Courses Detail Information

ECE4880J – Computer Vision

Instructors:

Credits: 4

Pre-requisites:

Description:

Computer vision is an important field of artificial intelligence, aiming at building a machine vision system with the ability to perceive and understand the visual world like human. This course gives an overview of fundamental methods in computer vision. In addition to basic concepts, theories and algorithms, the coursework includes hands-on tasks, in which the students are required to design computer vision programs to address real world applications or cutting-edge research problems.

Course Topics:

1.Image formation
2.Image processing
3.Machine learning
4.Convolutional neural networks
5.Image recognition
6.Semantic segmentation
7.Object detection
8.Object tracking
9.Camera calibration
10.Stereo vision
11.Optimal flow
12.Video analysis
13.3D point cloud processing
14. Advanced topics