Deep Learning, Machine Learning, Neural Networks, Computer Vision, Artificial Intelligence.
the pixel-wise loss, they suggest introducing a penalty term that is based on the feature maps generated by the VGG-19 network (similar to perceptual loss), to account for the topology information. From the paper : (c)Segmentation obtained after detecting neuronal membranes using pixel-wise loss.