Patent ID: 11954596
Assignee: NANTHEALTH, INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 23:
24. The method of claim 1, further comprising:
obtaining the test WSI;
generating a varied-size feature map for the test WSIs by generating a grid of patches for the test WSI, segmenting the test WSI into tissue and non-tissue areas, and converting patches comprising the tissue areas into tensors;
generating at least one bounding box based on the patches comprising the tissue areas;
segmenting the at least one bounding box into feature map patches;
generating a fixed-size feature map based on at least a subset of the feature map patches; and
processing the fixed-size feature map using the trained classifier model, wherein the trained classifier model is operable to determine a WSI-level tissue or cell morphology classification or regression for the test WSI based on the fixed-size feature map.