Convolutional Neural Networks (CNNs)

Lecture Slides

Problems

Additional Material:

Pytorch Convolution Functions

A paper introducing a fast convolution algorithm for 3 X 3 filters

Stanford CS231 CNN Lecture Notes

Stanford CS231 lecture 5 slides

Stanford CS231 lecture 9 slides

Invariant Theory

Feature Pyramid Networks for Object Detection, Lin et al., April 2017