Acta Optica Sinica, Volume. 44, Issue 8, 0811001(2024)
Orthogonal Multi-Material Decomposition for X-Ray CT and Application in Metal Artifact Correction
Fig. 1. Flowchart of three iterations of OMDRT (for example with three materials)
Fig. 2. X-ray spectrum, simulated phantom, and mass attenuation coefficient of materials used in experiments. (a) Spectrum; (b) mass attenuation coefficient of materials; (c) monochromatic image; (d) profile of column shown in Fig. 2(c)
Fig. 3. Reconstructed image and profile of multicolor projection data. (a) Reconstructed image; (b) profile
Fig. 4. Reconstructed images and mark images of base material decomposition.
Fig. 5. Iteratively marked image. (a) Marked image of 2nd iteration; (b) marked image of 3rd iteration
Fig. 6. Reconstructed images and mark images with morphological processing.
Fig. 7. PSNR and NMAD of pseudo monochromatic images varying with iteration number. (a) PSNR curves; (b) NMAD curves
Fig. 8. Results of 20th iteration, with only threshold segmentation and adding morphological processing for mark images. (a)-(d) AgHg, bone, water, and pseudo monochromatic images with only threshold segmentation; (e)-(h) AgHg, bone, water, and pseudo monochromatic images with adding morphological processing for mark images
Fig. 9. Profiles of pseudo monochromatic images. (a) Profiles of pseudo monochromatic images shown in Fig. 2(c), Fig. 8(d) and Fig. 8(h); (b) partial magnification of Fig. 9(a)
Fig. 10. Reconstructed image from noisy polychromatic projection. (a) Reconstructed image; (b) profile
Fig. 11. Reconstructed images and mark images from noisy polychromatic projections.
Fig. 12. PSNR and NMAD of pseudo monochromatic images reconstructed from noisy polychromatic projections varying with iteration number. (a) PSNR curve; (b) NMAD curve
Fig. 13. Results of 10 iterations with proposed OMDRT for noisy polychromatic projections. (a) AgHg image; (b) bone image; (c) water image; (d) 60 keV pseudo monochromatic image
Fig. 14. Profile of pseudo monochromatic image reconstructed with 10 iterations by OMDRT
Get Citation
Copy Citation Text
Ting Luo, Xing Zhao, Yunsong Zhao, Tao Li. Orthogonal Multi-Material Decomposition for X-Ray CT and Application in Metal Artifact Correction[J]. Acta Optica Sinica, 2024, 44(8): 0811001
Category: Imaging Systems
Received: Oct. 17, 2023
Accepted: Jan. 25, 2024
Published Online: Apr. 11, 2024
The Author Email: Zhao Xing (zhaoxing_1999@126.com)
CSTR:32393.14.AOS231669