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Click for Course Overview
Click for Course Topics
Click for Course Notes& Material
Click for Course Projects
Click for Course Resources
Tentative list of topics that will be explored:
- Image formation
- Geometric primitives and transformations
- Photometric image formation
- The digital camera
- Image processing
- Linear filtering
- Image pyramids
- Feature detection and matching
- Feature detectors
- Feature descriptors
- Feature matching
- Feature-based alignment
- 2D alignment
- 3D alignment
- Image stitching
- Motion models
- Global alignment
- Compositing
- Dense motion estimation
- Parametric motion
- Layered motion
- Optical flow
- Structure from motion
- Triangulation
- Two-frame structure from motion
- Multi-frame structure from motion (factorization)
- Non-rigid structure from motion
Selected topics out of:
- Stereo correspondence
- Epipolar geometry
- Sparse and dense correspondence
- Multi-view stereo
- 3D reconstruction
- Shape from shading
- Shape from texture
- Shape from focus
- Segmentation (if time permits)
- Split and merge
- Mean-shift
- Normalized cuts
- Graph-cuts
- Active contours