COMPUTER VISION (STEFANO GHIDONI)
Corso
A Padova
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Descrizione
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Tipologia
Corso
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Luogo
Padova
Evaluation of knowledge and abilities acquired will be as follows:
1. The student must delivery three laboratory reports on three lab sessions, and related software. Lab sessions will be developed under teacher's supervision. The reports account to the 10% of the final mark with an on/off evaluation.
2. A written exam (wihout the book) where the sudent should solve some simple problems and answer to questions on the theory seen during the lectures with the aim of verifying the acquisition of the main ingredients of a computer vision problem and of the main computer vision tools, the analytical ability to use these tools and the ability to interpret the typical results of a practical computer vision problem. This part accounts for 50% of the final mark.
3. Evaluation of the system design capabilities, based on the analysis of an individual software project that will be developed by the student. The project will be discussed during the oral exam. It allows to verify that the student has acquired the skills to apply the theoretical concepts to practical problems. This part accounts for 40% of the final mark.
Sedi e date
Luogo
Inizio del corso
Inizio del corso
Opinioni
Programma
2. Projective geometry, image formation, pinhole camera model.
3. Intrinsic and extrinsic camera calibration.
4. Image processing algorithms, low level: linear, bilateral, median filters, histograms, Fourier transform, morphological operators.
5. Middle level processing: edge detection, blob detection, contour extraction, Hough transform, segmentation: clustering, watershed, mean shift, split and merge, region growing.
6. Image features: keypoints and descriptors.
7. High level algorithms: template matching, object recognition.
8. C++ Templates: libraries and classes; template library examples.
9. Class hierarchy and inheritance.
10. Data management for computer vision applications, applications using OpenCV.
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COMPUTER VISION (STEFANO GHIDONI)