Adversarial Machine Learning in Computer Vision


Noise Is Inside Me! Generating Adversarial Perturbations With Noise Derived From Natural Filters
Akshay Agarwal,
Mayank Vatsa,
Richa Singh,
Nalini K. Ratha
[pdf]
[bibtex]
@InProceedings{Agarwal_2020_CVPR_Workshops,
author = {Agarwal, Akshay and Vatsa, Mayank and Singh, Richa and Ratha, Nalini K.},
title = {Noise Is Inside Me! Generating Adversarial Perturbations With Noise Derived From Natural Filters},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Learning Ordered Top-k Adversarial Attacks via Adversarial Distillation
Zekun Zhang,
Tianfu Wu
[pdf]
[bibtex]
@InProceedings{Zhang_2020_CVPR_Workshops,
author = {Zhang, Zekun and Wu, Tianfu},
title = {Learning Ordered Top-k Adversarial Attacks via Adversarial Distillation},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Adversarial Fooling Beyond "Flipping the Label"
Konda Reddy Mopuri,
Vaisakh Shaj,
R. Venkatesh Babu
[pdf]
[bibtex]
@InProceedings{Mopuri_2020_CVPR_Workshops,
author = {Mopuri, Konda Reddy and Shaj, Vaisakh and Babu, R. Venkatesh},
title = {Adversarial Fooling Beyond "Flipping the Label"},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Improving the Affordability of Robustness Training for DNNs
Sidharth Gupta,
Parijat Dube,
Ashish Verma
[pdf] [supp]
[bibtex]
@InProceedings{Gupta_2020_CVPR_Workshops,
author = {Gupta, Sidharth and Dube, Parijat and Verma, Ashish},
title = {Improving the Affordability of Robustness Training for DNNs},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

A Cyclically-Trained Adversarial Network for Invariant Representation Learning
Jiawei Chen,
Janusz Konrad,
Prakash Ishwar
[pdf] [supp]
[bibtex]
@InProceedings{Chen_2020_CVPR_Workshops,
author = {Chen, Jiawei and Konrad, Janusz and Ishwar, Prakash},
title = {A Cyclically-Trained Adversarial Network for Invariant Representation Learning},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Role of Spatial Context in Adversarial Robustness for Object Detection
Aniruddha Saha,
Akshayvarun Subramanya,
Koninika Patil,
Hamed Pirsiavash
[pdf] [supp]
[bibtex]
@InProceedings{Saha_2020_CVPR_Workshops,
author = {Saha, Aniruddha and Subramanya, Akshayvarun and Patil, Koninika and Pirsiavash, Hamed},
title = {Role of Spatial Context in Adversarial Robustness for Object Detection},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Extensions and Limitations of Randomized Smoothing for Robustness Guarantees
Jamie Hayes
[pdf] [supp]
[bibtex]
@InProceedings{Hayes_2020_CVPR_Workshops,
author = {Hayes, Jamie},
title = {Extensions and Limitations of Randomized Smoothing for Robustness Guarantees},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Systematic Evaluation of Backdoor Data Poisoning Attacks on Image Classifiers
Loc Truong,
Chace Jones,
Brian Hutchinson,
Andrew August,
Brenda Praggastis,
Robert Jasper,
Nicole Nichols,
Aaron Tuor
[pdf]
[bibtex]
@InProceedings{Truong_2020_CVPR_Workshops,
author = {Truong, Loc and Jones, Chace and Hutchinson, Brian and August, Andrew and Praggastis, Brenda and Jasper, Robert and Nichols, Nicole and Tuor, Aaron},
title = {Systematic Evaluation of Backdoor Data Poisoning Attacks on Image Classifiers},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Probing for Artifacts: Detecting Imagenet Model Evasions
Jeremiah Rounds,
Addie Kingsland,
Michael J. Henry,
Kayla R. Duskin
[pdf] [supp]
[bibtex]
@InProceedings{Rounds_2020_CVPR_Workshops,
author = {Rounds, Jeremiah and Kingsland, Addie and Henry, Michael J. and Duskin, Kayla R.},
title = {Probing for Artifacts: Detecting Imagenet Model Evasions},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Robust Assessment of Real-World Adversarial Examples
Brett Jefferson,
Carlos Ortiz Marrero
[pdf]
[bibtex]
@InProceedings{Jefferson_2020_CVPR_Workshops,
author = {Jefferson, Brett and Marrero, Carlos Ortiz},
title = {Robust Assessment of Real-World Adversarial Examples},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Vulnerability of Person Re-Identification Models to Metric Adversarial Attacks
Quentin Bouniot,
Romaric Audigier,
Angelique Loesch
[pdf]
[bibtex]
@InProceedings{Bouniot_2020_CVPR_Workshops,
author = {Bouniot, Quentin and Audigier, Romaric and Loesch, Angelique},
title = {Vulnerability of Person Re-Identification Models to Metric Adversarial Attacks},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Live Trojan Attacks on Deep Neural Networks
Robby Costales,
Chengzhi Mao,
Raphael Norwitz,
Bryan Kim,
Junfeng Yang
[pdf]
[bibtex]
@InProceedings{Costales_2020_CVPR_Workshops,
author = {Costales, Robby and Mao, Chengzhi and Norwitz, Raphael and Kim, Bryan and Yang, Junfeng},
title = {Live Trojan Attacks on Deep Neural Networks},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}