Mô tả

Unlock the Power of Computer Vision with our YOLOv7   YOLOv8  YOLO-NAS Crash Course (3 COURSES IN 1 )- Learn Object Detection, Segmentation, Tracking, and Pose Estimation Techniques, Build Web Apps, and Dive into Real-World Projects.
Our YOLOv7   YOLOv8  YOLO-NAS Crash Course Features Over 22 Exciting Projects to Help You Master Object Detection, Segmentation, Tracking, and Pose Estimation!
What will you learn in this course:
Introduction to Object Detection
Overview of CNN, RCNN, Fast RCNN, Faster RCNN, Mask R-CNN
Introduction to YOLO Algorithm
YOLOv7 Paper Review
Measuring Accuracy in Computer Vision
Intersection Over Union (IOU)
Non-Max Suppression (NMS)
YOLOv7 Object Detection on Images, Video in Google Colab

What's New in YOLO-NAS | Is YOLO-NAS the Future of Object Detection?

YOLO-NAS Object Detection | Run YOLO-NAS in 1 CLICK - Google Colab

YOLO-NAS  Object Detection with Webcam in Real Time

How to train YOLO-NAS using custom dataset

Introduction to YOLOv8

Running YOLOv8 on Windows

Running YOLOv8 in Google Colab
Training Custom YOLOv7| Face Mask Detection using YOLOv7
Personal Protective Equipment Detection using YOLOv7

Training Custom YOLOv8 | Potholes Detection using YOLOv8
Introduction to Multi-Object Tracking
Implementing YOLOv7 with Multi-Object Tracker DeepSORT Algorithm
Traffic Counting using YOLOv7 and DeepSORT Object Tracking
Car Velocity Calculation + Traffic Counting using YOLOv7 and  Object Tracking
Vehicles Counting (Entering and Leaving) using YOLOv7 & DeepSORT Object Tracking
Car Velocity Calculation + Vehicles Counting (Entering and Leaving)

Implementing YOLOv8 with Multi-Object Tracker DeepSORT Algorithm

Implementing YOLOv8 with Multi-Object Tracker DeepSORT Algorithm | Google Colab
YOLOv7 Segmentation
Run YOLOv7 Segmentation on Google Colab
YOLOv7 Segmentation with Tracking
YOLOv8 Segmentation on Custom Dataset | Potholes Segmentation
Estimate the Pixel Area of Each Segmentation Mask

YOLOv8 Segmentation

Run YOLOv8 Segmentation on Google Colab

YOLOv8 Segmentation with Tracking
Vehicles Intensity  Heatmaps | Vehicles Counting | Tracking using YOLOv7
Privacy Blurring using YOLOv7 with Object Tracking
Fire Detection System using YOLOv7
Plastic Bottles Counting on Manufacturing Lines
Waste Detection and Segmentation using YOLOv7
License Plate Detection and Recognition using YOLOv7

Basketball Player and Ball Detection, Tracking and Speed Estimation with Web App
Run YOLOv7 Pose Estimation Model | Google Colab
Crunch Counter using YOLOv7 Pose Estimation
Push Up Counter using YOLOv7 Pose Estimation
Tennis Shots Identification YOLOv7 Pose Estimation and LSTM (Theoretical Lesson)
Tennis Shots Identification using YOLOv7 Pose Estimation and LSTM Model
Badminton Shots Identification using YOLOv7 Pose Estimation and LSTM Model
Web Development Tutorial
Integration of YOLOv7 with Flask
Privacy Blurring Web App
Vehicles Counting Entering and Leaving Web App
Real Time Sign Language Alphabets Detection using YOLO-NAS

Bạn sẽ học được gì

Introduction to YOLOv7

Introduction to YOLOv8

What's New in YOLO-NAS | Is YOLO-NAS the Future of Object Detection?

YOLO-NAS Object Detection | Run YOLO-NAS in 1 CLICK - Google Colab

How to run a YOLOv7 program for Object Detection, Segmentation

How to run a YOLOv8 program for Object Detection, Segmentation

How to find the dataset

Data annotation/labeling/ Automatic Dataset Splitting

How to train YOLOv7 using custom dataset, transfer learning and resume training

Visualize the Training Performances

How to train YOLOv8 using custom dataset

How to train YOLO-NAS using custom dataset

YOLO-NAS Object Detection with Webcam in Real Time

Multiple Object Tracking using YOLOv7

Multiple Object Tracking using YOLOv8

Object Segmentation using YOLOv7

Object Segmentation using YOLOv8

YOLOv7 Segmentation with Multiple Object Tracking

YOLOv8 Segmentation with Multiple Object Tracking

Pose Estimation using YOLOv7

Badminton Shots Identification using LSTM and YOLOv7 Pose Estimation Model

Crunch Counter using YOLOv7 Pose Estimation

Real Time Sign Language Alphabets Detection using YOLO-NAS

Personal Protective Equipment Detection using YOLO-NAS

Real-Time Custom Object Detection with YOLO-NAS and Webcam

Face Mask Detection using YOLOv7

Integrating YOLOv7 with Flask for Web App Development

Personal Protective Equipment Detection using YOLOv7

Potholes Detection using YOLOv8

Personal Protective Equipment Detection using YOLO-NAS

Car Velocity Calculation + Traffic Counting using YOLOv7 and Object Tracking

Vehicles Counting (Entering and Leaving) using YOLOv7 & DeepSORT Object Tracking

Car Velocity Calculation + Vehicles Counting (Entering and Leaving)

Potholes Detection and Segmentation using YOLOv7 & Estimating the Pixel Area of Each Segmentation Mask

Vehicles Intensity Heatmaps | Vehicles Counting | Tracking using YOLOv7

Privacy Blurring using YOLOv7 with Object Tracking

Fire Detection System using YOLOv7

Plastic Bottles Counting on Manufacturing Lines using YOLOv7

Waste Detection and Segmentation using YOLOv7

License Plate Detection and Recognition using YOLOv7

Basketball Player and Ball Detection, Tracking and Speed Estimation using YOLOv7

Tennis Shots Identification using YOLOv7 Pose Estimation and LSTM Model

Push Up Counter using YOLOv7 Pose Estimation

Privacy Blurring Web App

Vehicles Counting Entering and Leaving Web App

Real World 22 + Projects with YOLOv7

Yêu cầu

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

Nội dung khoá học

19 sections

YOLOv7 Introduction

8 lectures
Introduction to Object Detection
04:38
Overview of CNN, RCNN, Fast RCNN, Faster RCNN, Mask R-CNN
23:29
Introduction to YOLO Algorithm
20:42
YOLOv7 Paper Review
10:58
Measury Accuracy in Computer Vision
09:47
Intersection Over Union (IOU)
18:21
Non-Max Suppression (NMS)
11:18
YOLOv7 Object Detection on Images, Video in Google Colab
12:53

YOLO-NAS : New Object Detection Model

1 lectures
What's New in YOLO-NAS | Is YOLO-NAS the Future of Object Detection?
05:12

YOLO-NAS Implementation

1 lectures
YOLO-NAS Object Detection | Run YOLO-NAS in 1 CLICK - Google Colab
16:05

YOLOv8 Introduction

1 lectures
Introduction to YOLOv8
08:14

YOLOv8 Implementation

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

Training Custom YOLOv7

6 lectures
Training Custom YOLOv7| Face Mask Detection using YOLOv7 | Part 1
23:04
Training Custom YOLOv7| Face Mask Detection using YOLOv7 | Part 2
12:13
Training Custom YOLOv7| Face Mask Detection using YOLOv7 | Part 3
23:04
Personal Protective Equipment Detection using YOLOv7 | Part 1
12:44
Personal Protective Equipment Detection using YOLOv7 | Part 2
13:17
Personal Protective Equipment Detection using YOLOv7 | Part 3
18:22

Training Custom YOLOv8

2 lectures
Potholes Detection Part1
17:26
Potholes Detection Part2
16:49

Training YOLO-NAS on Custom Dataset

1 lectures
Personal Protective Equipment Detection using YOLO-NAS
29:02

YOLO-NAS Object Detection with Webcam in Real Time

1 lectures
Real-Time Custom Object Detection with YOLO-NAS and Webcam
33:54

YOLOv7 Object Tracking

6 lectures
Introduction to Multi-Object Tracking
11:55
Implementing YOLOv7 with Multi-Object Tracker DeepSORT Algorithm
35:41
Traffic Counting using YOLOv7 and DeepSORT Object Tracking
14:46
Car Velocity Calculation + Traffic Counting using YOLOv7 and Object Tracking
11:28
Vehicles Counting (Entering and Leaving) using YOLOv7 & DeepSORT Object Tracking
16:58
Car Velocity Calculation + Vehicles Counting (Entering and Leaving)
13:53

YOLOv8 Object Tracking

2 lectures
Implementing YOLOv8 with Multi-Object Tracker DeepSORT Algorithm
37:44
Implementing YOLOv8 with Multi-Object Tracker DeepSORT Algorithm | Google Colab
07:51

YOLOv7 Object Segmentation and Tracking

3 lectures
YOLOv7 Segmentation
04:32
Run YOLOv7 Segmentation on Google Colab
09:54
YOLOv7 Segmentation with Tracking
09:45

Training YOLOv7 Segmentation Model on Custom Dataset

3 lectures
YOLOv7 Segmentation on Custom Dataset | Potholes Segmentation | Part 1
17:49
YOLOv7 Segmentation on Custom Dataset | Potholes Segmentation | Part 2
15:42
Estimate the Pixel Area of Each Segmentation Mask
04:50

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

YOLOv7 Apps

8 lectures
Vehicles Intensity Heatmaps | Vehicles Counting | Tracking using YOLOv7
23:47
Privacy Blurring using YOLOv7 with Object Tracking
11:45
Fire Detection System using YOLOv7 Part1
17:50
Fire Detection System using YOLOv7 Part2
23:09
Plastic Bottles Counting on Manufacturing Lines
38:31
Waste Detection and Segmentation using YOLOv7 | Part 1
14:50
Waste Detection and Segmentation using YOLOv7 | Part 2
11:57
License Plate Detection and Recognition using YOLOv7
25:16

Basketball Player and Ball Detection, Tracking and Speed Estimation

5 lectures
Introduction
00:35
Dataset Gathering and Converting the Dataset into YOLOv7 PyTorch Format
18:29
Training | FIne Tunning the YOLOv7 Model on Basket Ball and Player Dataset
12:20
Model Evaluation
08:42
Integrating DeepSORT Object Tracking and Speed Estimation with YOLOv7
10:52

Pose Estimation

6 lectures
Run YOLOv7 Pose Estimation Model | Google Colab
06:44
Crunch Counter using YOLOv7 Pose Estimation
25:21
Push Up Counter using YOLOv7 Pose Estimation
20:08
Tennis Shots Identification YOLOv7 Pose Estimation and LSTM (Theoretical Lesson)
14:04
Tennis Shots Identification using YOLOv7 Pose Estimation and LSTM Model
32:21
Badminton Shots Identification using YOLOv7 Pose Estimation and LSTM Model
24:33

YOLOv7 Web App Development

15 lectures
Web Development Tutorial | Part 1
01:56
Web Development Tutorial | Part 2
06:47
Web Development Tutorial | Part 3
03:53
Web Development Tutorial | Part 4
04:44
Web Development Tutorial | Part 5
03:42
Web Development Tutorial | Part 6
05:02
Integration of YOLOv7 with Flask | Part 1
05:46
Integration of YOLOv7 with Flask | Part 2
09:18
Integration of YOLOv7 with Flask | Part 3
11:39
Integration of YOLOv7 with Flask | Part 4
05:13
Integration of YOLOv7 with Flask | Part 5
21:47
Integration of YOLOv7 with Flask | Part 6
09:53
Integration of YOLOv7 with Flask | Part 7
08:20
Privacy Blurring Web App
07:33
Vehicles Counting Entering and Leaving Web App
10:00

YOLO-NAS Apps

2 lectures
Real-Time Sign Language Alphabets Detection using YOLO-NAS
42:31
People Counter using YOLO-NAS and SORT Object Tracking
55:35

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