Fully convolutional architecture vs sliding-window CNN for corneal endothelium cell segmentation

Abstract

Both methods presented here provide a statistically significant improvement over the state of the art. U-net has reached the smallest error rate. We suggest a segmentation refinement based on our previous work to further improve the performance.