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電腦視覺應用於工程
Computer Vision in Construction 

授課教師：林之謙助理教授

開課學期：111學年度第二學期、 112學年度第二學期

本課程以英語授課。

課程概述

This course introduces 2D and 3D visual sensing (Computer Vision) and how it can solve civil engineering problems. This is an application-driven and project-based course that also covers basic understanding of the theoretical concepts of computer vision and image processing (e.g. feature detection and matching, 3D scene reconstruction, object detection and tracking, and SLAM). 

課程目標

By the end of the course, students will have full understanding of the following concepts and will be prepared for further vision-related investigations with engineering and management applications:

  1. Basics of image formation and processing: digital images and video streams, camera models and camera calibration techniques

  2. Fundamental concepts of single-view metrology, multiple view geometry and structure-from-motion and their application for 3D site reconstruction and recognition

  3. Basics of image processing, filters, detectors and descriptors

  4. Concepts of object classification, localization and detection

  5. Range, scope and advantages of computer vision techniques for monitoring construction progress, productivity, safety, and quality of operations in addition to structural health monitoring and stability analysis

  6. Basics of machine learning, deep learning techniques for interpreting visual data 

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