YOLOv8 & YOLO11: Custom Object Detection & Web Apps 2024

Learn Custom Object Detection, Segmentation, Tracking, Pose Estimation & 17+ Projects with Web Apps in Python

4.15 (525 reviews)

Udemy

platform

English

language

Data Science

What you will 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

Train / Fine-Tune YOLOv8 Object Detection Model on Custom Dataset

Visualize the Training Performances

Multi-Object Tracking using YOLOv8

Instance Segmentation using YOLOv8

Train/ Fine-Tune YOLOv8 Instance Segmentation Model on a Custom Dataset

YOLOv8 Instance Segmentation with Multiple Object Tracking

Object Detection in the Browser using YOLOv8 and Flask

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

17 + Projects with YOLOv8: Unleashing the Power of YOLOv8

Object Detection, Instance Segmentation, Pose Estimation and Image Classification using YOLO11

Training / Fine-Tuning YOLO11 Models on Custom Dataset

Multi-Object Tracking with Ultralytics YOLO

Develop Streamlit Application for Object Detection with YOLO11.

Screenshots

YOLOv8 & YOLO11: Custom Object Detection & Web Apps 2024 - Screenshot_01

YOLOv8 & YOLO11: Custom Object Detection & Web Apps 2024 - Screenshot_02

YOLOv8 & YOLO11: Custom Object Detection & Web Apps 2024 - Screenshot_03

YOLOv8 & YOLO11: Custom Object Detection & Web Apps 2024 - Screenshot_04

YOLOv8 & YOLO11: Custom Object Detection & Web Apps 2024

What you will 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

Train / Fine-Tune YOLOv8 Object Detection Model on Custom Dataset

Visualize the Training Performances

Multi-Object Tracking using YOLOv8

Instance Segmentation using YOLOv8

Train/ Fine-Tune YOLOv8 Instance Segmentation Model on a Custom Dataset

YOLOv8 Instance Segmentation with Multiple Object Tracking

Object Detection in the Browser using YOLOv8 and Flask

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

17 + Projects with YOLOv8: Unleashing the Power of YOLOv8

Object Detection, Instance Segmentation, Pose Estimation and Image Classification using YOLO11

Training / Fine-Tuning YOLO11 Models on Custom Dataset

Multi-Object Tracking with Ultralytics YOLO

Develop Streamlit Application for Object Detection with YOLO11.

Screenshots

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