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Adversarial Robustness Comparison of Vision Transformer and MLP-Mixer to CNNs


Oct 11, 2021
Philipp Benz, Soomin Ham, Chaoning Zhang, Adil Karjauv, In So Kweon

* Code: https://github.com/phibenz/robustness_comparison_vit_mlp-mixer_cnn 

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Universal Adversarial Training with Class-Wise Perturbations


Apr 07, 2021
Philipp Benz, Chaoning Zhang, Adil Karjauv, In So Kweon

* Accepted to ICME 2021 

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A Brief Survey on Deep Learning Based Data Hiding, Steganography and Watermarking


Mar 02, 2021
Chaoning Zhang, Chenguo Lin, Philipp Benz, Kejiang Chen, Weiming Zhang, In So Kweon


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A Survey On Universal Adversarial Attack


Mar 02, 2021
Chaoning Zhang, Philipp Benz, Chenguo Lin, Adil Karjauv, Jing Wu, In So Kweon


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Universal Adversarial Perturbations Through the Lens of Deep Steganography: Towards A Fourier Perspective


Feb 12, 2021
Chaoning Zhang, Philipp Benz, Adil Karjauv, In So Kweon

* Accepted to AAAI 2021 

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Towards Robust Data Hiding Against (JPEG) Compression: A Pseudo-Differentiable Deep Learning Approach


Dec 30, 2020
Chaoning Zhang, Adil Karjauv, Philipp Benz, In So Kweon


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Robustness May Be at Odds with Fairness: An Empirical Study on Class-wise Accuracy


Oct 26, 2020
Philipp Benz, Chaoning Zhang, Adil Karjauv, In So Kweon


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ResNet or DenseNet? Introducing Dense Shortcuts to ResNet


Oct 23, 2020
Chaoning Zhang, Philipp Benz, Dawit Mureja Argaw, Seokju Lee, Junsik Kim, Francois Rameau, Jean-Charles Bazin, In So Kweon

* Accepted to WACV2021 first round 

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Revisiting Batch Normalization for Improving Corruption Robustness


Oct 07, 2020
Philipp Benz, Chaoning Zhang, Adil Karjauv, In So Kweon


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Batch Normalization Increases Adversarial Vulnerability: Disentangling Usefulness and Robustness of Model Features


Oct 07, 2020
Philipp Benz, Chaoning Zhang, In So Kweon


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CD-UAP: Class Discriminative Universal Adversarial Perturbation


Oct 07, 2020
Chaoning Zhang, Philipp Benz, Tooba Imtiaz, In So Kweon


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Double Targeted Universal Adversarial Perturbations


Oct 07, 2020
Philipp Benz, Chaoning Zhang, Tooba Imtiaz, In So Kweon

* Accepted at ACCV 2020 

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Data from Model: Extracting Data from Non-robust and Robust Models


Jul 13, 2020
Philipp Benz, Chaoning Zhang, Tooba Imtiaz, In-So Kweon

* Accepted at the CVPR 2020 Workshop on Adversarial Machine Learning in Computer Vision 

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Understanding Adversarial Examples from the Mutual Influence of Images and Perturbations


Jul 13, 2020
Chaoning Zhang, Philipp Benz, Tooba Imtiaz, In-So Kweon

* Accepted at CVPR 2020 

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Fast Perception, Planning, and Execution for a Robotic Butler: Wheeled Humanoid M-Hubo


Jan 02, 2020
Moonyoung Lee, Yujin Heo, Jinyong Park, Hyun-Dae Yang Ho-Deok Jang, Philipp Benz, Hyunsub Park, In So Kweon, Jun-Ho Oh

* IEEE Int. Conf. on Intelligent Robots and Systems (IROS), 2019 

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Propose-and-Attend Single Shot Detector


Jul 30, 2019
Ho-Deok Jang, Sanghyun Woo, Philipp Benz, Jinsun Park, In So Kweon

* 8 pages, 2 figures, 7 tables 

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