Computer Vision Review
Classical
- Derive the Harris corner detector
- The structure tensor, “Nonlinear structure tensors” by Brox et al
- Review of 3D geometry
- Lucas-Kanade image alignment and inverse composition
Deep learning architectures
- Derivation of the Kaiming weight initialization strategy
- Residual Networks
- Dilated Convolutions: introduction, deeper
- Focal Loss
- UNet
- Mask-RCNN
- Attention followed by Vision Transformers.