US 12,217,856 B2
Apparatus and method for identifying regions of interest during slide digitization
Prasanth Perugupalli, Cary, NC (US); Jaya Jain, Shahpura (IN); Durgaprasad Dodle, Telangana (IN); Prateek Jain, Karnataka (IN); Suhash Gerald, Karnataka (IN); and Dipankar Das, Bangalore (IN)
Assigned to Pramana, Inc., Cambridge, MA (US)
Filed by Pramana, Inc., Cambridge, MA (US)
Filed on Mar. 12, 2024, as Appl. No. 18/602,776.
Claims priority of provisional application 63/463,668, filed on May 3, 2023.
Prior Publication US 2024/0371501 A1, Nov. 7, 2024
Int. Cl. G16H 30/40 (2018.01); G16H 50/20 (2018.01); G16H 70/60 (2018.01)
CPC G16H 30/40 (2018.01) [G16H 50/20 (2018.01); G16H 70/60 (2018.01)] 18 Claims
OG exemplary drawing
 
1. An apparatus for identifying regions of interest during slide digitization, wherein the apparatus comprises:
at least a processor; and
a memory communicatively connected to the at least a processor, wherein the memory comprises instructions configuring the at least a processor to:
receive identification data as a function of a user dataset associated with at least a pathology slide;
identify one or more regions of interest within the at least a pathology slide as a function of the user dataset;
identify at least one scan parameter as a function of the one or more regions of interest;
train a machine learning model iteratively with identification training data, wherein the identification training data correlates a plurality of pathology slides and the user dataset to a plurality of regions of interest;
calculate an accuracy score for the machine learning model, wherein the accuracy score identifies regions of interest within a plurality of pathology slides;
modify the pathology slide by the identification training data as a function of user feedback and accuracy score;
retrain the machine learning model by iteratively adding outputs of the machine learning model to the plurality of pathology slides and the user data set;
generate a digitized slide by scanning the at least a modified pathology slide as a function of the at least one scan parameter;
process images from the modified pathology slide, wherein processing the images comprises enhancing at least a region of interest by performing a color space conversation operation; and
display the digitized slide using a user interface at a display device.