An Efficient Compensation Method for Limited-View Photoacoustic Imaging Reconstruction Based on Gerchberg–Papoulis Extrapolation
Source abstract
Abstract
The reconstruction for limited-view scanning, though often the case in practice, has remained a difficult issue for photoacoustic imaging (PAI). The incompleteness of sampling data will cause serious artifacts and fuzziness in those missing views and it will heavily affect the quality of the image. To solve the problem of limited-view PAI, a compensation method based on the Gerchberg–Papoulis (GP) extrapolation is applied into PAI. Based on the known data, missing detectors elements are estimated and the image in the missing views is then compensated using the Fast Fourier Transform (FFT). To accelerate the convergence speed of the algorithm, the total variation (TV)-based iterative algorithm is incorporated into the GP extrapolation-based FFT-utilized compensation method (TV-GPEF). The effective variable splitting and Barzilai–Borwein based method is adopted to solve the optimization problem. Simulations and in vitro experiments for both limited-angle circular scanning and straight-line scanning are conducted to validate the proposed algorithm. Results show that the proposed algorithm can greatly suppress the artifacts caused by the missing views and enhance the edges and the details of the image. It can be indicated that the proposed TV-GPEF algorithm is efficient for limited-view PAI.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Photoacoustic and Ultrasonic Imaging · Thermography and Photoacoustic Techniques · Optical Imaging and Spectroscopy Techniques
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Department of Electronic Engineering, Fudan University, No. 220 Handan Road, Shanghai 200433, China
Key Laboratory of Medical Imaging Computing and Computer Assisted Intervention (MICCAI) of Shanghai, Fudan University, Shanghai 200433, China
Funding
National Natural Science Foundation of China · National Basic Research Program of China
References (53)
Show source-provided references
1. Photoacoustic tomography and sensing in biomedicine10.1088/0031-9155/54/19/R01 ↗
2. Prospects of photoacoustic tomography10.1118/1.3013698 ↗
3. Photoacoustic imaging in biomedicine10.1063/1.2195024 ↗
4. In vivo photoacoustic tomography of chemicals: High-resolution functional and molecular optical imaging at new depths10.1021/cr900266s ↗
5. Functional photoacoustic imaging of gastric acid secretion using pH-responsive polyaniline nanoprobes10.1002/smll.201601359 ↗
6. Noninvasive, in vivo imaging of blood-oxygenation dynamics within the mouse brain using photoacoustic microscopy10.1117/1.3095799 ↗
7. Review on photoacoustic imaging of the brain using nanoprobes10.1117/1.NPh.3.1.010901 ↗
8. Monkey brain cortex imaging by photoacoustic tomography10.1117/1.2967907 ↗
9. In vivo photoacoustic imaging of blood vessels using a homodyne interferometer with zero-crossing triggering10.1117/1.JBO.22.3.036002 ↗
10. Imaging-guided high-efficient photoacoustic tumor therapy with targeting gold nanorods10.1016/j.nano.2015.04.002 ↗
11. Semiconducting polymer nanoparticles as photoacoustic molecular imaging probes in living mice10.1038/nnano.2013.302 ↗
12. Passive element enriched photoacoustic computed tomography (PER PACT) for simultaneous imaging of acoustic propagation properties and light absorption10.1364/OE.19.002093 ↗
13. Noninvasive photoacoustic computed tomography of mouse brain metabolism in vivo10.1016/j.neuroimage.2012.08.054 ↗
14. Single cell photoacoustic microscopy: A review10.1109/JSTQE.2015.2497323 ↗
15. Subwavelength-resolution label-free photoacoustic microscopy of optical absorption in vivo10.1364/OL.35.003195 ↗
16. Photoacoustic ultrasound (PAUS)—Reconstruction tomography10.1118/1.597429 ↗
17. Fast Fourier backprojection for frequency-domain optoacoustic tomography10.1364/OL.39.005455 ↗
18. Time-domain reconstruction algorithms and numerical simulations for thermoacoustic tomography in various geometries10.1109/TBME.2003.816081 ↗
19. Exact frequency-domain reconstruction for thermoacoustic tomography. I. Planar geometry10.1109/TMI.2002.801172 ↗
20. Deconvolution reconstruction of full-view and limited-view photoacoustic tomography: A simulation study10.1364/JOSAA.25.002436 ↗
21. Determining a function from its mean values over a family of spheres10.1137/S0036141002417814 ↗
22. Inversion of spherical means and the wave equation in even dimensions10.1137/070682137 ↗
23. Explicit inversion formulae for the spherical mean Radon transform10.1088/0266-5611/23/1/021 ↗
24. Universal inversion formulas for recovering a function from spherical means10.1137/120881270 ↗
25. Full-wave iterative image reconstruction in photoacoustic tomography with acoustically inhomogeneous media10.1109/TMI.2013.2254496 ↗
26. Iterative reconstruction algorithm for optoacoustic imaging10.1121/1.1501898 ↗
27. Efficient framework for model-based tomographic image reconstruction using wavelet packets10.1109/TMI.2012.2187917 ↗
28. Efficient non-negative constrained model-based inversion in optoacoustic tomography10.1088/0031-9155/60/17/6733 ↗
29. Compressed-sensing photoacoustic computed tomography in vivo with partially known support10.1364/OE.20.016510 ↗
30. Compressed sensing and sparsity in photoacoustic tomography10.1088/2040-8978/18/11/114004 ↗
31. Betcke, M.M., Cox, B.T., Huynh, N., Zhang, E.Z., Beard, P.C., and Arridge, S.R. (arXiv, 2016). Acoustic wave field reconstruction from compressed measurements with application in photoacoustic tomography, arXiv.10.1109/TCI.2017.2706029 ↗
32. Accelerated high-resolution photoacoustic tomography via compressed sensing10.1088/1361-6560/61/24/8908 ↗
33. Investigation of iterative image reconstruction in three-dimensional optoacoustic tomography10.1088/0031-9155/57/17/5399 ↗
34. Total variation based gradient descent algorithm for sparse-view photoacoustic image reconstruction10.1016/j.ultras.2012.08.012 ↗
35. Fast, limited-data photoacoustic imaging for multiplexed systems using a frequency-domain estimation technique10.1118/1.3533669 ↗
36. Photoacoustic tomography in scattering biological tissue by using virtual time reversal mirror10.1063/1.3581068 ↗
37. Photoacoustic image reconstruction from few-detector and limited-angle data10.1364/BOE.2.002649 ↗
38. Reconstructions in limited-view thermoacoustic tomography10.1118/1.1644531 ↗
39. Photoacoustic imaging of blood vessels based on modified simultaneous iterative reconstruction technique10.7498/aps.56.3911 ↗
40. Reconstruction of high quality photoacoustic tomography with a limited-view scanning10.1364/OE.18.002760 ↗
41. A photoacoustic image reconstruction method using total variation and nonconvex optimization10.1186/1475-925X-13-117 ↗
42. Limited-view photoacoustic imaging based on an iterative adaptive weighted filtered backprojection approach10.1364/AO.52.003477 ↗
43. Riviere, Implementation and comparision of reconstruction algorithms for 2D optoacoustic tomography using a linear array
44. Limited-view multi-source quantitative photoacoustic tomography10.1088/0266-5611/31/6/065004 ↗
45. Improving limited-view photoacoustic tomography with an acoustic reflector10.1117/1.JBO.18.11.110505 ↗
46. Multi-source Quantitative Photoacoustic Tomography with Detector Response Function and Limited-view Scanning10.4208/jcm.1605-m2016-0528 ↗
47. Super-resolution through error energy reduction
48. A new algorithm in spectral analysis and band-limited extrapolation10.1109/TCS.1975.1084118 ↗
49. Nonlinear total variation based noise removal algorithms10.1016/0167-2789(92)90242-F ↗
50. Straight-line-trajectory-based x-ray tomographic imaging for security inspections: system design, image reconstruction and preliminary results10.1109/TNS.2013.2274481 ↗
51. Two-dimensional photoacoustic imaging by use of Fourier-transform image reconstruction and a detector with an anisotropic response10.1364/AO.42.001899 ↗
52. Computational acceleration for MR image reconstruction in partially parallel imaging10.1109/TMI.2010.2073717 ↗
53. An augmented Lagrangian approach to the constrained optimization formulation of imaging inverse problems10.1109/TIP.2010.2076294 ↗