Using Deep Autoencoders to Investigate Image Matching in Visual Navigation

作者: Christopher Walker , Paul Graham , Andrew Philippides

DOI: 10.1007/978-3-319-63537-8_39

关键词: Task (computing)Bearing (navigation)CompassComputer visionVisual navigationArtificial intelligenceImage matchingImage (mathematics)Computer scienceRepresentation (mathematics)Autoencoder

摘要: This paper discusses the use of deep auto encoder networks to find a compressed representation an image, which can be used for visual navigation. Images reconstructed from are tested see if they retain enough information as compass (in image is matched with another recall bearing/movement direction) this ability at heart route navigation algorithm. We show that both images and representations different layers in way, suggesting compact code sufficient hold promise finding optimal encodings task.

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