ICCV 2023 Open Access Repository

Workshop on Adversarial Robustness in the Real World

Black-Box Attacks on Image Activity Prediction and its Natural Language Explanations: Alina Elena Baia,

Valentina Poggioni,

Andrea Cavallaro; [pdf]
[bibtex]
@InProceedings{Baia_2023_ICCV, author = {Baia, Alina Elena and Poggioni, Valentina and Cavallaro, Andrea}, title = {Black-Box Attacks on Image Activity Prediction and its Natural Language Explanations}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {3686-3695} }
On the Unreasonable Vulnerability of Transformers for Image Restoration - and an easy fix: Shashank Agnihotri,

Kanchana Vaishnavi Gandikota,

Julia Grabinski,

Paramanand Chandramouli,

Margret Keuper; [pdf] [supp]
[bibtex]
@InProceedings{Agnihotri_2023_ICCV, author = {Agnihotri, Shashank and Gandikota, Kanchana Vaishnavi and Grabinski, Julia and Chandramouli, Paramanand and Keuper, Margret}, title = {On the Unreasonable Vulnerability of Transformers for Image Restoration - and an easy fix}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {3707-3717} }
Defense-Prefix for Preventing Typographic Attacks on CLIP: Hiroki Azuma,

Yusuke Matsui; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Azuma_2023_ICCV, author = {Azuma, Hiroki and Matsui, Yusuke}, title = {Defense-Prefix for Preventing Typographic Attacks on CLIP}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {3644-3653} }
Adversarial Examples with Specular Highlights: Vanshika Vats,

Koteswar Rao Jerripothula; [pdf] [supp]
[bibtex]
@InProceedings{Vats_2023_ICCV, author = {Vats, Vanshika and Jerripothula, Koteswar Rao}, title = {Adversarial Examples with Specular Highlights}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {3602-3611} }
PRAT: PRofiling Adversarial a Ttacks: Rahul Ambati,

Naveed Akhtar,

Ajmal Mian,

Yogesh S Rawat; [pdf] [supp]
[bibtex]
@InProceedings{Ambati_2023_ICCV, author = {Ambati, Rahul and Akhtar, Naveed and Mian, Ajmal and Rawat, Yogesh S}, title = {PRAT: PRofiling Adversarial a Ttacks}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {3667-3676} }
Fair Robust Active Learning by Joint Inconsistency: Tsung-Han Wu,

Hung-Ting Su,

Shang-Tse Chen,

Winston H. Hsu; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Wu_2023_ICCV, author = {Wu, Tsung-Han and Su, Hung-Ting and Chen, Shang-Tse and Hsu, Winston H.}, title = {Fair Robust Active Learning by Joint Inconsistency}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {3622-3631} }
OMG-ATTACK: Self-Supervised On-Manifold Generation of Transferable Evasion Attacks: Ofir Bar Tal,

Adi Haviv,

Amit H. Bermano; [pdf] [supp]
[bibtex]
@InProceedings{Bar_Tal_2023_ICCV, author = {Bar Tal, Ofir and Haviv, Adi and Bermano, Amit H.}, title = {OMG-ATTACK: Self-Supervised On-Manifold Generation of Transferable Evasion Attacks}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {3696-3706} }
Semantically Enhanced Scene Captions with Physical and Weather Condition Changes: Hidetomo Sakaino; [pdf]
[bibtex]
@InProceedings{Sakaino_2023_ICCV, author = {Sakaino, Hidetomo}, title = {Semantically Enhanced Scene Captions with Physical and Weather Condition Changes}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {3654-3666} }
Classification Robustness to Common Optical Aberrations: Patrick Müller,

Alexander Braun,

Margret Keuper; [pdf] [supp]
[bibtex]
@InProceedings{Muller_2023_ICCV, author = {M\"uller, Patrick and Braun, Alexander and Keuper, Margret}, title = {Classification Robustness to Common Optical Aberrations}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {3632-3643} }
Targeted Adversarial Attacks on Generalizable Neural Radiance Fields: András Horváth,

Csaba M. Józsa; [pdf]
[bibtex]
@InProceedings{Horvath_2023_ICCV, author = {Horv\'ath, Andr\'as and J\'ozsa, Csaba M.}, title = {Targeted Adversarial Attacks on Generalizable Neural Radiance Fields}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {3718-3727} }
On the Adversarial Robustness of Multi-Modal Foundation Models: Christian Schlarmann,

Matthias Hein; [pdf] [arXiv]
[bibtex]
@InProceedings{Schlarmann_2023_ICCV, author = {Schlarmann, Christian and Hein, Matthias}, title = {On the Adversarial Robustness of Multi-Modal Foundation Models}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {3677-3685} }
IPCert: Provably Robust Intellectual Property Protection for Machine Learning: Zhengyuan Jiang,

Minghong Fang,

Neil Zhenqiang Gong; [pdf] [supp]
[bibtex]
@InProceedings{Jiang_2023_ICCV, author = {Jiang, Zhengyuan and Fang, Minghong and Gong, Neil Zhenqiang}, title = {IPCert: Provably Robust Intellectual Property Protection for Machine Learning}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2023}, pages = {3612-3621} }