AL-603 (A) · Image and Video Processing/Official Syllabus
Image and Video Processing (AL-603 (A)) - Official Syllabus
1
Unit 1
Image representation and analysis
- Introduction to computer Vision
- Numerical representation of images
- Image augmentation
- enhancement
- processing
- color transforms
- geometric transforms
- feature recognition and extraction
2
Unit 2
Image Segmentation
- Object detection
- breaking image into parts
- finding contours and edges of various objects in image
- Background subtraction for video
3
Unit 3
Object Motion and tracking
- Tracking a single point over time
- motion models to define object movement over time
- analyze videos as sequences of individual image frames
- methods to track a set of features over time
- matching features from image frame to other
- tracking a moving car using optical flow
4
Unit 4
Robotic localization
- Bayesian statistics to locate a robot in space
- sensor measurements to safely navigate an environment
- Gaussian uncertainty
- histogram filter for robot localization in python
5
Unit 5
Image Restoration
- Degradation model
- noise models
- estimation of degradation function by modeling
- restoration using Weiner filters
- Inverse filters
Laboratory Experiments
- Various forms of image representation
- Apply various image segmentation algorithms
- Apply object motion and tracking
- Apply object localization
- Apply image restoration
Reference Books
- Audio Video Systems — Bali, Bali — Khanna Book Publishing
- Handbook of Image and Video Processing — Alan C. Bovik — Academic Press
- Python 3 Image Processing — Ashwin Pajankar — BPB Publication
Go to where you left off?
Quick Add to Notes
Save questions, your own notes and screenshots into notes filed by unit. It takes a free account.
Create free accountHave an account? Log in
Notes Panel