Online Navigation Summaries. Girdhar, Y. & Dudek, G. In IEEE International Conference on Robotics and Automation (ICRA), pages 5035-5040, 5, 2010.
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Our objective is to find a small set of images that summarize a robot's visual experience along a path. We present a novel on-line algorithm for this task. This algorithm is based on a new extension to the classical Secretaries Problem. We also present an extension to the idea of Bayesian Surprise, which we then use to measure the fitness of an image as a summary image.

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