Despeckling method for radiographic images
A method includes acquiring a radiographic image and processing the acquired image to obtain a gradient image. The method then includes generating, from the gradient image, an initial set of pixels exhibiting speckle and removing one or more pixels from the initial set of pixels according to features indicative of image content, forming a mapping of pixels for replacement from the remaining set of pixels. A replacement pixel value is calculated for one or more pixels in the mapping and pixel values from the acquired radiographic image replaced according to the calculated replacement pixel value to form a corrected image. The corrected image can be displayed.
1. A method for correcting image speckle in a radiographic image, comprising:
processing the radiographic image to obtain a gradient image;
generating, from the gradient image, an initial set of pixels exhibiting speckle, wherein generating the initial set of pixels exhibiting speckle comprises evaluating image data values from the gradient image using a plurality of tiles, wherein each tile defines a partial portion of the image;
removing one or more pixels from the initial set of pixels according to at least one feature indicative of image content and forming a mapping of pixels for replacement from the remaining set of pixels;
calculating a replacement pixel value for one or more pixels in the mapping;
replacing one or more pixel values from the acquired radiographic image according to the calculated replacement pixel value to form a corrected image; and
displaying, storing, or transmitting the corrected image.
2. The method of claim 1 further comprising acquiring the radiographic image using a digital radiography or a computed radiography apparatus.
3. The method of claim 1 further comprising acquiring the radiographic image from a scanned film.
4. The method of claim 1 wherein processing the image comprises applying a difference-of-gradient filtering using Gaussian filters.
5. The method of claim 1 wherein the at least one feature indicative of image content comprise connectedness between pixels.
6. The method of claim 1 wherein one or more of the tile positions overlap each other.
7. The method of claim 1 further comprising displaying the acquired radiographic image and the corrected image simultaneously on a display.
8. The method of claim 1 further comprising applying an edge mask along an outer border of the image.
9. A method for correcting image speckle in a radiographic image, comprising:
acquiring a radiographic image from a scanned computed radiography medium;
processing the acquired image using a difference-of-gradient filtering to obtain a gradient image;
generating, from the gradient image, an initial set of pixels exhibiting speckle, wherein generating the initial set of pixels exhibiting speckle comprises evaluating image data values from the gradient image using a plurality of tiles, wherein each tile defines a partial portion of the image;
removing one or more pixels from the initial set of pixels according to a pixel connectedness metric and forming a mapping of pixels for replacement from the remaining set of pixels;
calculating a replacement pixel value for one or more pixels in the mapping;
replacing pixel values from the acquired radiographic image according to the calculated replacement pixels value to form a corrected image; and
displaying, storing, or transmitting the corrected image.
10. The method of claim 9 further comprising applying pixel dilation before applying the pixel connectedness metric.
11. An imaging apparatus for correcting image speckle in a radiographic image, comprising:
an X-ray source energizable to direct radiation toward a subject;
a detector in the path of the X-ray radiation and disposed to record image content according to absorption by the subject;
a scanner energizable to form an image by scanning the detector;
a processor in signal communication with the scanner for acquiring the image, wherein the processor is programmed with stored instructions for: (a) processing the acquired image using a difference-of-gradient filtering to obtain a gradient image; (b) generating, from the gradient image, an initial set of pixels exhibiting speckle by evaluating image data values from the gradient image using a plurality of tiles, wherein each tile defines a partial portion of the image; (c) removing one or more pixels from the initial set of pixels according to a pixel connectedness metric and forming a mapping of pixels for replacement from the remaining set of pixels; (d) calculating a replacement pixel value for one or more pixels in the mapping; and (e) replacing pixel values from the acquired radiographic image according to the calculated replacement pixels value to form a corrected image; and
a display for displaying the corrected image.
12. The method of claim 1 wherein processing the radiographic image to obtain a gradient image comprises generating a filtered image that accentuates image speckle artifacts in the image according to a gradient characteristic.
13. The method of claim 1 wherein generating an initial set of pixels exhibiting speckle comprises detecting an initial candidate set of speckle regions.