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Focusing Human Attention on the "Right" Visual Data

Focusing Human Attention on the "Right" Visual Data

This video was recorded at IEEE International Conference on Multimedia & Expo (ICME), Melbourne 2012. Widespread visual sensors and unprecedented connectivity have left us awash with visual data‐‐‐from online photo collections, home videos, news footage, medical images, or surveillance feeds. Which images and videos among them warrant human attention? This talk focuses on two problem settings in which this question is critical: supervised learning of object categories, and unsupervised video summarization. In the first setting, the challenge is to sift through candidate training images and select those that, if labeled by a human, would be most informative to the recognition system. In the second, the challenge is to sift through a long‐running video and select only the essential parts... Show More
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