Biomed Phys Eng Express 2021 Jun 24. Epub 2021 Jun 24.
Electrical and Computer Engineering, North South University, Plot, 15, Block B Kuril - NSU Rd, Dhaka, Dhaka, Dhaka, 1229, BANGLADESH.
Unpaired domain translation models with distribution matching loss such as CycleGAN are now widely being used to shift domain in medical images. However, synthesizing medical images using CycleGAN can lead to misdiagnosis of a medical condition as it might hallucinate unwanted features, especially if there's a data bias. This can potentially change the original class of the input image, which is a very serious problem. Read More