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2021 Faculty Courses School of Computing Major courses

Advanced Topics in Computing BO

Academic unit or major
Major courses
Instructor(s)
Undecided
Class Format
Lecture
Media-enhanced courses
-
Day of week/Period
(Classrooms)
Class
-
Course Code
XCO.T499
Number of credits
200
Course offered
2021
Offered quarter
2Q
Syllabus updated
Jul 10, 2025
Language
English

Syllabus

Course overview and goals

This course provides lectures on stat-of-the-art topics by faculty members invited from overseas universities.

Introduction to Computer Vision:
The goal of the course is to provide basic and advanced knowledge on Computer Vision such as visual features, visual recognition, machine learning, convolutional neural network, image geometry, and structure from motion, and to provide skills to make CV programs, including Hough Transform, Bag of Words, Deep Learning, and Homography.

Course description and aims

Students should be able to understand basic and advanced knowledge on Computer Vision and to develop CV programs.

Keywords

state-of-the-art topics in Computer Vision

Competencies

  • Specialist skills
  • Intercultural skills
  • Communication skills
  • Critical thinking skills
  • Practical and/or problem-solving skills

Class flow

Specified in the class

Course schedule/Objectives

Course schedule Objectives
Class 1

Visual features 1

Specified in the class

Class 2

Visual features 2

Specified in the class

Class 3

Programming assignment (Hough Transform)

Specified in the class

Class 4

Visual recognition 1

Specified in the class

Class 5

Visual recognition 2

Specified in the class

Class 6

Programming assignment (BoW)

Specified in the class

Class 7

Machine learning

Specified in the class

Class 8

CNN

Specified in the class

Class 9

Programming assignment (Deep learning)

Specified in the class

Class 10

Image geometry1

Specified in the class

Class 11

Image geometry 2

Specified in the class

Class 12

Programming assignment (Homography)

Specified in the class

Class 13

Structure from motion 1

Specified in the class

Class 14

Structure from motion 2

Specified in the class

Class 15

Special topic

Specified in the class

Study advice (preparation and review)

To enhance effective learning, students are encouraged to spend approximately 100 minutes preparing for class and another 100 minutes reviewing class content afterwards (including assignments) for each class.
They should do so by referring to textbooks and other course material.

Textbook(s)

None. The notes will be sent after each lesson to students who follow the lecture.

Reference books, course materials, etc.

will be provided in the class.

Evaluation methods and criteria

A take-home exam at the end of the course

Related courses

  • XCO.T496 : Advanced Topics in Computing AE
  • XCO.T497 : Advanced Topics in Computing AO
  • XCO.T498 : Advanced Topics in Computing BE

Prerequisites

Specified in the class