Data Science, Deep Learning, Computer Vision, Machine Learning.
rectifier linear unit (ReLU), also known as the rectifier function, is applied to increase the non-linearity in the image. It acts as an additional filter to break up linearity. Since images are highly non-linear, ReLU is a significant part of a CNN. Multiple feature maps and ReLU (image by author)