METHOD AND SYSTEM FOR LESION SEGMENTATION
First Claim
1. Method for acquiring information on lesions in 3D medical images comprising a body part and/or organ, comprising the steps ofapplying a registration technique to align a plurality of volumetric image data comprising the body part and/or organ, yielding multi-phase registered volumetric image data comprising the body part and/or organ,applying a multi-dimensional segmentation on the multi-phase registered volumetric image data, said segmentation yielding a plurality of clusters of multi-dimensional voxel vectors of the multi-phase registered volumetric image data,identifying the body part and/or organ as at least a part of a cluster or of a set of clusters of said plurality of clusters of multi-dimensional voxel vectors, andacquiring information on lesions in the identified body part and/or organ.
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Abstract
A method and system for acquiring information on lesions in dynamic 3D medical images of a body region and/or organ, having the steps: applying a registration technique to align a plurality of volumetric image data of the body region and/or organ, yielding multi-phase registered volumetric image data of the body region and/or organ; applying a hierarchical segmentation on the multi-phase registered volumetric image data of the body region and/or organ, the segmentation yielding a plurality of clusters of n-dimensional voxel vectors of the multi-phase aligned volumetric image; determining from the plurality of clusters a cluster or set of clusters delineating the body and/or organ; identifying the connected region(s) of voxel vectors belonging to the body region and/or organ; refining/filling the connected region(s) corresponding to the body region and/or organ; reapplying the segmentation step to the refined/filled connected region(s) corresponding to the body region and/or organ, to obtain a more accurate segmentation; and acquiring information on the presence of lesions in cluster of set of clusters of said plurality of clusters.
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Citations
20 Claims
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1. Method for acquiring information on lesions in 3D medical images comprising a body part and/or organ, comprising the steps of
applying a registration technique to align a plurality of volumetric image data comprising the body part and/or organ, yielding multi-phase registered volumetric image data comprising the body part and/or organ, applying a multi-dimensional segmentation on the multi-phase registered volumetric image data, said segmentation yielding a plurality of clusters of multi-dimensional voxel vectors of the multi-phase registered volumetric image data, identifying the body part and/or organ as at least a part of a cluster or of a set of clusters of said plurality of clusters of multi-dimensional voxel vectors, and acquiring information on lesions in the identified body part and/or organ.
- 19. System for acquiring information on lesions in 3D medical images of a body region and/or organ, comprising registration means arranged for multi-phase registration of volumetric image data comprising the body part and/or organ and a segmentation unit for performing a multi-dimensional segmentation of said registered volumetric image data.
Specification