| CPC G06V 20/52 (2022.01) [G01N 21/253 (2013.01); G01N 35/00732 (2013.01); G01N 35/04 (2013.01); G01N 2035/0418 (2013.01); G01N 2035/0498 (2013.01)] | 16 Claims |

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1. A method of image-based sample tube top circle detection across multiple images, the method comprising:
receiving, from at least one camera, a series of images of a tray, the tray comprising a plurality of tube slots, the tray holding a given sample tube in one of the plurality of tube slots;
extracting, using a processor, for the given sample tube a plurality of candidates in each image of the series of images;
computing, using the processor, a plurality of consistency scores, each of the plurality of consistency scores between candidates across images in the series of images from possible combinations of the plurality of candidates;
accumulating, using the processor, the plurality of consistency scores;
selecting, using the processor, a true tube top circle for the given sample tube for each image in the series of images based on a highest consistency score between candidates across images in the series of images;
analyzing the true tube top circle for the given sample tube to determine tube characteristics; and
determining a processing step for the given sample tube based on the determined tube characteristics.
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