Study on Optimal Generative Network for Synthesizing Brain Tumor-Segmented MR Images

Table 1

Published works on cross-modality image synthesis.

Modality	Publication	Method	Remarks
CT ⟶ MR	Jin et al. [18]	CycleGAN	Brain
MR ↔ CT	Zang et al. [19]	CycleGAN	(3D) Cardiac
MR ↔ CT	Hiasa et al. [20]	CycleGAN	Musculoskeletal
MR ↔ CT	Wolterink et al. [7]	CycleGAN	Brain
T1 ↔ T2 MR	Dar et al. [21]	CycleGAN	Brain
T1 ↔ T2 MR	Welander et al. [22]	CycleGAN	Brain

In the third column, following the method denotes some modifications either on the architecture of the network or on the employed losses.