LC-GAN: Image-to-image Translation Based on Generative Adversarial Network for Endoscopic Images

Shan Lin,Fangbo Qin,Yangming Li,Randall A. Bly,Kris S. Moe,Blake Hannaford,Shan Lin,Fangbo Qin,Yangming Li,Randall A. Bly,Kris S. Moe,Blake Hannaford

Intelligent vision is appealing in computer-assisted and robotic surgeries. Vision-based analysis with deep learning usually requires large labeled datasets, but manual data labeling is expensive and time-consuming in medical problems. We investigate a novel cross-domain strategy to reduce the need for manual data labeling by proposing an image-to-image translation model live-cadaver GAN (LC-GAN) ...