CPC G06Q 50/04 (2013.01) [G06F 18/2431 (2023.01); G06T 3/4053 (2013.01); G06T 7/001 (2013.01); G06V 10/764 (2022.01); G06V 10/82 (2022.01); G06V 20/52 (2022.01); G06T 2207/20081 (2013.01); G06T 2207/30108 (2013.01); G06V 2201/06 (2022.01)] | 15 Claims |
1. A method for monitoring a set-up for manufacture and/or setting up for manufacture and/or tearing down after manufacture of a biopharmaceutical product, said method comprising:
processing at least one image of a scene comprising the set-up for manufacture of the biopharmaceutical product;
wherein the processing of the at least one image comprises:
performing a first process on the at least one image for classifying first objects in the image, said first objects being clamps, pumps, valves and/or sensors and/or Single Use bags and/or any other bio processing equipment, said first process comprising identifying, localizing and classifying the first objects in the image;
performing a second process on the at least one image for identifying and localizing connections in the images, said second process comprising:
classifying each pixel with an associated second object classifier, said second object classifier being a classifier for a second object selected from a group comprising the first objects and said connections;
segmenting out pixels associated with the connections; and
identifying connection mappings with the first objects; and
forming compiled information comprising information relating to the identified connection mappings obtained from the second process and the first objects as identified by the first process.
|