Patent ID: 11922656
Assignee: ACCURAY INCORPORATED
Field: Computer technology (Electrical engineering)
Classification: CPC G  A | IPC A  G

Claim 37:
38. A non-transitory, computer-readable storage medium comprising instructions, which when executed by a processing device, cause the processing device to:
input a treatment planning image of a target subject into a machine learning system;
determine, by the machine learning system, a first target-subject-specific model of the treatment planning image;
apply, by the processing device, the first target-subject-specific model to the treatment planning image to generate a transformed treatment planning image corresponding to a first position of a plurality of positions of the target subject;
compare the transformed treatment planning image to a reference image;
based on the comparing, modify one or more parameters of the first target-subject-specific model to generate a second target-subject-specific model corresponding to a second position of the plurality of positions, wherein the first target-subject-specific model and the second target-subject-specific model each comprise a generative neural network to identify a reduced dimensionality of the treatment planning image and determining the transformed treatment planning image based on the reduced dimensionality; and
control a treatment device based on the second target-subject-specific model to deliver a treatment to the target subject.