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Watching TV with the Second-Party: A First Look at Automatic Content Recognition Tracking in Smart TVs

Published: 04 November 2024 Publication History

Abstract

Smart TVs implement a unique tracking approach called Automatic Content Recognition (ACR) to profile viewing activity of their users. ACR is a Shazam-like technology that works by periodically capturing the content displayed on a TV's screen and matching it against a content library to detect what content is being displayed at any given point in time. While prior research has investigated third-party tracking in the smart TV ecosystem, it has not looked into second-party ACR tracking that is directly conducted by the smart TV platform. In this work, we conduct a black-box audit of ACR network traffic between ACR clients on the smart TV and ACR servers. We use our auditing approach to systematically investigate whether (1) ACR tracking is agnostic to how a user watches TV (e.g., linear vs. streaming vs. HDMI), (2) privacy controls offered by smart TVs have an impact on ACR tracking, and (3) there are any differences in ACR tracking between the UK and the US. We perform a series of experiments on two major smart TV platforms: Samsung and LG. Our results show that ACR works even when the smart TV is used as a ''dumb'' external display, opting-out stops network traffic to ACR servers, and there are differences in how ACR works across the UK and the US.

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cover image ACM Conferences
IMC '24: Proceedings of the 2024 ACM on Internet Measurement Conference
November 2024
812 pages
ISBN:9798400705922
DOI:10.1145/3646547
This work is licensed under a Creative Commons Attribution International 4.0 License.

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Published: 04 November 2024

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Author Tags

  1. acr
  2. advertising
  3. fingerprinting
  4. privacy
  5. smart tv
  6. tracking

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IMC '24
IMC '24: ACM Internet Measurement Conference
November 4 - 6, 2024
Madrid, Spain

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