A cycle generative adversarial network for generating synthetic contrast-enhanced computed tomographic images from non-contrast images in the internal jugular lymph node-bearing area

Groell R, Willfurth P, Schaffler GJ, Mayer R, Schmidt F, Uggowitzer MM, et al. Contrast-enhanced spiral CT of the head and neck: comparison of contrast material injection rates. AJNR Am J Neuroradiol. 1999;20(9):1732–6.

CAS  PubMed  PubMed Central  Google Scholar 

Lakhal K, Ehrmann S, Robert-Edan V. Iodinated contrast medium: is there a re(n)al problem? a clinical vignette-based review. Crit Care. 2020;24(1):641. https://doi.org/10.1186/s13054-020-03365-9.

Article  PubMed  PubMed Central  Google Scholar 

Nielsen Y, Thomsen H. Optimal management of acute nonrenal adverse reactions to iodine-based contrast media Reports Med. Imaging. 2013;6:49e55.

Google Scholar 

Morzycki A, Bhatia A, Murphy KJ. Adverse reactions to contrast material: a canadian update. Can Assoc Radiol J. 2017;68(2):187–93. https://doi.org/10.1016/j.carj.2016.05.006.

Article  PubMed  Google Scholar 

Goodfellow J, Pougetbadie M, Mirza B, Xu D, Warde Farley S, Ozair A. Generative adversarial nets. In: Ghahramani Z, Welling M, Cortes C, Lawrence ND, Weinberger KQ, editors. Advances in Neural Information Processing Systems. New York, NY: ACM; 2014.

Google Scholar 

Zhu JY, Park T, Isola P, Efros AA. Unpaired image-to-image translation using cycle-consistent adversarial networks. In Proceedings of the IEEE International Conference on Computer Vision, Venice, Italy. 2017;22–29:2223–32.

Google Scholar 

Wang J, Zhao Y, Noble JH, Dawant BM. Conditional generative adversarial networks for metal artifact reduction in CT images of the ear. Med Image Comput Comput Assist Interv. 2018;11070:3–11. https://doi.org/10.1007/978-3-030-00928-1_1.

Article  PubMed  PubMed Central  Google Scholar 

Tang C, Li J, Wang L, Li Z, Jiang L, Cai A, et al. Unpaired low-dose CT denoising network based on cycle-consistent generative adversarial network with prior image information. Comput Math Methods Med. 2019;7(2019):8639825. https://doi.org/10.1155/2019/8639825.

Article  Google Scholar 

Wang J, Noble JH, Dawant BM. Metal artifact reduction for the segmentation of the intra cochlear anatomy in CT images of the ear with 3D-conditional GANs. Med Image Anal. 2019;58: 101553. https://doi.org/10.1016/j.media.2019.101553.

Article  PubMed  PubMed Central  Google Scholar 

Kida S, Kaji S, Nawa K, Imae T, Nakamoto T, Ozaki S, et al. Visual enhancement of cone-beam CT by use of CycleGAN. Med Phys. 2020;47(3):998–1010. https://doi.org/10.1002/mp.13963.

Article  PubMed  Google Scholar 

Kearney V, Ziemer BP, Perry A, Wang T, Chan JW, Ma L, et al. Attention-aware discrimination for MR-to-CT image translation using cycle-consistent generative adversarial networks. Radiol Artif Intell. 2020;2(2): e190027. https://doi.org/10.1148/ryai.2020190027.

Article  PubMed  PubMed Central  Google Scholar 

Li Z, Shi W, Xing Q, Miao Y, He W, Yang H, et al. Low-dose CT image denoising with improving WGAN and hybrid loss function. Comput Math Methods Med. 2021;26(2021):2973108. https://doi.org/10.1155/2021/2973108.

Article  Google Scholar 

Haubold J, Hosch R, Umutlu L, Wetter A, Haubold P, Radbruch A, et al. Contrast agent dose reduction in computed tomography with deep learning using a conditional generative adversarial network. Eur Radiol. 2021;31(8):6087–95. https://doi.org/10.1007/s00330-021-07714-2.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Choi JW, Cho YJ, Ha JY, Lee SB, Lee S, Choi YH, et al. Generating synthetic contrast enhancement from non-contrast chest computed tomography using a generative adversarial network. Sci Rep. 2021;11(1):20403. https://doi.org/10.1038/s41598-021-00058-3.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Denck J, Guehring J, Maier A, Rothgang E. MR-contrast-aware image-to-image translations with generative adversarial networks. Int J Comput Assist Radiol Surg. 2021;16(12):2069–78. https://doi.org/10.1007/s11548-021-02433-x.

Article  PubMed  PubMed Central  Google Scholar 

Gomi T, Kijima Y, Kobayashi T, Koibuchi Y. Evaluation of a generative adversarial network to improve image quality and reduce radiation-dose during digital breast tomosynthesis. Diagnostics (Basel). 2022;12(2):495. https://doi.org/10.3390/diagnostics12020495.

Article  PubMed  Google Scholar 

Huang Z, Zhang G, Lin J, Pang Y, Wang H, Bai T, et al. Multi-modal feature-fusion for CT metal artifact reduction using edge-enhanced generative adversarial networks. Comput Methods Programs Biomed. 2022;217: 106700. https://doi.org/10.1016/j.cmpb.2022.106700.

Article  PubMed  Google Scholar 

Wang X, Yu Z, Wang L, Zheng P. An enhanced priori knowledge GAN for CT images generation of early lung nodules with small-size labelled samples. Oxid Med Cell Longev. 2022;14(2022):2129303. https://doi.org/10.1155/2022/2129303.

Article  Google Scholar 

Li J, Qu Z, Yang Y, Zhang F, Li M, Hu S. TCGAN: a transformer-enhanced GAN for PET synthetic CT. Biomed Opt Express. 2022;13(11):6003–18. https://doi.org/10.1364/BOE.467683.

Article  PubMed  PubMed Central  Google Scholar 

Wang Z, Bovik AC, Sheikh HR, Simoncelli EP. Image quality assessment: from error visibility to structural similarity. IEEE Trans Image Process. 2004;13:600–12.

Article  PubMed  Google Scholar 

Fleiss JL. Measuring nominal scale agreement among many raters. Psychol Bull. 1971;76:378–82.

Article  Google Scholar 

Landis JR, Koch GG. The measurement of observer agreement for categorical data. Biometrics. 1977;33:159–74.

Article  CAS  PubMed  Google Scholar 

Hosmer DW Jr, Lemeshow S, Sturdivant RX. Applied logistic regression. 3rd ed. New York: Wiley; 2013. p. 177.

Book  Google Scholar 

Power M, Fell G, Wright M. Principles for high-quality, high-value testing. Evidence Based Medicine. 2013;18(1):5–10.

Article  PubMed  PubMed Central  Google Scholar 

Kim HS, Ha EG, Lee A, Choi YJ, Jeon KJ, Han SS, et al. Refinement of image quality in panoramic radiography using a generative adversarial network. Dentomaxillofac Radiol. 2023;52:20230007.

Article  PubMed  Google Scholar 

留言 (0)

沒有登入
gif