Syllabus
2012-13 Spring semester, this course will be on "Computer Vision" and will cover the following topics:
1. Introduction
o Introduction to Computer Vision
o Human visual system
2. Image formation
o Camera& Optics
o Light & Color
3. Image Filtering
o Linear Filters
o Image Sampling
4. Grouping and fitting
o Segmentation
o Hough transform
o Contour detection
o Image transformations
5. Feature Detection& Matching
o Corners & Blobs
o Descriptors
o Matching
6. Multiple view geometry
o Camera model
o Homography and image warping
o Epipolar geometry
o Camera calibration
7. 3D reconstruction
o Stereo
o Sparse depth estimation
o Dense depth estimation
8. Recognition
o Introduction to recognition
o Face detection
o Bag-of-words models
9. Motion
o Optical Flow
o Tracking
o Video processing
o Corners & Blobs
o Descriptors
o Matching
6. Multiple view geometry
o Camera model
o Homography and image warping
o Epipolar geometry
o Camera calibration
7. 3D reconstruction
o Stereo
o Sparse depth estimation
o Dense depth estimation
8. Recognition
o Introduction to recognition
o Face detection
o Bag-of-words models
9. Motion
o Optical Flow
o Tracking
o Video processing
Grading
30% Homeworks
70% Project