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YOLOv8 Complete Tutorial - Object Detection, Segmentation and Classification Explained

Code With Aarohi via YouTube

Overview

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Learn comprehensive computer vision techniques through this tutorial playlist covering YOLOv8's object detection, segmentation, and classification capabilities. Master the anchor-free detection system architecture and convolutional block refinements while implementing real-world applications using Python and command-line interfaces. Explore custom dataset training for object detection and image segmentation, then advance to keypoint detection and pose estimation techniques. Build practical web applications using Flask integration and implement real-time object tracking with DeepSORT and ByteTrack algorithms. Develop specialized applications including automatic number plate recognition with EasyOCR, vehicle detection and counting systems, and speed detection for autonomous driving scenarios using the KITTI dataset. Optimize model performance through TensorRT integration and explore oriented bounding box detection for complex object orientations. Gain hands-on experience with the Ultralytics Python package installation and seamless integration workflows, progressing from beginner-friendly introductions to advanced multi-object tracking and counting implementations suitable for production deployment.

Syllabus

YOLOv8 | Object Detection on a Custom Dataset using YOLOv8
YOLOv8 | Image Segmentation On Custom Dataset using YOLOv8
Master YOLOv8 Keypoint Detection | YOLOv8-Pose | Keypoint Detection for Beginners
YOLOv8 Object Detection with Flask | Object Detection Web Application
Real-Time Object Tracking with YOLOv8 & DeepSORT | Python Tutorial
Object Tracking using YOLOv8 on Custom Dataset
Object Tracking using YOLOv8 on Custom Dataset - Google Colab
Multi-Object Tracking with Ultralytics YOLO | YOLOv8 tracking
Automatic number plate recognition (ANPR) with Yolov8 and EasyOCR
Tracking and counting vehicles using Ultralytics YOLOv8, ByteTrack & Supervision
Real-Time Vehicle Tracking & Counting with YOLOv8 – Full Tutorial
Vehicle Detection, Tracking & Counting Using YOLOv8 (Step by Step)
YOLOv8 Vehicle & Pedestrian Detection | KITTI Dataset Tutorial for Autonomous Driving
Vehicle Speed Detection with YOLOv8 | Step-by-Step Tutorial
Boost Deep Learning Inference Performance with TensorRT | Step-by-Step
Oriented Bounding Boxes Object Detection | YOLOv8 OBB detection

Taught by

Code With Aarohi

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