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Papers

Memorable Maps: A Framework for Re-defining Places in Visual Place Recognition

2018-11-08 · Mubariz Zaffar, Shoaib Ehsan, Michael Milford, Klaus Mcdonald Maier

This paper presents a cognition-inspired agnostic framework for building a map for Visual Place Recognition. This framework draws inspiration from human-memorability, utilizes the traditional image entropy concept and computes the static content in an image; thereby presenting a tri-folded criterion to assess the 'memorability' of an image for visual place recognition. A dataset namely 'ESSEX3IN1' is created, composed of highly confusing images from indoor, outdoor and natural scenes for analysis. When used in conjunction with state-of-the-art visual place recognition methods, the proposed framework provides significant performance boost to these techniques, as evidenced by results on ESSEX3IN1 and other public datasets.

📄 PDF Abstract BibTeX arXiv:1811.03529

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Tasks

Visual Place Recognition

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