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] [video]

[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}
}