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In this article, I would like to present you an edge detection algorithm that shares similar performance characteristics like the well-known Sobel operator but provides slightly better edge detection and can be seamlessly extended with little to no performance overhead to also detect corners alongside with edges. The algorithm works on a 3×3 texel footprint similarly like the Sobel filter but applies a total of nine convolution masks over the image that can be used for either edge or corner detection. The article presents the mathematical background that is needed to implement the edge detector and provides a reference implementation written in C/C++ using OpenGL that showcases both the Frei-Chen and the Sobel edge detection filter applied to the same image.