CS 376:
Computer Vision
Spring 2011
Syllabus overview
I. Features and filters
- Linear filters
- Edge detection
- Binary image analysis
- Image pyramids
- Texture
II. Grouping and fitting
- Fitting lines and curves
- Robust fitting, RANSAC
- Hough transform
- Segmentation
- Clustering
III. Multiple views and
motion
- Dense motion estimation,
optical flow
- Camera model, image
formation
- Planar homography
- Image warping
- Epipolar geometry
- Stereo
- Invariant local features
IV. Recognition
- Instance recognition with
local features
- Bags of words
representations
- Shape matching
- Part-based models
- Face recognition/detection
- Sliding window detection
V. Video
processing
- Motion descriptors
- Tracking
- Background subtraction
- Activity recognition