YOLOv8: Object Detection, Tracking & Web App in Python 2023
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YOLOv8: Object Detection, Tracking & Web App in Python 2023
YOLOv8, Train Custom Dataset, Object Detection, Segmentation, Tracking, Real World 17 + Projects & Web Apps in Python
Created by Mohammad Moin | 12 hours on-demand video course
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 you’ll learn
- 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
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YOLOv7 YOLOv8: Deep Learning & Computer Vision 2023
Modern Computer Vision™ PyTorch, Tensorflow2 Keras & OpenCV4
