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To support the variable block sizes, the horizontal/vertical projections of a binary transformed macroblock are utilized to determine whether the block requires segmentation.
Diastolic function assessment is still necessary and requires segmentation of the volume across all temporal phases.
Furthermore, unlike the rest of the craniofacial complex, the mandible moves independently from the upper head and it requires segmentation, registration, and analysis independently.
Note that this method requires segmentation of a (high-resolution) structural MRI into a gray-matter image, for which we use established methods [Ashburner and Friston, 2005] and which is necessary anyway if the cortical mesh is based on that MRI.
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Assessment of the Dice coefficient requires segmentations in the same format, so it was necessary to convert the manual contour-based representations to voxel-based segmentations first.
Unfolding a polyhedral mesh into planar nets usually require segmentation.
Our contributions are: (i) a CNN architecture that predicts multiple gradings at once, and we propose variants of the architecture including using 3D convolutions; (ii) showing that this architecture can be trained using a multi-task loss function without requiring segmentation level annotation; and (iii) a localization method that clearly shows pathological regions in the disc volumes.
Secondly, we do not require segmentation information during training.
Some existing algorithms require segmentation of the analyzed scene, which uses either a priori knowledge about input data or simple segmentation rules.
Compared to classical machine learning methods, deep learning method does not require segmentation of tumor, it simplifies the analysis procedure and avoids subjective user bias.
The extraction of Haar-like features does not require segmentation [ 20], greatly simplifying image preprocessing.
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