The Asirra challenge is an image based CAPTCHA where the user has to identify 12 images of dogs vs. cats in under 30 seconds to gain secure entry into a protected resource. Humans are really good at this task and as mentioned earlier in the paper can correctly identify with a 99.6% success rate.
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