PHD COLLOQUIA-3

Academic year
2024/2025 Syllabus of previous years
Official course title
PHD COLLOQUIA-3
Course code
PHD206-3 (AF:545150 AR:311534)
Modality
On campus classes
ECTS credits
2
Degree level
Corso di Dottorato (D.M.226/2021)
Educational sector code
INF/01
Period
Annual
Course year
1
Where
VENEZIA
Moodle
Go to Moodle page
The course is offered in the context of Computer Science PhD programme, with the aim of offering an overview of geometric computer vision.
The course introduces the main concepts used in 3D reconstruction. Specifically, it will cover the basics of projective geometry, classical techniques for 3D reconstruction, and state-of-the-art NeRF-based approaches.
Students will be able to understand the basic concepts of projective geometry and the main 3D reconstruction techniques, evaluating their strengths and weaknesses and adapting them to practical situations.
Basic knowledge of Linear Algebra, Probability, and Calculus.
Title: "3D Reconstruction: from Classical Approaches to Neural Radiance Fields"

Course contents:
- Introduction to projective geometry
- The camera model and epipolar geometry
- 3D reconstruction with classical techniques: photometric, structured-light
- 3D reconstruction with data-driven approaches: neural radiance fields
Material and academic papers given by the lecturer.

Hartley, Richard, and Andrew Zisserman. Multiple view geometry in computer vision. Cambridge university press, 2003.
Forsyth, David A., and Jean Ponce. Computer vision: a modern approach. prentice hall professional technical reference, 2002.
Szeliski, Richard. Computer vision: algorithms and applications. Springer Nature, 2022.
Students are required to study and present one state-of-the-art paper involving the topics presented during the course.
oral
The evaluation of the oral presentation will be structured as follows:
- Quality of the slides prepared by the student (10 points)
- Clarity of the presentation (10 points)
- Critical ability to evaluate the characteristics of the analysed method (10 points)
Lectures with supporting slides.
English
Definitive programme.
Last update of the programme: 18/03/2025