Although an angular peak (see Fig. ) does not need to lie in the centre of a (sub-)window to be analysed, it does improve detection. Thus, having a sub-region centred on each feature is ideal. To achieve this, a high overlap can ensure that sub-regions adequately cover the image. An overlap of 50% can describe more sparse samples, while for denser samples 75% is recommended.