Image and volume data analysis (2014/2015)

Course code
4S001409
Name of lecturer
Andrea Giachetti
Coordinator
Andrea Giachetti
Number of ECTS credits allocated
6
Other available courses
Academic sector
INF/01 - INFORMATICS
Language of instruction
Italian
Period
I sem. dal Oct 1, 2014 al Jan 30, 2015.

Lesson timetable

I sem.
Day Time Type Place Note
Monday 11:30 AM - 1:30 PM lesson Lecture Hall G  
Wednesday 10:30 AM - 11:30 AM lesson Laboratory Gamma  
Wednesday 11:30 AM - 1:30 PM laboratorio Laboratory Gamma  

Learning outcomes

The course presents different algorithmic tools that can be used to analyse spatially referenced data as images voxelized volumes, captured surfaces in order to perform measurements, recognize objects and derive semantic interpretation of the acquired scene.
Different examples of data will be presented, as well as potential applications and several tools for recovering object location and shapes, aligning different data, visualize spatial information and analysing properties of detected objects will be presented.

Syllabus

Images and volumetric data: acquisition devices, applications in different contexts
Visualization of 3D data
Image and volume segmentation: methods based on classifiers, spatial priors, graphs. Interactive segmentation
Contour/surface based segmentation
Model based segmentation
Image and contour/surface registration, methods based on feature matching and methods based on volume comparison
Shape analysis: algorithms and descriptors
Texture analysis: algorithms and descriptors
Applications

Assessment methods and criteria

Written essay (20/30) and evaluation of programming project (10/30)