Good explanation of SVD - https://www.youtube.com/watch?v=DG7YTlGnCEo
The Harris corner detector works by taking horizontal and vertical derivatives of the image and looking for areas where both are high [https://medium.com/data-breach/introduction-to-harris-corner-detector-32a88850b3f6]