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XuetangX

COMPUTER VISION TECHNOLOGY AND APPLICATIONS

via XuetangX

Overview

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The course seamlessly integrates real-life scenarios into project practices, accurately mapping computer vision technology to four essential areas of daily life: clothing, food, housing, and transportation. Each module is deconstructed into quantifiable, operational engineering tasks, featuring critical practical training components such as color space conversion debugging in virtual try-on technology, and image enhancement strategies under extreme weather conditions for smart transportation scenarios.

The supporting resources highlight local characteristics and the advantages of industry-education integration, providing engineering-oriented teaching vehicles such as a production-grade dataset of local fruits and vegetables from Guangxi, and real-time response parameters for edge computing devices. By strictly aligning with corporate job metrics and competency models, the course achieves a seamless transition from classroom training to industrial application.




Syllabus

  • Module 1 Eyes of Intelligence: Introduction to Computer Vision Technology
    • 1.1 Construction of "Digital China" and Industry Status
    • 1.2 Computer Vision Technology Application and Professional Standards
  • Module 2 Rationale Behind the "Eyes": Fundamentals of Computer Vision
    • 2.1 Understanding and Selection of Light Sources
    • 2.2 Understanding and Selection of Lenses
    • 2.3 Understanding and Selection of Cameras
    • 2.4 Understanding Digital Images
    • 2.5 Preliminary Knowledge for Learning Digital Image Processing
  • Module 3 The "Eyes'" Medium: Development Environment Setup
    • 3.1 Software Installation
    • 3.2 Development Environment Setup
    • 3.3 Digital Image Processing and Recognition
    • 3.4 Complete Your First Image Processing Instance
  • Module 4 "Food" Safety in Every Moment: Applications of Intelligent Catering Inspection
    • 4.1 Recognition of Common Fruits and Vegetables (KNN Algorithm Practice)
    • 4.2 Fruit and Vegetable Recognition (YOLO Object Detection)
  • Module 5 "Clothing" at a Glance: Applications of Intelligent Apparel Management
    • 5.1 Task Introduction
    • 5.2 Development Environment Setup
    • 5.3 Image Processing and Enhancement
  • Module 6 "Safe" at Home: Smart Home Vision Applications
    • 6.1 Facial Recognition Access Control
    • 6.2 Specific Behavior Recognition (Fall Detection)
  • Module 7 "Effective" Mobility: Intelligent Transportation Vision Applications
    • 7.1 License Plate Recognition (OCR Technology)
    • 7.2 Pedestrian Counting (Traffic Flow Statistics)
  • Module 8 Comprehensive Practice
    • 8.1 Preparation of Project Technical Proposal
    • 8.2 System Integration Demonstration
    • 8.3 Project Defense and Optimization Report
  • Knowledge Extension
    • Final Exam

      Taught by

      GUANGXI TECHNOLOGICAL COLLEGE OF MACHINERY AND ELECTRICITY

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