracking with Vehicles Counting and Speed Estimation

Personal Protective Equipment (PPE) Detection Web App

Real World 17 + Projects with YOLOv8: Unleashing the Power of YOLOv8

Yêu cầu

  • Python Programming experience is an advantage but not required
  • Laptop/PC

Nội dung khoá học

8 sections

YOLOv8 Introduction

4 lectures
Introduction to YOLO
20:42
Overview of CNN, RCNN, Fast RCNN, Faster RCNN, Mask R-CNN
23:29
Introduction to YOLOv8
08:14
Comparison of YOLOv8 and YOLOv7 considering the License Plate Detection Problem
12:50

YOLOv8 Implementation

2 lectures
Running YOLOv8 on Windows
25:54
Running YOLOv8 in Google Colab
25:20

Training Custom YOLOv8

7 lectures
Potholes Detection Part1
17:26
Potholes Detection Part2
16:49
Personal Protective Equipment Detection| Google Colab| Part 1
27:52
PPE Detection Part 2| Live Webcam Testing
03:17
Pen and Book Detection Part 1
28:02
Pen and Book Detection Part2
09:49
Pen and Book Detection Part3
04:13

YOLOv8 Object Tracking

9 lectures
Introduction to Multi-Object Tracking
11:55
Implementing YOLOv8 with Multi-Object Tracker DeepSORT Algorithm
37:44
Implementing YOLOv8 with Multi-Object Tracker DeepSORT Algorithm | Google Colab
07:51
Traffic Counting using YOLOv8 and DeepSORT Object Tracking
28:07
Car Velocity Calculation + Traffic Counting
13:08
Vehicles Counting (Entering and Leaving) using YOLOv8 & DeepSORT Object Tracking
05:01
Vehicles Counting Entering and Leaving Part1
15:09
Vehicles Counting Entering and Leaving Part2
08:34
Vehicles Counting Entering and Leaving with Speed Estimation
04:25

YOLOv8 Object Segmentation and Tracking

3 lectures
YOLOv8 Segmentation
02:56
Run YOLOv8 Segmentation on Google Colab
11:37
YOLOv8 Segmentation with Tracking
19:16

Training YOLOv8 Segmentation Model on Custom Dataset

3 lectures
YOLOv8 Segmentation on Custom Dataset | Potholes Segmentation | Part 1
00:22
YOLOv8 Segmentation on Custom Dataset | Potholes Segmentation | Part 2
16:37
YOLOv8 Segmentation on Custom Dataset | Potholes Segmentation | Part 3
17:22

YOLOv8 Apps

9 lectures
Traffic Lights Detection and Color Recognition using YOLOv8 | Custom Dataset
29:03
Cracks Segmentation using YOLOv8.
20:07
Helmet Detection and Segmentation using YOLOv8
21:14
Traffic Watch: Automated Vehicle Direction Detection and Counting using YOLOv8
32:33
License Plate Detection and Recognition using YOLOv8
27:09
Face Detection, Gender Classification, Counting, Tracking, Alert and Analytics
00:57
Face Detection, Gender Classification, Counting, Tracking, Alert and Analytics
23:34
Object Blurring using YOLOv8 with Object Tracking
09:01
Vehicles Segmentation and Tracking with Vehicles Counting and Speed Estimation
17:52

YOLOv8 WebApp Development

9 lectures
Installations
03:26
Running YOLOv8
14:46
YOLOv8 with Webcam
19:34
YOLOv8 with Video
04:41
Integrating YOLOv8 with Flask
10:50
Testing on Live Webcam
05:37
Creating a Complete Frontend WebApp
30:05
Training YOLOv8 Custom Dataset
27:52
App- Personal Protective Equipment (PPE) Detection
07:40

Đánh giá của học viên

Chưa có đánh giá
Course Rating
5
0%
4
0%
3
0%
2
0%
1
0%

Bình luận khách hàng

Viết Bình Luận

Bạn đánh giá khoá học này thế nào?

image

Đăng ký get khoá học Udemy - Unica - Gitiho giá chỉ 50k!

Get khoá học giá rẻ ngay trước khi bị fix.