Deep Learning, Image Processing, Convolutional Network, Machine Learning, Artificial Intelligence.
The circular harmonics are steerable filters, which means that we can represent all rotated versions of a filter, using just a finite, linear combination of steering bases. This overcomes the issue of learning multiple filter copies in CNNs, guarantees rotational equivariance, and produces feature