JPEG descriptors - DCT Color Layout Descriptor CLD - related to jpeg/mpeg... Different scanning methods.. Zigzag scanning? Might matter! Median descriptor -> Pearson code? up/down -> Local average Color Histogram information ... Binning.. derived code Invariance - some SIFT derived descriptor? Combined descriptors Experiments -Clear goals! -> finding near copies. dont expect too much. -Big test! automated -Finding near copies -Transformations per image (scaling, cropping, text, rotation, noise, contrast, brightness, JPEG compression) -Combinations of transformations -Modify images -> test for invariance -Keyword matching unlikely to work