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A Holistic Visual Place Recognition Approach using Lightweight CNNs for Severe ViewPoint and Appearance Changes

2019-05-25
Ahmad Khaliq, Shoaib Ehsan, Zetao Chen, Michael Milford, Klaus McDonald-Maier

Abstract

This paper presents a lightweight visual place recognition approach, capable of achieving high performance with low computational cost, and feasible for mobile robotics under severe viewpoint and appearance changes. Results on several benchmark datasets confirm an average boost of 10% in accuracy, and 5% average speedup relative to state-of-the-art methods.

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URL

http://arxiv.org/abs/1811.03032

PDF

http://arxiv.org/pdf/1811.03032


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