| CPC G01N 35/1016 (2013.01) [G06T 7/10 (2017.01); G06T 7/20 (2013.01); G06T 7/62 (2017.01); G06V 10/764 (2022.01); G06T 2207/20081 (2013.01)] | 20 Claims |

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11. A system, comprising:
a vessel holding a first liquid, wherein a liquid handling robot is configured to dispense a droplet of a second liquid into the first liquid according to a set of liquid handling parameters,
a camera configured to sample a set of images of the droplet; and
a computing system configured to:
detect the droplet in the set of images using a droplet model, wherein the droplet model distinguishes between air bubbles and liquid droplets; and
determine an estimated volume of the droplet based on the set of images using a volume characterization model.
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