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Politecnico di Torino
Academic Year 2010/11
01GOSCY
Computer vision and digital image processing
Master of science-level of the Bologna process in Computer Engineering - Torino
Teacher Status SSD Les Ex Lab Tut Years teaching
Laurentini Aldo ORARIO RICEVIMENTO     3.8 0.5 0.7 0 7
SSD CFU Activities Area context
ING-INF/05 5 B - Caratterizzanti Ingegneria informatica
Syllabus
Introduction and main application fields.
Essentials on lighting models, transformations, linear algebra, photometry. Principal component analysis.
Producing images. Sensors: CCD, CMOS. Cameras and colour cameras.
Camera models and calibration.
2D digital image transforms. 2D DFT. Point spread function.
Image restoration, deconvolution. The Wiener filter.
Image enhancements. Histogram processing. Spatial filtering: smoothing, unsharp masking, etc.
Computer vision and its steps.
Feature extraction and image segmentation. Moments, Hugh transform. Edge detection. Fourier descriptors.
Morphology and morphological operators. Medial axis.
Examples of 2D applications (OCR, fingerprints, etc)
3D vision. 3D shape reconstruction techniques. Active techniques. Passive techniques:shape from stereo, shading, focus, contour, texture'.
Recognizing 3D objects.
Analyzing video sequences. Motion detection and tracking. Image difference. Optical flow.
Case studies .
Laboratories and/or exercises
The assignments will concern the use of MATHLAB image processing routines
Lecture notes(PDF) in English, past assignments and other information and material available

Programma definitivo per l'A.A.2010/11
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