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It makes sense that reducing the sliding window stride will improve the detection accuracy, because a smaller stride will result in a larger number of feature vectors classification per image.

There is nothing intrinsically wrong in using a stride smaller than cell size, the only drawback is that a smaller stride will result in a heavier image analysis, which may slow down you application, but that is just a balance you need to do between speed and accuracy.