… two-stage GANbased image-to-image translation method that … image-to-image translation,
the application of GAN-based techniques, such as cycleGAN, in high-quality medical-imaging …

… in quantitative and qualitative image qualities. … images could achieve near-ideal quality of
4D-CT images. Large structures were generally consistent with those in paired 4D-CT images, …

… Cone-beam computed tomography imaging systems can be … aligned paired images, a
cycle-consistency GAN (CycleGAN)… constitutes bad mappings in a quantitative way in terms of a …

… image and reconstructed CBCT image based on corrected … Then, a quantitative assessment
of the generated sCT images … , 136 pairs as the training dataset and 34 pairs as testing …

… We used paired training data in the Cycle-GAN … based on the residual image and generate
corrected bone … and subjective image quality of cone-beam computed tomography images …

… : one was correction effect of image noise and projection … by the CycleGAN model, quantitative
evaluation of image quality … A CycleGAN can be used with non-paired training data and …

… of paired training approaches is the need to obtain paired … with existing CBCT correction
methods, both image and dosimetry-… to identify using pixel-based quantitative metrics and, to the …

… , a cone-beam CT (CBCT) is often used to correct the … from CBCT scans was quantitatively
assessed for paired and unpaired dl… Single-UNet and unpaired CycleGAN. All three dl-models …

… cycle-consistent generative adversarial network (CycleGAN) is … However, CBCT and PCT
images cannot be perfectly matched … The results of quantitative and qualitative analyses are …

… fan-beam computed tomography (FBCT), the image quality of … CycleGAN does not need
paired data, and we could use … The mean absolute error (MAE) is one of the quantitative …