MAI4CAREU - Machine Learning for Graphics and Computer Vision - 3D Computer Vision

The University of Cyprus's Master programme in Artificial Intelligence 4 Careers in Europe (MAI4CAREU) includes MAI645 - Machine Learning for Graphics and Computer Vision, with lectures provided by the CYENS Centre of Excellence.

Learning outcomes

This lecture delves into 3D computer vision. It begins with techniques for 3D reconstruction and depth estimation, essential for building accurate 3D models from 2D images. Students will explore point clouds and 3D mesh processing, learning how to handle and manipulate 3D data. The session also covers methods for processing irregular data structures, typical in 3D vision tasks. The module concludes with the application of deep learning in 3D vision, including advanced models for 3D object recognition and scene understanding.

The course also covers:

• 3D Reconstruction and Depth Estimation
• Point Clouds and 3D Mesh Processing
• Handling Irregular Data Structures
• Deep Learning Applications in 3D Vision: Object Recognition and Scene Understanding

Practical examples and hands-on exercises are used to enhance understanding.