Evaluation of Machine Learning Methods to Reduce Stripe Artifacts in the Phase Contrast Image due to Line-Integration Process |
Kim, Myungkeun
(School of Mechanical Engineering, Pusan National University)
Oh, Ohsung (School of Mechanical Engineering, Pusan National University) Lee, Seho (School of Mechanical Engineering, Pusan National University) Lee, Seung Wook (School of Mechanical Engineering, Pusan National University) |
1 | K. Zhang, W. Zuo, Y. Chen, "Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising", Transaction on Image Processing, Vol. 26, No. 7, pp. 3142-3155, 2017. http://dx.doi.org/10.1109/TIP.2017.2662206 DOI |
2 | X. Kuang, X. Sui, "Single Infrared Image Stripe Noise Removal Using Deep Convolutional Networks", IEEE Photonics Journal, Vol. 9, No. 4, pp. 1-13, 2017. http://dx.doi.org/10.1109/JPHOT.2017.2717948 DOI |
3 | S. Lee, O. Oh, Y. Kim, I. Kim, J. Kim, S. W. Lee, "The system design and characteristics of the 54.3 keV Talbot-Lau grating interferometry for industrial applications", Journal of the Korean Physical Society, Vol. 73, No. 12, pp. 1827-1833, 2018. https://doi.org/10.3938/jkps.73.1827 DOI |
4 | Youngju Kim, Jongyul Kim, Daeseung Kim, Daniel S. Hussey, Seung Wook Lee, "Characterization of the phase sensitivity, visibility, and resolution in a symmetric neutron grating interferometer", Review of Scientific Instruments vol. 90, 073704, 2019. http://dx.doi.org/10.1063/1.5089588 DOI |
5 | I. Zanette, T. Zhou, A. Burvall, "Speckle-Based X-Ray Phase-Contrast and Dark-Field Imaging with a Laboratory Source", Physical Review letters, Vol. 112, pp. 253903, 2014. http://dx.doi.org/10.1103/PhysRevLett.112.253903 DOI |
6 | Y. Wang, W. Huang, Q. He, Z. Zhu, "Adaptive weighted total variation regularized phase retrieval in differential phase-contrast imaging", Optical Engineering, Vol. 57, No. 5, pp. 53108, 2018. http://dx.doi.org/10.1117/1.OE.57.5.053108 DOI |
7 | M. N Wernick, Y. Yang, I. Mondal, "Computation of mass-density images from x-ray refraction-angle images", Physics in Medicine & Biology, Vol. 51, pp. 1769-1778, 2006. http://dx.doi.org/10.1088/0031-9155/51/7/009 DOI |
8 | J. Matias, D. Martino, J. L. Flores, F. Pfeiffer, "Phase retrieval from one partial derivative", Optics Letters, Vol. 38, No. 22, pp. 4813-4819, 2013. http://dx.doi.org/10.1364/OL.38.004813 DOI |
9 | B. Munch, P. Trtik, F. Marone, "Stripe and ring artifact removal with combined wavelet - Fourier filtering", Optics Express, Vol. 17, No. 10, pp. 8567-8591, 2009. http://dx.doi.org/10.1364/OE.17.008567 DOI |
10 | Z. He, Y. Cao, Y. Dong, J. Yang, "Single-image-based nonuniformity correction of uncooled long-wave infrared detectors: a deep-learning approach", Applied Optics, Vol. 57 No. 18, pp. 155, 2018. http://dx.doi.org/10.1364/AO.57.00D155 DOI |
11 | P. Xiao, Y. Guo, P. Zhuang, "Removing Stripe Noise From Infrared Cloud Images via Deep Convolutional Networks", IEEE Photonics Journal, Vol. 10, No. 4, pp. 1-14, 2018. http://dx.doi.org/10.1109/JPHOT.2018.2854303 DOI |
12 | L. Xu, J. SJ Ren, C. Liu, J. Jia, "Deep convolutional neural network for image deconvolution", Advanced in Neural Information Processing Systems Vol. 27, pp. 1790-1798, 2014. |
13 | M. R. Arnison, K. G. Larkin, C. J. R. Sheppard, "Linear phase imaging using differential interference contrast microscopy", Journal of Microscopy, Vol. 214, pp. 7-12, 2003. http://dx.doi.org/10.1111/j.0022-2720.2004.01293.x DOI |
14 | R. A. Peters II, "A New Algorithm for Image Noise Reduction using Mathematical Morphology", IEEE Tranactions on Image Processing, Vol. 4, No. 3, pp. 554-568, 1995. http://dx.doi.org/10.1109/83.382491 DOI |
15 | R. Hain, C. J. Kahler, C. Tropea, "Comparison of CCD, CMOS and intensified camera", Experiments in Fluids, Vol. 42, No. 3, pp. 403-411, 2007. http://dx.doi.org/10.1007/s00348-006-0247-1 DOI |
16 | Y. Zhu, C. Huang, "An Improved Median Filtering Algorithm for Image Noise Reduction", Physcis Procedia, Vol. 25, pp. 609-616, 2012. http://dx.doi.org/10.1016/j.phpro.2012.03.133 DOI |
17 | C. Kottler, C. David, "A two-directional approach for grating based differential phase contrast imaging using hard x-rays", Optics Express Vol. 15, No. 3, pp. 1175-1181, 2007. http://dx.doi.org/10.1364/OE.15.001175 DOI |