| CPC G06T 7/74 (2017.01) [B25J 9/1664 (2013.01); B25J 9/1697 (2013.01); G06T 7/0008 (2013.01); G06T 2207/10028 (2013.01)] | 12 Claims |

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1. A method of manipulating a multitude of target items supported on a substantially horizontal support surface one at a time, the support surface supporting a configuration of substantially identical items aligned substantially perpendicular to the support surface, the method comprising the steps of:
providing a plurality of hypotheses which are ranked based on surprisals of the hypotheses, each of the hypotheses describing an observation of an item in the configuration, the observations including an observation of the appearance of a perimeter of the item and an observation of the geometry of the perimeter of the item;
generating potential configurations for potential combinations of the multiple items based on the ranked hypotheses; and
ranking the potential configurations wherein the step of ranking includes the step of combining the surprisals of the hypotheses in each potential configuration.
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