Research Article

Discriminative Random Field Segmentation of Lung Nodules in CT Studies

Figure 1

(a) Histogram of voxel intensities of positive examples (nodule voxels) and negative examples (everything else) in training data. Negative examples overwhelm positive examples in all intensities, even in the local area, as shown in this histogram. We must thus exploit locality to achieve a good segmentation. (b) Histogram normalized by number of voxels.
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(a) Intensity histogram
683216.fig.001b
(b) Normalized intensity histogram