STATISTICAL DESCRIPTORS Sample Clauses

STATISTICAL DESCRIPTORS. Statistical object representations describe an object or class of objects using statistical reasoning. This allows for common class features to be extracted and for collection and representation of class defining measurements. Although many statistical methods exist for describing visual objects, this section separates the descriptors into two categories, non­invariant and invariant descriptors. The majority of the work in this section is focused on the latter. Non­invariant descriptors are covered here due to their readily extractable nature, and as they provide a clue as to the effectiveness of the invariant methods. In the early stages of research, this provides an insight into the type of invariant descriptors that may work well, and shows basic class separation, inter­class clustering and intra­class distances.
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