Spectral dark-field imaging
This invention relates to an image processing device ( 1 ) comprising an input ( 2 ) for receiving image data representative of a region of interest in the body of a patient from a medical X-ray imaging apparatus ( 100 ). The image data comprises a first dark-field image obtained for a first X-ray spectrum and a second dark-field image obtained for a second, different. X-ray spectrum. A combination unit ( 3 ) provides a combination image that is representative of a medical condition map. e.g. a lung condition map, by combining the first dark-field image and the second dark-field image.
1. An image processing device, comprising:
an input for receiving image data representative of a region of interest in a body of a patient, wherein the image data comprises a first dark-field image obtained for a first X-ray spectrum and a second dark-field image obtained for a second X-ray spectrum, wherein the first X-ray spectrum and the second X-ray spectrum are different; and
a processor configured to provide a combination image that is representative of a condition map by combining the first dark-field image and the second dark-field image.
2. The image processing device of claim 1 , wherein the region of interest is a thorax region, and wherein the condition map is a lung condition map.
3. The image processing device of claim 1 , wherein the processor is adapted for constructing the combination image as a vector-valued image, the vector-valued image having components that correspond to, or are calculated on the basis of, the first dark-field image and the second dark-field image.
4. The image processing device of claim 1 , wherein the processor is adapted to determine, for pixel locations in the combination image, a dark-field signal as function of photon energy or as function of correlation length.
5. The image processing device of claim 1 , wherein the processor is adapted to calculate a measure of deviation between the first dark-field image and the second dark-field image, wherein pixel values in the combination image correspond to the measure of deviation.
6. The image processing device of claim 1 , furthermore comprising a controller for controlling acquisition of the image data.
7. The image processing device of claim 6 , wherein the controller is adapted for stepping through a plurality of phase steps by controlling a phase stepper, acquiring image data from an image detector for each of a plurality of phase steps, and for controlling an X-ray source such as to switch between the first X-ray spectrum for at least one of the plurality of phase steps and the second X-ray spectrum for at least another of the plurality of phase steps.
8. The image processing device of claim 1 , comprising a segmenter for segmenting the first dark-field image, the second dark-field image, the combination image, or another image received via the input in order to identify structures of interest.
9. The image processing device of claim 8 , comprising a classifier for labelling each identified structure of interest with a classifier label that is selected by the classifier from a plurality of classifier labels based on the combination image, the plurality of classifier labels corresponding to different conditions.
10. A computer-implemented method for processing image data, comprising:
obtaining image data representative of a region of interest in a body of a patient, wherein the image data comprises a first dark-field image obtained for a first X-ray spectrum and a second dark-field image obtained for a second X-ray spectrum, wherein the first X-ray spectrum and the second X-ray spectrum are different; and
generating a combination image that is representative of a condition map by combining the first dark-field image and the second dark-field image.
11. The method of claim 10 , wherein the region of interest is a thorax region, and wherein the condition map is a lung condition map.