Yolov7: Object Detection, Tracking With Web App Development

Object Detection, Segmentation, Tracking, Pose Estimation, Web App Development, Real World 20 + projects with Web Apps

What you'll learn

Introduction to YOLOv7

How to run a YOLOv7 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

Multiple Object Tracking using YOLOv7

Object Segmentation using YOLOv7

YOLOv7 Segmentation with Multiple Object Tracking

Pose Estimation using YOLOv7

Tennis and Badminton Shots Identification using LSTM and YOLOv7 Pose Estimation Model

Push Up and Crush Counter using YOLOv7 Pose Estimation

Real World 20 + Projects with YOLOv7

Integrating YOLOv7 with Flask for Web App Development

Requirements

Python Programming experience is an advantage but not required

Laptop/PC

Description

Unlock the Power of Computer Vision with our YOLOv7 Crash Course - Learn Object Detection, Segmentation, Tracking, and Pose Estimation Techniques, Build Web Apps, and Dive into Real-World Projects.Our YOLOv7 Crash Course Features Over 20 Exciting Projects to Help You Master Object Detection, Segmentation, Tracking, and Pose Estimation!What will you learn in this course:Introduction to Object DetectionOverview of CNN, RCNN, Fast RCNN, Faster RCNN, Mask R-CNNIntroduction to YOLO AlgorithmYOLOv7 Paper ReviewMeasuring Accuracy in Computer VisionIntersection Over Union (IOU)Non-Max Suppression (NMS)YOLOv7 Object Detection on Images, Video in Google ColabTraining Custom YOLOv7| Face Mask Detection using YOLOv7 Personal Protective Equipment Detection using YOLOv7 Introduction to Multi-Object TrackingImplementing YOLOv7 with Multi-Object Tracker DeepSORT AlgorithmTraffic Counting using YOLOv7 and DeepSORT Object TrackingCar Velocity Calculation + Traffic Counting using YOLOv7 and  Object TrackingVehicles Counting (Entering and Leaving) using YOLOv7 & DeepSORT Object TrackingCar Velocity Calculation + Vehicles Counting (Entering and Leaving)YOLOv7 SegmentationRun YOLOv7 Segmentation on Google ColabYOLOv7 Segmentation with TrackingYOLOv8 Segmentation on Custom Dataset | Potholes Segmentation Estimate the Pixel Area of Each Segmentation MaskVehicles Intensity  Heatmaps | Vehicles Counting | Tracking using YOLOv7Privacy Blurring using YOLOv7 with Object TrackingFire Detection System using YOLOv7 Plastic Bottles Counting on Manufacturing LinesWaste Detection and Segmentation using YOLOv7 License Plate Detection and Recognition using YOLOv7Basketball Player and Ball Detection, Tracking and Speed Estimation with Web AppRun YOLOv7 Pose Estimation Model | Google ColabCrunch Counter using YOLOv7 Pose EstimationPush Up Counter using YOLOv7 Pose EstimationTennis Shots Identification YOLOv7 Pose Estimation and LSTM (Theoretical Lesson)Tennis Shots Identification using YOLOv7 Pose Estimation and LSTM ModelBadminton Shots Identification using YOLOv7 Pose Estimation and LSTM ModelWeb Development Tutorial Integration of YOLOv7 with Flask Privacy Blurring Web AppVehicles Counting Entering and Leaving Web App

Overview

Section 1: YOLOv7 Introduction

Lecture 1 Introduction to Object Detection

Lecture 2 Overview of CNN, RCNN, Fast RCNN, Faster RCNN, Mask R-CNN

Lecture 3 Introduction to YOLO Algorithm

Lecture 4 YOLOv7 Paper Review

Lecture 5 Measury Accuracy in Computer Vision

Lecture 6 Intersection Over Union (IOU)

Lecture 7 Non-Max Suppression (NMS)

Lecture 8 YOLOv7 Object Detection on Images, Video in Google Colab

Section 2: Training Custom YOLOv7

Lecture 9 Training Custom YOLOv7| Face Mask Detection using YOLOv7 | Part 1

Lecture 10 Training Custom YOLOv7| Face Mask Detection using YOLOv7 | Part 2

Lecture 11 Training Custom YOLOv7| Face Mask Detection using YOLOv7 | Part 3

Lecture 12 Personal Protective Equipment Detection using YOLOv7 | Part 1

Lecture 13 Personal Protective Equipment Detection using YOLOv7 | Part 2

Lecture 14 Personal Protective Equipment Detection using YOLOv7 | Part 3

Section 3: YOLOv7 Object Tracking

Lecture 15 Introduction to Multi-Object Tracking

Lecture 16 Implementing YOLOv7 with Multi-Object Tracker DeepSORT Algorithm

Lecture 17 Traffic Counting using YOLOv7 and DeepSORT Object Tracking

Lecture 18 Car Velocity Calculation + Traffic Counting using YOLOv7 and Object Tracking

Lecture 19 Vehicles Counting (Entering and Leaving) using YOLOv7 & DeepSORT Object Tracking

Lecture 20 Car Velocity Calculation + Vehicles Counting (Entering and Leaving)

Section 4: YOLOv7 Object Segmentation and Tracking

Lecture 21 YOLOv7 Segmentation

Lecture 22 Run YOLOv7 Segmentation on Google Colab

Lecture 23 YOLOv7 Segmentation with Tracking

Section 5: Training YOLOv7 Segmentation Model on Custom Dataset

Lecture 24 YOLOv8 Segmentation on Custom Dataset | Potholes Segmentation | Part 1

Lecture 25 YOLOv8 Segmentation on Custom Dataset | Potholes Segmentation | Part 2

Lecture 26 Estimate the Pixel Area of Each Segmentation Mask

Section 6: YOLOv7 Apps

Lecture 27 Vehicles Intensity Heatmaps | Vehicles Counting | Tracking using YOLOv7

Lecture 28 Privacy Blurring using YOLOv7 with Object Tracking

Lecture 29 Fire Detection System using YOLOv7 Part1

Lecture 30 Fire Detection System using YOLOv7 Part2

Lecture 31 Plastic Bottles Counting on Manufacturing Lines

Lecture 32 Waste Detection and Segmentation using YOLOv7 | Part 1

Lecture 33 Waste Detection and Segmentation using YOLOv7 | Part 2

Lecture 34 License Plate Detection and Recognition using YOLOv7

Section 7: Basketball Player and Ball Detection, Tracking and Speed Estimation with Web App

Lecture 35 Introduction

Lecture 36 Dataset Gathering and Converting the Dataset into YOLOv7 PyTorch Format

Lecture 37 Training | FIne Tunning the YOLOv7 Model on Basket Ball and Player Dataset

Lecture 38 Model Evaluation

Lecture 39 Integrating DeepSORT Object Tracking and Speed Estimation with YOLOv7

Section 8: Pose Estimation

Lecture 40 Run YOLOv7 Pose Estimation Model | Google Colab

Lecture 41 Crunch Counter using YOLOv7 Pose Estimation

Lecture 42 Push Up Counter using YOLOv7 Pose Estimation

Lecture 43 Tennis Shots Identification YOLOv7 Pose Estimation and LSTM (Theoretical Lesson)

Lecture 44 Tennis Shots Identification using YOLOv7 Pose Estimation and LSTM Model

Lecture 45 Badminton Shots Identification using YOLOv7 Pose Estimation and LSTM Model

Section 9: YOLOv7 Web App Development

Lecture 46 Web Development Tutorial | Part 1

Lecture 47 Web Development Tutorial | Part 2

Lecture 48 Web Development Tutorial | Part 3

Lecture 49 Web Development Tutorial | Part 4

Lecture 50 Web Development Tutorial | Part 5

Lecture 51 Web Development Tutorial | Part 6

Lecture 52 Integration of YOLOv7 with Flask | Part 1

Lecture 53 Integration of YOLOv7 with Flask | Part 2

Lecture 54 Integration of YOLOv7 with Flask | Part 3

Lecture 55 Integration of YOLOv7 with Flask | Part 4

Lecture 56 Integration of YOLOv7 with Flask | Part 5

Lecture 57 Integration of YOLOv7 with Flask | Part 6

Lecture 58 Integration of YOLOv7 with Flask | Part 7

Lecture 59 Privacy Blurring Web App

Lecture 60 Vehicles Counting Entering and Leaving Web App

For Everyone who is interested in Computer Vision,For Everyone who study Computer Vision and want to know how to use YOLOv7 for Object Detection,Building Deep learning Apps with Computer Vision,Building Web Apps with Computer Vision