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Published at November 12

DuoLift-GAN:Reconstructing CT from Single-view and Biplanar X-Rays with Generative Adversarial Networks

eess.IV

cs.AI

cs.CV

Released Date: November 12, 2024

Authors: Zhaoxi Zhang¹, Yueliang Ying¹

Aff.: ¹University of North Carolina at Chapel Hill, Chapel Hill, NC, 27514, USA

Arxiv: http://arxiv.org/abs/2411.07941v1

Refer to caption

Methods	LIDC-IDRI
Methods	Single-view
	PSNR(2D) $\uparrow$	PSNR(3D) $\uparrow$	SSIM(2D) $\uparrow$	SSIM(3D) $\uparrow$	LPIPS(vgg) $\downarrow$
X2CT-GAN	$22.225\pm 3.430$	$17.906\pm 1.684$	$0.461\pm 0.085$	$0.512\pm 0.078$	$0.342\pm 0.054$
X2CT-CNN	$23.203\pm 3.675$	$18.725\pm 1.887$	$0.533\pm 0.086$	$0.580\pm 0.079$	$0.381\pm 0.056$
DuoLift-GAN	$21.572\pm 2.713$	$18.253\pm 1.558$	$0.530\pm 0.071$	$0.507\pm 0.077$	$0.331\pm 0.053$
DuoLift-CNN	$23.779\pm 3.447$	$19.200\pm 1.782$	$0.599\pm 0.072$	$0.571\pm 0.077$	$0.371\pm 0.055$
	Double-view
X2CT-GAN	$25.727\pm 3.169$	$21.577\pm 1.109$	$0.622\pm 0.064$	$0.655\pm 0.058$	$0.275\pm 0.047$
X2CT-CNN	$27.406\pm 3.524$	$22.752\pm 1.283$	$0.689\pm 0.059$	$0.719\pm 0.054$	$0.313\pm 0.053$
DuoLift-GAN	$26.695\pm 3.462$	$22.006\pm 1.200$	$0.676\pm 0.057$	$0.663\pm 0.062$	$0.249\pm 0.047$
DuoLift-CNN	$27.850\pm 3.666$	$23.043\pm 1.428$	$0.727\pm 0.056$	$0.712\pm 0.066$	$0.276\pm 0.051$