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Email spam is a much studied topic, but even though current email spam detecting software has been gaining a competitive edge against text based email spam, new advances in spam generation have posed a new challenge: image-based spam. Image based spam is email which includes embedded images containing the spam messages, but in binary format. In this paper, we study the characteristics of image spam to propose two solutions for detecting image-based spam, while drawing a comparison with thedoi:10.1145/1367497.1367565 dblp:conf/www/MehtaNGN08 fatcat:xxqyvd33wfg7nir4267s3327my