This morning the code worked pretty well, then in the afternoon it didn't. After a while I found out that the difference is that the light was turned on(see the circled area in the image below). So the corner detector is pretty sensitive to light in the scene, especially the array of lights which also form some kind of corner pattern. Take this note for further calibrations.

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