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Emerging Technology from the arXiv

A View from Emerging Technology from the arXiv

Best of 2014: The Revolutionary Technique That Quietly Changed Machine Vision Forever

In September, computer scientists revealed that machines are now almost as good as humans at object recognition; and the turning point occurred in 2012.

  • January 2, 2015

In space exploration, there is the Google Lunar X Prize for placing a rover on the lunar surface. In medicine, there is the Qualcomm Tricorder X Prize for developing a Star Trek-like device for diagnosing disease. There is even an incipient Artificial Intelligence X Prize for developing an AI system capable of delivering a captivating TED talk.

In the world of machine vision, the equivalent goal is to win the ImageNet Large-Scale Visual Recognition Challenge. This is a competition that has run every year since 2010 to evaluate image recognition algorithms. (It is designed to follow-on from a similar project called PASCAL VOC which ran from 2005 until 2012).

Contestants in this competition have two simple tasks. Presented with an image of some kind, the first task is to decide whether it contains a particular type of object or not. For example, a contestant might decide that there are cars in this image but no tigers. The second task is to find a particular object and draw a box around it. For example, a contestant might decide that there is a screwdriver at a certain position with a width of 50 pixels and a height of 30 pixels.

Oh, and one other thing: there are 1,000 different categories of objects ranging from abacus to zucchini, and contestants have to scour a database of over 1 million images to find every instance of each object. Tricky!

Computers have always had trouble identifying objects in real images so it is not hard to believe that the winners of these competitions have always performed poorly compared to humans.

But all that changed in 2012 when a team from the University of Toronto in Canada entered an algorithm called SuperVision, which swept the floor with the opposition.

Continued…

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