XctNet: Reconstruction network of volumetric images from a single X-ray image.  a deep learning network, XctNet, is proposed to gain this prior knowledge from 2D pixels and produce volumetric data.  Comparisons are made with the state-of-arts methods using public dataset and XctNet shows significantly higher image quality as well as better accuracy (SSIM and PSNR values of XctNet are 0.8681 and 29.2823 respectively).
XctNet
Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society
D016477:Artifacts; D000077321:Deep Learning; D007091:Image Processing, Computer-Assisted; D014057:Tomography, X-Ray Computed; D014965:X-Rays
Tan Zhiqiang Z ;Li Jun J ;Tao Huiren H ;Li Shibo S ;Hu Ying Y 