Light Commands: Laser-Based Audio Injection Attacks on Voice-Controllable Systems
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Abstract (arXiv)
We propose a new class of signal injection attacks on microphones by physically converting light to sound. We show how an attacker can inject arbitrary audio signals to a target microphone by aiming an amplitude-modulated light at the microphone's aperture. We then proceed to show how this effect leads to a remote voice-command injection attack on voice-controllable systems. Examining various products that use Amazon's Alexa, Apple's Siri, Facebook's Portal, and Google Assistant, we show how to use light to obtain control over these devices at distances up to 110 meters and from two separate buildings. Next, we show that user authentication on these devices is often lacking, allowing the attacker to use light-injected voice commands to unlock the target's smartlock-protected front doors, open garage doors, shop on e-commerce websites at the target's expense, or even unlock and start various vehicles connected to the target's Google account (e.g., Tesla and Ford). Finally, we conclude with possible software and hardware defenses against our attacks.
Key facts. Cited by 16 papers in the map (data through 7 Oct 2026). First posted on arXiv 22 Jun 2020.
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Citing papers per year: 2021: 4; 2022: 3; 2023: 6; 2024: 2; 2025: 1.
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- 2021They See Me Rollin': Inherent Vulnerability of the Rolling Shutter in CMOS Image Sensorscited by 17
- 2022Rolling Colors: Adversarial Laser Exploits against Traffic Light Recognitioncited by 15
- 2024LLM Whisperer: An Inconspicuous Attack to Bias LLM Responsescited by 15
- 2023Adversarial Examples in the Physical World: A Surveycited by 10
- 2025Phantom Menace: Exploring and Enhancing the Robustness of VLA Models Against Physical Sensor Attackscited by 9
- 2021Signal Injection Attacks against CCD Image Sensorscited by 6
- 2023Beyond Boundaries: A Comprehensive Survey of Transferable Attacks on AI Systemscited by 6
- 2023PhantomSound: Black-Box, Query-Efficient Audio Adversarial Attack via Split-Second Phoneme Injectioncited by 5
- 2021SoK: A Modularized Approach to Study the Security of Automatic Speech Recognition Systemscited by 4
- 2024AntibotV: A Multilevel Behaviour-based Framework for Botnets Detection in Vehicular Networkscited by 3
- 2021Robust Sensor Fusion Algorithms Against Voice Command Attacks in Autonomous Vehiclescited by 1
- 2022Attacks as Defenses: Designing Robust Audio CAPTCHAs Using Attacks on Automatic Speech Recognition Systemscited by 1
4 more
- 2023Trustworthy Sensor Fusion against Inaudible Command Attacks in Advanced Driver-Assistance Systemcited by 1
- 2023Group-based Robustness: A General Framework for Customized Robustness in the Real Worldcited by 1
- 2022SkillFence: A Systems Approach to Practically Mitigating Voice-Based Confusion Attackscited by 0
- 2023Side Auth: Synthesizing Virtual Sensors for Authenticationcited by 0
- 2025Phantom Menace: Exploring and Enhancing the Robustness of VLA Models Against Physical Sensor Attacks13 Nov 2025
- 2024AntibotV: A Multilevel Behaviour-based Framework for Botnets Detection in Vehicular Networks3 Jul 2024
- 2024LLM Whisperer: An Inconspicuous Attack to Bias LLM Responses7 Jun 2024
- 2023Beyond Boundaries: A Comprehensive Survey of Transferable Attacks on AI Systems20 Nov 2023
- 2023Adversarial Examples in the Physical World: A Survey1 Nov 2023
- 2023PhantomSound: Black-Box, Query-Efficient Audio Adversarial Attack via Split-Second Phoneme Injection13 Sep 2023
- 2023Group-based Robustness: A General Framework for Customized Robustness in the Real World29 Jun 2023
- 2023Trustworthy Sensor Fusion against Inaudible Command Attacks in Advanced Driver-Assistance System30 May 2023
- 2023Side Auth: Synthesizing Virtual Sensors for Authentication27 Jan 2023
- 2022SkillFence: A Systems Approach to Practically Mitigating Voice-Based Confusion Attacks16 Dec 2022
- 2022Rolling Colors: Adversarial Laser Exploits against Traffic Light Recognition6 Apr 2022
- 2022Attacks as Defenses: Designing Robust Audio CAPTCHAs Using Attacks on Automatic Speech Recognition Systems10 Mar 2022
4 more
- 2021Signal Injection Attacks against CCD Image Sensors19 Aug 2021
- 2021Robust Sensor Fusion Algorithms Against Voice Command Attacks in Autonomous Vehicles20 Apr 2021
- 2021SoK: A Modularized Approach to Study the Security of Automatic Speech Recognition Systems19 Mar 2021
- 2021They See Me Rollin': Inherent Vulnerability of the Rolling Shutter in CMOS Image Sensors25 Jan 2021
- 2021They See Me Rollin': Inherent Vulnerability of the Rolling Shutter in CMOS Image Sensorscited by 17
- 2022Rolling Colors: Adversarial Laser Exploits against Traffic Light Recognitioncited by 15
- 2024LLM Whisperer: An Inconspicuous Attack to Bias LLM Responsescited by 15
- 2023Adversarial Examples in the Physical World: A Surveycited by 10
- 2021Signal Injection Attacks against CCD Image Sensorscited by 6
- 2023PhantomSound: Black-Box, Query-Efficient Audio Adversarial Attack via Split-Second Phoneme Injectioncited by 5
- 2021SoK: A Modularized Approach to Study the Security of Automatic Speech Recognition Systemscited by 4
- 2024AntibotV: A Multilevel Behaviour-based Framework for Botnets Detection in Vehicular Networkscited by 3
- 2021Robust Sensor Fusion Algorithms Against Voice Command Attacks in Autonomous Vehiclescited by 1
- 2022Attacks as Defenses: Designing Robust Audio CAPTCHAs Using Attacks on Automatic Speech Recognition Systemscited by 1
- 2023Trustworthy Sensor Fusion against Inaudible Command Attacks in Advanced Driver-Assistance Systemcited by 1
- 2023Group-based Robustness: A General Framework for Customized Robustness in the Real Worldcited by 1
12 most cited of 14 All 14 (JSON)
- 2024AntibotV: A Multilevel Behaviour-based Framework for Botnets Detection in Vehicular Networks3 Jul 2024
- 2024LLM Whisperer: An Inconspicuous Attack to Bias LLM Responses7 Jun 2024
- 2023Adversarial Examples in the Physical World: A Survey1 Nov 2023
- 2023PhantomSound: Black-Box, Query-Efficient Audio Adversarial Attack via Split-Second Phoneme Injection13 Sep 2023
- 2023Group-based Robustness: A General Framework for Customized Robustness in the Real World29 Jun 2023
- 2023Trustworthy Sensor Fusion against Inaudible Command Attacks in Advanced Driver-Assistance System30 May 2023
- 2023Side Auth: Synthesizing Virtual Sensors for Authentication27 Jan 2023
- 2022SkillFence: A Systems Approach to Practically Mitigating Voice-Based Confusion Attacks16 Dec 2022
- 2022Rolling Colors: Adversarial Laser Exploits against Traffic Light Recognition6 Apr 2022
- 2022Attacks as Defenses: Designing Robust Audio CAPTCHAs Using Attacks on Automatic Speech Recognition Systems10 Mar 2022
- 2021Signal Injection Attacks against CCD Image Sensors19 Aug 2021
- 2021Robust Sensor Fusion Algorithms Against Voice Command Attacks in Autonomous Vehicles20 Apr 2021
12 newest of 14 All 14 (JSON)