I've noticed that there are a LOT of websites which claim to have a standardized repository of images (for image processing algorithms). However, I don't know which ones are actually trusted by the research community, and which are not. I know some file formats hint of untrustworthiness (e.g. never use a JPEG since its compression is lossy, and it is probably not the original image). Many of these repositories appear to have the same image, but their actual files do not match pixel-for-pixel.
So, what is your recommended repository for getting standard images for testing image-processing algorithms (e.g. images like cameraman, boat, airfield, peppers, pirate, etc.)