CPC A61N 5/103 (2013.01) [G06T 7/11 (2017.01); G06T 7/136 (2017.01); G06T 7/149 (2017.01); G06T 7/337 (2017.01); G16H 30/40 (2018.01); G06T 2207/20104 (2013.01); G06T 2207/30096 (2013.01)] | 18 Claims |
1. A method for generating a radiation treatment plan for a treatment volume of a subject, implemented on at least one machine each of which includes at least one processor and at least one storage device, the method comprising:
retrieving a planning image of the treatment volume, the planning image including a plurality of first voxels, each of the plurality of first voxels corresponding to an initial dose value;
retrieving a treatment image that represents at least part of the treatment volume, the treatment image including a plurality of second voxels;
registering the treatment image with the planning image to obtain a mapping relationship between the plurality of second voxels in the treatment image and the plurality of first voxels in the planning image;
for each of at least one of the plurality of second voxels,
determining a corresponding first voxel of the second voxel based on the mapping relationship;
determining a set of first voxels, a distance between each first voxel in the set of first voxels and the corresponding first voxel being smaller than a distance threshold;
determining, among the set of first voxels, at least one first voxel as at least one reference voxel corresponding to the second voxel, a first feature value of each of the at least one first voxel being equal to or close to a second feature value of the second voxel; and
determining a dose value of the second voxel based on the at least one initial dose value of the at least one reference voxel; and
generating a radiation treatment plan by updating an original treatment plan associated with the planning image based at least part on the dose value corresponding to the at least one second voxel.
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