Image formation and sensing
- Applications and Challenges
- Pinhole camera
- Using lenses
- Lens imperfections
- Image sensors
- Sensing colours
Python and its libraries
Traditional image processing
- Analysis of binary images
- Pixel processing and LUT
- Transformations and interpolation
- Morphological operations
- Segmenting algorithms
- Convolution
- Advanced denoising
- Edge and shape detection
Machine learning
- Concepts
- Working with data
- Binary classification
- AlexNet + CIFAR-10
- Pretrained models
- Generative methods
Project options:
3D LUT with interpolation (NumPy)
Bilateral filter (NumPy)
Classification on custom dataset
Run a ML model on a MCU
Own idea approved by the lecturer