Fast 4D segmentation of large datasets using graph cuts
View Patent ↗A method for segmenting at least a pair of regions of an image. High resolution data is obtained of the image. Each one of the pair of the regions in the image is marked. Graph cuts are used on the downsampled data to obtain first voxels along an outer boundary of a selected one of the pair of marked regions and second voxels along an inner boundary the selected region. The graphs cuts are projected to the previously obtained high-resolution image data. First and second sets of seeds are placed on the first voxels and a second set of seeds respectively. The first seeds grow into first areas extending inwardly of the selected region while simultaneously the second seeds grow into second areas extending towards the first extending areas until the first areas and the second areas meet to thereby establish the outer boundary of the selected region.
1. A method for segmenting an image of a heart comprising:
receiving the image data comprising a plurality of voxels, the image data including first seeds points belonging to the heart and second seeds points belonging a background region;
downsampling the plurality of voxels of the image data to determine a downsampled set of voxels;
constructing a graph having a plurality of nodes corresponding to the downsampled set of voxels;
determining first voxels of the downsampled set of voxels along an outer boundary of the heart and determining, second voxels of the downsampled set of voxels along an inner boundary of the heart;
projecting the first voxels and the second voxels to the image data;
scaling down the first set of seeds and the second set of seeds;
establishing a refined outer boundary of the region of interest by growing the first set of seeds inwardly to define a first area while simultaneously growing the second seeds outwardly to define a second area until the first areas and the second areas meet, to thereby establish and display the refined outer boundary of the heart.
2. The method of claim 1 , wherein the refined outer boundary defines a segmentation of the heart.
3. The method of claim 1 , wherein the downsampling of the plurality of voxels and the scaling down of the first set of seeds and second set of seeds is by a common factor k.
4. The method of claim 1 , wherein the refined outer boundary is established iteratively.
5. The method of claim 4 , further comprising:
constructing a band around the refined outer boundary at each iteration of the region growth of the first area and the second area; and
determining an incremental segmentation of the heart for at least one iteration.