Kompetensi

Data Science

Python for Computer Vision

In this course, you will learn about and explore the Python language at an introductory level You will learn to write Python programs dealing with sequences and mappings, program flow control, system calls and file manipulation Next, this course will introduce the computer vision, practicing with OpenCV package This shall include the topics of video processing and enhancement Lastly, you will be brought up to another level to application of computer vision such as object recognition

Course Objective

1. Memahami konsep Computer Vision
2. Menulis program Python yang asas bagi pemprosesan gambar dan Computer Vision
3. Menerangkan konsep aplikasi Computer Vision seperti pengecaman objek

Course Outcomes

1. Understand the concepts of computer vision.
2. Write basic Python programs image processing and computer vision.
3. Explain the application of computer vision such as object recognition.

Course Outline

1. Getting Started with Python
   • Python Overview
   • Python Libraries: NumPy
   • Python Libraries: Pandas
2. Image Processing for Computer Vision
   • Introduction to Image Processing
   • Image Preprocessing and Enhancement
     • Quantization
     • Transformation
     • Interpolation & Decimation
   • Image Filtering
     • High Pass Filter
     • LowPassFilter
3. Detection and Segmentation
   • Image Segmentation
   • Object Detection
4. Image Classification
   • The Data-driven Approach
   • Neural Networks and Deep Learning
   • Object Recognition
5. Computer Vision Application
   • Object Recognition
     • Face Recognition
     • Pedestrian Recognition
   • SocialDistancingMonitoring