Image and volume data analysis (2015/2016)

Course code
4S001409
Name of lecturer
Andrea Giachetti
Coordinator
Andrea Giachetti
Number of ECTS credits allocated
6
Other available courses
Academic sector
ING-INF/05 - INFORMATION PROCESSING SYSTEMS
Language of instruction
Italian
Period
I semestre dal Oct 1, 2015 al Jan 29, 2016.

Lesson timetable

I semestre
Day Time Type Place Note
Tuesday 1:30 PM - 3:30 PM lesson Laboratory Alfa from Oct 14, 2015  to Jan 28, 2016
Wednesday 10:30 AM - 12:30 PM lesson Lecture Hall C  
Thursday 12:30 PM - 1:30 PM lesson Lecture Hall I  

Learning outcomes

The goal of the course is to show different tools that can be used to process different kinds of spatially referenced 2D and 3D data, like digital images and volumes and surface meshes.
Several basics Computational Geometry and graph theory tools will be applied to practical problems and tested in lab activities, in order to efficiently encode data, detect and segment structures of interest, characterize objects, align different acquisitions.

Syllabus

Capturing the 3D (2D) world
-Digital images and volumes, point clouds and surfaces
-Data acquisition, encoding and visualization
Segmentation of 2D and 3D data
-classification-based, graph based, contour based, model based.
Shape analysis:
-Descriptors applied to binary regions, curves and surfaces.
-Curvatures and curvature based characterization, spectral analysis
-Local and global descriptors
3D registration:
-methods based on point correspondences
-methods based on intensity matching

Assessment methods and criteria

Written test (20/30) and lab activity (10/30)

Student opinions - 2015/2016