Can You Trust What You See? Alpha Channel No-Box Attacks on Video Object Detection

Ariana Yi; Ce Zhou; Liyang Xiao; Qiben Yan

doi:10.1007/978-3-032-33701-6_9

Can You Trust What You See? Alpha Channel No-Box Attacks on Video Object Detection

Ariana Yi
, Ce Zhou
, Liyang Xiao
, Qiben Yan

Missouri University of Science and Technology

Mission San Jose High School
Michigan State University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Security and Privacy in Cyber-Physical Systems and Smart Vehicles - 3rd EAI International Conference, SmartSP 2025, Proceedings
Editors	Long Cheng, Fatima Anwar
Publisher	Springer Science and Business Media Deutschland GmbH
Pages	143-161
Number of pages	19
ISBN (Print)	9783032337009
DOIs	https://doi.org/10.1007/978-3-032-33701-6_9
State	Published - 2027
Event	3rd EAI International Conference on Security and Privacy in Cyber-Physical Systems and Smart Vehicles, SmartSP 2025 - Salt Lake City, United States Duration: Dec 1 2025 → Dec 2 2025

Publication series

Name	Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST
Volume	699 LNICST
ISSN (Print)	1867-8211
ISSN (Electronic)	1867-822X

Conference

Conference	3rd EAI International Conference on Security and Privacy in Cyber-Physical Systems and Smart Vehicles, SmartSP 2025
Country/Territory	United States
City	Salt Lake City
Period	12/1/25 → 12/2/25

ASJC Scopus Subject Areas

Computer Networks and Communications

Keywords

LLM security
No-box attack
Object detection
Video attack

Access to Document

10.1007/978-3-032-33701-6_9

Cite this

Yi, A., Zhou, C., Xiao, L., & Yan, Q. (2027). Can You Trust What You See? Alpha Channel No-Box Attacks on Video Object Detection. In L. Cheng, & F. Anwar (Eds.), Security and Privacy in Cyber-Physical Systems and Smart Vehicles - 3rd EAI International Conference, SmartSP 2025, Proceedings (pp. 143-161). (Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST; Vol. 699 LNICST). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-032-33701-6_9

Can You Trust What You See? Alpha Channel No-Box Attacks on Video Object Detection. / Yi, Ariana; Zhou, Ce; Xiao, Liyang et al.
Security and Privacy in Cyber-Physical Systems and Smart Vehicles - 3rd EAI International Conference, SmartSP 2025, Proceedings. ed. / Long Cheng; Fatima Anwar. Springer Science and Business Media Deutschland GmbH, 2027. p. 143-161 (Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST; Vol. 699 LNICST).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Yi, A, Zhou, C, Xiao, L & Yan, Q 2027, Can You Trust What You See? Alpha Channel No-Box Attacks on Video Object Detection. in L Cheng & F Anwar (eds), Security and Privacy in Cyber-Physical Systems and Smart Vehicles - 3rd EAI International Conference, SmartSP 2025, Proceedings. Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST, vol. 699 LNICST, Springer Science and Business Media Deutschland GmbH, pp. 143-161, 3rd EAI International Conference on Security and Privacy in Cyber-Physical Systems and Smart Vehicles, SmartSP 2025, Salt Lake City, United States, 12/1/25. https://doi.org/10.1007/978-3-032-33701-6_9

Yi A, Zhou C, Xiao L, Yan Q. Can You Trust What You See? Alpha Channel No-Box Attacks on Video Object Detection. In Cheng L, Anwar F, editors, Security and Privacy in Cyber-Physical Systems and Smart Vehicles - 3rd EAI International Conference, SmartSP 2025, Proceedings. Springer Science and Business Media Deutschland GmbH. 2027. p. 143-161. (Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST). doi: 10.1007/978-3-032-33701-6_9

Yi, Ariana ; Zhou, Ce ; Xiao, Liyang et al. / Can You Trust What You See? Alpha Channel No-Box Attacks on Video Object Detection. Security and Privacy in Cyber-Physical Systems and Smart Vehicles - 3rd EAI International Conference, SmartSP 2025, Proceedings. editor / Long Cheng ; Fatima Anwar. Springer Science and Business Media Deutschland GmbH, 2027. pp. 143-161 (Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST).

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Can You Trust What You See? Alpha Channel No-Box Attacks on Video Object Detection

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ASJC Scopus Subject Areas

Keywords

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