title: Image augmentation makes performance worse
body: <p>I am working on an image segmentation project, and have been trying to adopt the image augmentation technique to increase the training set size. At first, I just try to use the horizontal flip to double the image size, but I found the performance was much worse than not using it. Are there any insight that can be shared. Thanks.</p>