[go: up one dir, main page]
More Web Proxy on the site http://driver.im/ skip to main content
10.1109/ICCV.2015.376guideproceedingsArticle/Chapter ViewAbstractPublication PagesConference Proceedingsacm-pubtype
Article

RGB-W: When Vision Meets Wireless

Published: 07 December 2015 Publication History

Abstract

Inspired by the recent success of RGB-D cameras, we propose the enrichment of RGB data with an additional "quasi-free" modality, namely, the wireless signal (e.g., wifi or Bluetooth) emitted by individuals' cell phones, referred to as RGB-W. The received signal strength acts as a rough proxy for depth and a reliable cue on their identity. Although the measured signals are highly noisy (more than 2m average localization error), we demonstrate that the combination of visual and wireless data significantly improves the localization accuracy. We introduce a novel image-driven representation of wireless data which embeds all received signals onto a single image. We then indicate the ability of this additional data to (i) locate persons within a sparsity-driven framework and to (ii) track individuals with a new confidence measure on the data association problem. Our solution outperforms existing localization methods by a significant margin. It can be applied to the millions of currently installed RGB cameras to better analyze human behavior and offer the next generation of high-accuracy location-based services.

Cited By

View all
  • (2023)Layout Sequence Prediction From Noisy Mobile ModalityProceedings of the 31st ACM International Conference on Multimedia10.1145/3581783.3611936(3965-3974)Online publication date: 26-Oct-2023
  • (2022)RFCamProceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies10.1145/35345886:2(1-29)Online publication date: 7-Jul-2022
  • (2020)Vision Meets Wireless Positioning: Effective Person Re-identification with Recurrent Context PropagationProceedings of the 28th ACM International Conference on Multimedia10.1145/3394171.3413984(1103-1111)Online publication date: 12-Oct-2020
  • Show More Cited By
  1. RGB-W: When Vision Meets Wireless

    Recommendations

    Comments

    Please enable JavaScript to view thecomments powered by Disqus.

    Information & Contributors

    Information

    Published In

    cover image Guide Proceedings
    ICCV '15: Proceedings of the 2015 IEEE International Conference on Computer Vision (ICCV)
    December 2015
    4730 pages
    ISBN:9781467383912

    Publisher

    IEEE Computer Society

    United States

    Publication History

    Published: 07 December 2015

    Qualifiers

    • Article

    Contributors

    Other Metrics

    Bibliometrics & Citations

    Bibliometrics

    Article Metrics

    • Downloads (Last 12 months)0
    • Downloads (Last 6 weeks)0
    Reflects downloads up to 09 Jan 2025

    Other Metrics

    Citations

    Cited By

    View all
    • (2023)Layout Sequence Prediction From Noisy Mobile ModalityProceedings of the 31st ACM International Conference on Multimedia10.1145/3581783.3611936(3965-3974)Online publication date: 26-Oct-2023
    • (2022)RFCamProceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies10.1145/35345886:2(1-29)Online publication date: 7-Jul-2022
    • (2020)Vision Meets Wireless Positioning: Effective Person Re-identification with Recurrent Context PropagationProceedings of the 28th ACM International Conference on Multimedia10.1145/3394171.3413984(1103-1111)Online publication date: 12-Oct-2020
    • (2020)Nowhere to Hide: Cross-modal Identity Leakage between Biometrics and DevicesProceedings of The Web Conference 202010.1145/3366423.3380108(212-223)Online publication date: 20-Apr-2020
    • (2019)Autonomous Learning for Face Recognition in the Wild via Ambient Wireless CuesThe World Wide Web Conference10.1145/3308558.3313398(1175-1186)Online publication date: 13-May-2019
    • (2016)Fusion of wifi and visual signals for person trackingProceedings of the 7th Symposium on Information and Communication Technology10.1145/3011077.3011122(345-351)Online publication date: 8-Dec-2016

    View Options

    View options

    Media

    Figures

    Other

    Tables

    Share

    Share

    Share this Publication link

    Share on social media