Yolov7: Object Detection, Tracking With Web App Development

YOLOv7 Object Detection Tracking with Web App Development

 

ดาวน์โหลดคอร์สเรียน Yolov7: Object Detection, Tracking With Web App Development ฟรี



 
หมวดหมู่ (Category) : IT & Software / Other IT & Software / Object Detection
 

ข้อมูลไฟล์ (File Info) :

  • Published 4/2023
  • MP4 | Video: h264, 1280×720 | Audio: AAC, 44.1 KHz
  • Language: English | Size: 8.92 GB | Duration: 13h 58m

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

สิ่งที่คุณจะได้เรียนรู้ (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

ข้อกำหนด (Requirements) :

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

คำอธิบาย (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 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
Training Custom YOLOv7| Face Mask Detection using YOLOv7
Personal Protective Equipment Detection using YOLOv7
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)
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
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

คอร์สนี้เหมาะกับใคร (Who this course is for) :

  • 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

เนื้อหาหลักสูตร (Overview) :

YOLOv7 Introduction
8 lectures • 1hr 52min

Training Custom YOLOv7
6 lectures • 1hr 43min

YOLOv7 Object Tracking
6 lectures • 1hr 45min

YOLOv7 Object Segmentation and Tracking
3 lectures • 24min

Training YOLOv7 Segmentation Model on Custom Dataset
3 lectures • 38min

YOLOv7 Apps
8 lectures • 2hr 47min

Basketball Player and Ball Detection, Tracking and Speed Estimation with Web App
5 lectures • 51min

Pose Estimation
6 lectures • 2hr 3min

YOLOv7 Web App Development
15 lectures • 1hr 56min

📋 More Info


 

ตัวอย่างหลักสูตร
(Course Preview)

YOLOv7 Object Detection Tracking with Web App Development

 

File Info

Official Website : www.udemy.com/course/yolov7-object-detection-tracking-with-web-app-development/
License : FOR EDUCATIONAL PURPOSES ONLY
ชื่อไฟล์ : YOLOv7 Object Detection Tracking with Web App Development.rar ขนาดไฟล์ : 9.38 GB นามสกุลไฟล์ : *.rar Server : Google Drive วันที่อัพโหลด : 05/04/2023 แก้ไขล่าสุด : 05/04/2023 รหัสผ่าน : sbz


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