Acta Optica Sinica, Volume. 41, Issue 23, 2310001(2021)
Blind Separation Algorithm of X-Ray Polychromatic Projections Based on Material Composition Prior
Fig. 1. Simulation setting. (a) Simulation body; (b) simulation energy spectrum generated by Spekpy v2.0; (c) attenuation coefficient of material (from NIST)
Fig. 2. Direct reconstruction results of multi-energy spectrum projection images in 17 intervals. (a) Reconstructed image; (b) attenuation coefficient curve
Fig. 3. Partially reconstructed images obtained by decomposing 5th, 7th, 9th, and 11th projection images by NMF-GN algorithm and BSS-BE algorithm
Fig. 4. Attenuation coefficient curve and normalized root mean square error of reconstructed image. (a) Attenuation coefficient of 5th reconstructed image processed by NMF-GN algorithm; (b) attenuation coefficient of 7th reconstructed image processed by NMF-GN algorithm; (c) change curve of normalized root mean square error with sequence number of reconstructed image
Fig. 5. Direct reconstruction results of multi-energy spectrum projection images in 18 intervals. (a) Reconstructed image images; (b) attenuation coefficient curve
Fig. 6. Partially reconstructed images obtained by decomposing 7th, 8th, 9th and 16th projection images by NMF-GN algorithm and BSS-BE algorithm
Fig. 7. Attenuation coefficient curves decomposed by NMF-GN algorithm and BSS-LV-BE algorithm. (a) Attenuation coefficient of 8th reconstructed image at line in
Fig. 8. Change curves of average attenuation coefficient of different materials with sequence number of reconstructed image. (a) Mg; (b) Al
Fig. 9. Reconstructed images and attenuation coefficient curves of sample 2. (a) Directly reconstructed image under 60 kV voltage; (b) 7th reconstructed image obtained by NMF-GN algorithm (corresponding energy is 38 keV); (c) 7th reconstructed image obtained by BSS-LV-BE algorithm; (d)(e)(f) attenuation coefficient of reconstructed image (a)(b)(c) at line of Fig.(a)
|
|
Get Citation
Copy Citation Text
Yihong Li, Zhaoyan Qu, Xiaojie Zhao, Jiaotong Wei, Ping Chen. Blind Separation Algorithm of X-Ray Polychromatic Projections Based on Material Composition Prior[J]. Acta Optica Sinica, 2021, 41(23): 2310001
Category: Image Processing
Received: Jun. 21, 2021
Accepted: Aug. 20, 2021
Published Online: Nov. 29, 2021
The Author Email: Chen Ping (pc0912@163.com)