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Human Computation
Tasks like image
recognition are trivial for humans, but continue to challenge even the
most sophisticated computer programs. This talk introduces a paradigm
for utilizing human processing power to solve problems that computers
cannot yet solve. Traditional approaches to solving such problems focus
on improving software. I advocate a novel approach: constructively
channel human brainpower using computer games. For example, the ESP
Game, described in this talk, is an enjoyable online game—many people
play over 40 hours a week—and when people play, they help label images
on the Web with descriptive keywords. These keywords can be used to
significantly improve the accuracy of image search. People play the game
not because they want to help, but because they enjoy it. The ESP Game
has been licensed by a major Internet company and will soon become the
basis of their image search engine.
In addition, I
describe my work on CAPTCHAs, automated tests that humans can pass but
computer programs cannot. CAPTCHAs take advantage of human processing
power in order to differentiate humans from computers, an ability that
has important applications in practice.
The results of this
work are currently in use by hundreds of Web sites and companies around
the world, and over 300,000 people have played some of the games
presented here. Practical applications include improvements in areas
such as computer vision, image search, adult-content filtering, spam
prevention, common-sense reasoning, accessibility, and security in
general.
Luis von Ahn is an
assistant professor in the Computer Science Department at Carnegie
Mellon University, where he received his Ph.D. in 2005. Luis obtained a
B.S. in mathematics from Duke University in 2000. He is the recipient of
a MacArthur Fellowship and was named one of Popular Science
magazine's "Brilliant 10" scientists of 2006. His research interests
include encouraging people to do work for free, as well as catching and
thwarting cheaters in online environments.
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author = {Luis von Ahn},
title = {Human Computation},
year = {2007},
address = {Santa Clara, CA},
publisher = {USENIX Association},
month = jun
}
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