Attention deficit is ordered! Fooling deformable vision transformers with collaborative adversarial patches

Quazi  Mishkatul Alam; Bilel Tarchoun; Ihsen  Alouani; Nael  Abu-Ghazaleh

Attention deficit is ordered! Fooling deformable vision transformers with collaborative adversarial patches

Quazi Mishkatul Alam, Bilel Tarchoun, Ihsen Alouani, Nael Abu-Ghazaleh

School of Electronics, Electrical Engineering and Computer Science

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

Original language	English
Title of host publication	IEEE/CVF Winter Conference on Applications of Computer Vision 2025: Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
Publication status	Accepted - 08 Jan 2025
Event	IEEE/CVF Winter Conference on Applications of Computer Vision 2025 - Tucson, United States Duration: 28 Feb 2025 → 04 Mar 2025 https://wacv2025.thecvf.com/

Publication series

Name	IEEE/CVF Winter Conference on Applications of Computer Vision: Proceedings
ISSN (Print)	2472-6737
ISSN (Electronic)	2642-9381

Conference

Conference	IEEE/CVF Winter Conference on Applications of Computer Vision 2025
Abbreviated title	IEEE/CVF WACV 2025
Country/Territory	United States
City	Tucson
Period	28/02/2025 → 04/03/2025
Internet address	https://wacv2025.thecvf.com/

Keywords

Attention deficit
deformable vision transformers
collaborative adversarial patches

Embargoed Document

Attention deficit is ordered! Fooling deformable vision transformers with collaborative adversarial patches
Accepted author manuscript, 9.33 MB
Licence: CC BY
Embargo ends: 25/05/2025

Cite this

Mishkatul Alam, Q., Tarchoun, B., Alouani, I., & Abu-Ghazaleh, N. (Accepted/In press). Attention deficit is ordered! Fooling deformable vision transformers with collaborative adversarial patches. In IEEE/CVF Winter Conference on Applications of Computer Vision 2025: Proceedings (IEEE/CVF Winter Conference on Applications of Computer Vision: Proceedings). Institute of Electrical and Electronics Engineers Inc..

Mishkatul Alam, Quazi ; Tarchoun, Bilel ; Alouani, Ihsen et al. / Attention deficit is ordered! Fooling deformable vision transformers with collaborative adversarial patches. IEEE/CVF Winter Conference on Applications of Computer Vision 2025: Proceedings. Institute of Electrical and Electronics Engineers Inc., 2025. (IEEE/CVF Winter Conference on Applications of Computer Vision: Proceedings).

@inproceedings{110555248829468088fd9ccd3fb015d4,

title = "Attention deficit is ordered! Fooling deformable vision transformers with collaborative adversarial patches",

keywords = "Attention deficit, deformable vision transformers, collaborative adversarial patches",

author = "{Mishkatul Alam}, Quazi and Bilel Tarchoun and Ihsen Alouani and Nael Abu-Ghazaleh",

year = "2025",

month = jan,

day = "8",

language = "English",

series = "IEEE/CVF Winter Conference on Applications of Computer Vision: Proceedings",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "IEEE/CVF Winter Conference on Applications of Computer Vision 2025: Proceedings",

address = "United States",

note = "<br/>IEEE/CVF Winter Conference on Applications of Computer Vision 2025<br/>, IEEE/CVF WACV 2025 ; Conference date: 28-02-2025 Through 04-03-2025",

url = "https://wacv2025.thecvf.com/",

}

Mishkatul Alam, Q, Tarchoun, B, Alouani, I & Abu-Ghazaleh, N 2025, Attention deficit is ordered! Fooling deformable vision transformers with collaborative adversarial patches. in IEEE/CVF Winter Conference on Applications of Computer Vision 2025: Proceedings. IEEE/CVF Winter Conference on Applications of Computer Vision: Proceedings, Institute of Electrical and Electronics Engineers Inc.,
IEEE/CVF Winter Conference on Applications of Computer Vision 2025
, Tucson, Arizona, United States, 28/02/2025.

Attention deficit is ordered! Fooling deformable vision transformers with collaborative adversarial patches. / Mishkatul Alam, Quazi ; Tarchoun, Bilel; Alouani, Ihsen et al.
IEEE/CVF Winter Conference on Applications of Computer Vision 2025: Proceedings. Institute of Electrical and Electronics Engineers Inc., 2025. (IEEE/CVF Winter Conference on Applications of Computer Vision: Proceedings).

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

TY - GEN

T1 - Attention deficit is ordered! Fooling deformable vision transformers with collaborative adversarial patches

AU - Mishkatul Alam, Quazi

AU - Tarchoun, Bilel

AU - Alouani, Ihsen

AU - Abu-Ghazaleh, Nael

PY - 2025/1/8

Y1 - 2025/1/8

KW - Attention deficit

KW - deformable vision transformers

KW - collaborative adversarial patches

M3 - Conference contribution

T3 - IEEE/CVF Winter Conference on Applications of Computer Vision: Proceedings

BT - IEEE/CVF Winter Conference on Applications of Computer Vision 2025: Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - <br/>IEEE/CVF Winter Conference on Applications of Computer Vision 2025<br/>

Y2 - 28 February 2025 through 4 March 2025

ER -

Mishkatul Alam Q, Tarchoun B, Alouani I, Abu-Ghazaleh N. Attention deficit is ordered! Fooling deformable vision transformers with collaborative adversarial patches. In IEEE/CVF Winter Conference on Applications of Computer Vision 2025: Proceedings. Institute of Electrical and Electronics Engineers Inc. 2025. (IEEE/CVF Winter Conference on Applications of Computer Vision: Proceedings).