Stealthy Location Tracking with Ninja Codes

In this paper we describe Ninja Codes, neurally-generated fiducial markers that blend naturally into real-world environments.Taking inspiration from recent advances in deep steganography, we train a neural network that transforms arbitrary images into functional fiducial markers (Ninja Codes) with minimal visual changes.Ninja Codes can be pasted onto various surfaces, to provide location tracking capability for applications such as augmented reality, robotics, etc. Ninja Codes can be printed using common color printers on regular paper, and can be detected by any hardware equipped with a standard RGB camera and capable of running inference. CCS Concepts Human-

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Publication Details

Published
2024-11-19
DOI
https://doi.org/10.1145/3681755.3688953
Primary Topic
Indoor and Outdoor Localization Technologies
Type
article
Field-Weighted Citation Impact
0.00
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article

Stealthy Location Tracking with Ninja Codes

Yuichiro Takeuchi, Shunya Kato, Yusuke Imoto
Indoor and Outdoor Localization Technologies
article

Stealthy Location Tracking with Ninja Codes

Yuichiro Takeuchi, Shunya Kato, Yusuke Imoto
article en

Abstract

In this paper we describe Ninja Codes, neurally-generated fiducial markers that blend naturally into real-world environments.Taking inspiration from recent advances in deep steganography, we train a neural network that transforms arbitrary images into functional fiducial markers (Ninja Codes) with minimal visual changes.Ninja Codes can be pasted onto various surfaces, to provide location tracking capability for applications such as augmented reality, robotics, etc. Ninja Codes can be printed using common color printers on regular paper, and can be detected by any hardware equipped with a standard RGB camera and capable of running inference. CCS Concepts Human-

Kyoto University (JP), Sony Computer Science Laboratories (JP), The University of Osaka (JP)
Openalex Percentile: Top 82%
Indoor and Outdoor Localization Technologies
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