Cognex Deep Learning presents a highly trustworthy medical patch testing solution, hinging upon measurable medication dosages against specified locations. Training occurs through mounting patches above several accepted droplet sizes and shapes against rejected liquid forms, creating classes outlining permissible drops' shape and magnitude. Ultimately, any remaining inconsistencies fall into the removal category.