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        AUTHOR = "Hasnat, A. and Shvai, N. and Nakib, A.",
        TITLE = "CNN Classifier's Robustness Enhancement when Preserving Privacy",
        BOOKTITLE = ICIP21,
        YEAR = "2021",
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        AUTHOR = "Liu, L.Q. and Duan, Z.Y. and Xu, G.Z. and Xu, Y.",
        TITLE = "Self-Supervised Disentangled Embedding for Robust Image
Classification",
        BOOKTITLE = ICIP21,
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@inproceedings{bb145702,
        AUTHOR = "Maho, T. and Bonnet, B. and Furony, T. and Le Merrer, E.",
        TITLE = "RoBIC: A Benchmark Suite for Assessing Classifiers Robustness",
        BOOKTITLE = ICIP21,
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@inproceedings{bb145703,
        AUTHOR = "Wang, Y.P. and Xie, L. and Liu, X.M. and Yin, J.L. and Zheng, T.J.",
        TITLE = "Model-Agnostic Adversarial Example Detection Through Logit
Distribution Learning",
        BOOKTITLE = ICIP21,
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@inproceedings{bb145704,
        AUTHOR = "Co, K.T. and Munoz Gonzalez, L. and Kanthan, L. and Glocker, B. and Lupu, E.C.",
        TITLE = "Universal Adversarial Robustness of Texture and Shape-Biased Models",
        BOOKTITLE = ICIP21,
        YEAR = "2021",
        PAGES = "799-803",
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@inproceedings{bb145705,
        AUTHOR = "Agarwal, A. and Vatsa, M. and Singh, R. and Ratha, N.",
        TITLE = "Intelligent and Adaptive Mixup Technique for Adversarial Robustness",
        BOOKTITLE = ICIP21,
        YEAR = "2021",
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@inproceedings{bb145706,
        AUTHOR = "Chai, W.H. and Lu, Y.T. and Velipasalar, S.",
        TITLE = "Weighted Average Precision: Adversarial Example Detection for Visual
Perception of Autonomous Vehicles",
        BOOKTITLE = ICIP21,
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@inproceedings{bb145707,
        AUTHOR = "Kung, B.H. and Chen, P.C. and Liu, Y.C. and Chen, J.C.",
        TITLE = "Squeeze and Reconstruct: Improved Practical Adversarial Defense Using
Paired Image Compression and Reconstruction",
        BOOKTITLE = ICIP21,
        YEAR = "2021",
        PAGES = "849-853",
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@inproceedings{bb145708,
        AUTHOR = "Li, C.Y. and Sanchez Matilla, R. and Shamsabadi, A.S. and Mazzon, R. and Cavallaro, A.",
        TITLE = "On the Reversibility of Adversarial Attacks",
        BOOKTITLE = ICIP21,
        YEAR = "2021",
        PAGES = "3073-3077",
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@inproceedings{bb145709,
        AUTHOR = "Bakiskan, C. and Cekic, M. and Sezer, A.D. and Madhow, U.",
        TITLE = "A Neuro-Inspired Autoencoding Defense Against Adversarial Attacks",
        BOOKTITLE = ICIP21,
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@inproceedings{bb145710,
        AUTHOR = "Perez, J.C. and Alfarra, M. and Jeanneret, G. and Rueda, L. and Thabet, A. and Ghanem, B. and Arbelaez, P.",
        TITLE = "Enhancing Adversarial Robustness via Test-Time Transformation
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        BOOKTITLE = AROW21,
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        PAGES = "81-91",
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@inproceedings{bb145711,
        AUTHOR = "De, K. and Pedersen, M.",
        TITLE = "Impact of Colour on Robustness of Deep Neural Networks",
        BOOKTITLE = AROW21,
        YEAR = "2021",
        PAGES = "21-30",
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@inproceedings{bb145712,
        AUTHOR = "Truong, J.B. and Maini, P. and Walls, R.J. and Papernot, N.",
        TITLE = "Data-Free Model Extraction",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "4769-4778",
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@inproceedings{bb145713,
        AUTHOR = "Mehra, A. and Kailkhura, B. and Chen, P.Y. and Hamm, J.",
        TITLE = "How Robust are Randomized Smoothing based Defenses to Data Poisoning?",
        BOOKTITLE = CVPR21,
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        PAGES = "13239-13248",
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@inproceedings{bb145714,
        AUTHOR = "Deng, Z.J. and Yang, X. and Xu, S.Z. and Su, H. and Zhu, J.",
        TITLE = "LiBRe: A Practical Bayesian Approach to Adversarial Detection",
        BOOKTITLE = CVPR21,
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@inproceedings{bb145715,
        AUTHOR = "Yang, K. and Lin, W.Y. and Barman, M. and Condessa, F. and Kolter, Z.",
        TITLE = "Defending Multimodal Fusion Models against Single-Source Adversaries",
        BOOKTITLE = CVPR21,
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@inproceedings{bb145716,
        AUTHOR = "Wu, T. and Liu, Z.W. and Huang, Q.Q. and Wang, Y. and Lin, D.",
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        BOOKTITLE = CVPR21,
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@inproceedings{bb145717,
        AUTHOR = "Ong, D.S. and Chan, C.S. and Ng, K.W. and Fan, L.X. and Yang, Q.",
        TITLE = "Protecting Intellectual Property of Generative Adversarial Networks
from Ambiguity Attacks",
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        AUTHOR = "Addepalli, S. and Jain, S. and Sriramanan, G. and Babu, R.V.",
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Smoothing",
        BOOKTITLE = SAIAD21,
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@inproceedings{bb145719,
        AUTHOR = "Pestana, C. and Liu, W. and Glance, D. and Mian, A.",
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Dataset and Metrics for Perturbation Difficulty",
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@inproceedings{bb145720,
        AUTHOR = "Ali, A. and Migliorati, A. and Bianchi, T. and Magli, E.",
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for Robust and Accurate Classification",
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@inproceedings{bb145721,
        AUTHOR = "Kyatham, V. and Mishra, D. and Prathosh, A.P.",
        TITLE = "Variational Inference with Latent Space Quantization for Adversarial
Resilience",
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@inproceedings{bb145722,
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@inproceedings{bb145723,
        AUTHOR = "Hou, Y.F. and Zou, L.X. and Liu, W.D.",
        TITLE = "Task-based Focal Loss for Adversarially Robust Meta-Learning",
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@inproceedings{bb145726,
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@inproceedings{bb145727,
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@inproceedings{bb145745,
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@inproceedings{bb145746,
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@inproceedings{bb145747,
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@inproceedings{bb145748,
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@inproceedings{bb145752,
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@inproceedings{bb145753,
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@inproceedings{bb145754,
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@inproceedings{bb145755,
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@inproceedings{bb145756,
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@inproceedings{bb145757,
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@inproceedings{bb145758,
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@inproceedings{bb145759,
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        PAGES = "578-587",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141737"}

@inproceedings{bb145760,
        AUTHOR = "Guo, M. and Yang, Y. and Xu, R. and Liu, Z. and Lin, D.",
        TITLE = "When NAS Meets Robustness: In Search of Robust Architectures Against
Adversarial Attacks",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "628-637",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141738"}

@inproceedings{bb145761,
        AUTHOR = "Chen, T. and Liu, S. and Chang, S. and Cheng, Y. and Amini, L. and Wang, Z.",
        TITLE = "Adversarial Robustness:
From Self-Supervised Pre-Training to Fine-Tuning",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "696-705",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141739"}

@inproceedings{bb145762,
        AUTHOR = "Lee, S. and Lee, H. and Yoon, S.",
        TITLE = "Adversarial Vertex Mixup: Toward Better Adversarially Robust
Generalization",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "269-278",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141740"}

@inproceedings{bb145763,
        AUTHOR = "Dong, Y. and Fu, Q. and Yang, X. and Pang, T. and Su, H. and Xiao, Z. and Zhu, J.",
        TITLE = "Benchmarking Adversarial Robustness on Image Classification",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "318-328",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141741"}

@inproceedings{bb145764,
        AUTHOR = "Xiao, C. and Zheng, C.",
        TITLE = "One Man's Trash Is Another Man's Treasure:
Resisting Adversarial Examples by Adversarial Examples",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "409-418",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141742"}

@inproceedings{bb145765,
        AUTHOR = "Naseer, M. and Khan, S. and Hayat, M. and Khan, F.S. and Porikli, F.M.",
        TITLE = "A Self-supervised Approach for Adversarial Robustness",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "259-268",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141743"}

@inproceedings{bb145766,
        AUTHOR = "Zhao, Y. and Tian, Y. and Fowlkes, C. and Shen, W. and Yuille, A.L.",
        TITLE = "Resisting Large Data Variations via Introspective Transformation
Network",
        BOOKTITLE = WACV20,
        YEAR = "2020",
        PAGES = "3069-3078",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141744"}

@inproceedings{bb145767,
        AUTHOR = "Kim, D.H. and Bargal, S.A. and Zhang, J.M. and Sclaroff, S.",
        TITLE = "Multi-way Encoding for Robustness",
        BOOKTITLE = WACV20,
        YEAR = "2020",
        PAGES = "1341-1349",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141745"}

@inproceedings{bb145768,
        AUTHOR = "Folz, J. and Palacio, S. and Hees, J. and Dengel, A.",
        TITLE = "Adversarial Defense based on Structure-to-Signal Autoencoders",
        BOOKTITLE = WACV20,
        YEAR = "2020",
        PAGES = "3568-3577",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141746"}

@inproceedings{bb145769,
        AUTHOR = "Zheng, S. and Zhu, Z. and Zhang, X. and Liu, Z. and Cheng, J. and Zhao, Y.",
        TITLE = "Distribution-Induced Bidirectional Generative Adversarial Network for
Graph Representation Learning",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "7222-7231",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141747"}

@inproceedings{bb145770,
        AUTHOR = "Benz, P. and Zhang, C.N. and Imtiaz, T. and Kweon, I.S.",
        TITLE = "Double Targeted Universal Adversarial Perturbations",
        BOOKTITLE = ACCV20,
        YEAR = "2020",
        PAGES = "IV:284-300",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141748"}

@inproceedings{bb145771,
        AUTHOR = "Zhang, C.N. and Benz, P. and Imtiaz, T. and Kweon, I.S.",
        TITLE = "Understanding Adversarial Examples From the Mutual Influence of
Images and Perturbations",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "14509-14518",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141749"}

@inproceedings{bb145772,
        AUTHOR = "Xie, C. and Tan, M. and Gong, B. and Wang, J. and Yuille, A.L. and Le, Q.V.",
        TITLE = "Adversarial Examples Improve Image Recognition",
        BOOKTITLE = CVPR20,
        YEAR = "2020",
        PAGES = "816-825",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141750"}

@inproceedings{bb145773,
        AUTHOR = "Dabouei, A. and Soleymani, S. and Taherkhani, F. and Dawson, J. and Nasrabadi, N.M.",
        TITLE = "SmoothFool: An Efficient Framework for Computing Smooth Adversarial
Perturbations",
        BOOKTITLE = WACV20,
        YEAR = "2020",
        PAGES = "2654-2663",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141751"}

@inproceedings{bb145774,
        AUTHOR = "Peterson, J. and Battleday, R. and Griffiths, T. and Russakovsky, O.",
        TITLE = "Human Uncertainty Makes Classification More Robust",
        BOOKTITLE = ICCV19,
        YEAR = "2019",
        PAGES = "9616-9625",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141752"}

@inproceedings{bb145775,
        AUTHOR = "Miyazato, S. and Wang, X. and Yamasaki, T. and Aizawa, K.",
        TITLE = "Reinforcing the Robustness of a Deep Neural Network to Adversarial
Examples by Using Color Quantization of Training Image Data",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "884-888",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141753"}

@inproceedings{bb145776,
        AUTHOR = "Ramanathan, T. and Manimaran, A. and You, S. and Kuo, C.J.",
        TITLE = "Robustness of Saak Transform Against Adversarial Attacks",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "2531-2535",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141754"}

@inproceedings{bb145777,
        AUTHOR = "Chen, H. and Liang, J. and Chang, S. and Pan, J. and Chen, Y. and Wei, W. and Juan, D.",
        TITLE = "Improving Adversarial Robustness via Guided Complement Entropy",
        BOOKTITLE = ICCV19,
        YEAR = "2019",
        PAGES = "4880-4888",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141755"}

@inproceedings{bb145778,
        AUTHOR = "Bai, Y. and Feng, Y. and Wang, Y. and Dai, T. and Xia, S. and Jiang, Y.",
        TITLE = "Hilbert-Based Generative Defense for Adversarial Examples",
        BOOKTITLE = ICCV19,
        YEAR = "2019",
        PAGES = "4783-4792",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141756"}

@inproceedings{bb145779,
        AUTHOR = "Jang, Y. and Zhao, T. and Hong, S. and Lee, H.",
        TITLE = "Adversarial Defense via Learning to Generate Diverse Attacks",
        BOOKTITLE = ICCV19,
        YEAR = "2019",
        PAGES = "2740-2749",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141757"}

@inproceedings{bb145780,
        AUTHOR = "Mustafa, A. and Khan, S. and Hayat, M. and Goecke, R. and Shen, J. and Shao, L.",
        TITLE = "Adversarial Defense by Restricting the Hidden Space of Deep Neural
Networks",
        BOOKTITLE = ICCV19,
        YEAR = "2019",
        PAGES = "3384-3393",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141758"}

@inproceedings{bb145781,
        AUTHOR = "Taran, O. and Rezaeifar, S. and Holotyak, T. and Voloshynovskiy, S.",
        TITLE = "Defending Against Adversarial Attacks by Randomized Diversification",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "11218-11225",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141759"}

@inproceedings{bb145782,
        AUTHOR = "Sun, B. and Tsai, N.H. and Liu, F.C. and Yu, R. and Su, H.",
        TITLE = "Adversarial Defense by Stratified Convolutional Sparse Coding",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "11439-11448",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141760"}

@inproceedings{bb145783,
        AUTHOR = "Ho, C.H. and Leung, B. and Sandstrom, E. and Chang, Y. and Vasconcelos, N.M.",
        TITLE = "Catastrophic Child's Play:
Easy to Perform, Hard to Defend Adversarial Attacks",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "9221-9229",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141761"}

@inproceedings{bb145784,
        AUTHOR = "Dubey, A. and van der Maaten, L. and Yalniz, Z. and Li, Y.X. and Mahajan, D.",
        TITLE = "Defense Against Adversarial Images Using Web-Scale Nearest-Neighbor
Search",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "8759-8768",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141762"}

@inproceedings{bb145785,
        AUTHOR = "Dong, Y.P. and Pang, T.Y. and Su, H. and Zhu, J.",
        TITLE = "Evading Defenses to Transferable Adversarial Examples by
Translation-Invariant Attacks",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "4307-4316",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141763"}

@inproceedings{bb145786,
        AUTHOR = "Rony, J. and Hafemann, L.G. and Oliveira, L.S. and Ben Ayed, I. and Sabourin, R. and Granger, E.",
        TITLE = "Decoupling Direction and Norm for Efficient Gradient-Based L2
Adversarial Attacks and Defenses",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "4317-4325",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141764"}

@inproceedings{bb145787,
        AUTHOR = "Qiu, Y.X. and Leng, J.W. and Guo, C. and Chen, Q. and Li, C. and Guo, M. and Zhu, Y.H.",
        TITLE = "Adversarial Defense Through Network Profiling Based Path Extraction",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "4772-4781",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141765"}

@inproceedings{bb145788,
        AUTHOR = "Jia, X.J. and Wei, X.X. and Cao, X.C. and Foroosh, H.",
        TITLE = "ComDefend: An Efficient Image Compression Model to Defend Adversarial
Examples",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "6077-6085",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141766"}

@inproceedings{bb145789,
        AUTHOR = "Raff, E. and Sylvester, J. and Forsyth, S. and McLean, M.",
        TITLE = "Barrage of Random Transforms for Adversarially Robust Defense",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "6521-6530",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141767"}

@inproceedings{bb145790,
        AUTHOR = "Ji, J. and Zhong, B. and Ma, K.",
        TITLE = "Multi-Scale Defense of Adversarial Images",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "4070-4074",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141768"}

@inproceedings{bb145791,
        AUTHOR = "Agarwal, C. and Nguyen, A. and Schonfeld, D.",
        TITLE = "Improving Robustness to Adversarial Examples by Encouraging
Discriminative Features",
        BOOKTITLE = ICIP19,
        YEAR = "2019",
        PAGES = "3801-3805",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141769"}

@inproceedings{bb145792,
        AUTHOR = "Saha, S. and Kumar, A. and Sahay, P. and Jose, G. and Kruthiventi, S. and Muralidhara, H.",
        TITLE = "Attack Agnostic Statistical Method for Adversarial Detection",
        BOOKTITLE = SDL-CV19,
        YEAR = "2019",
        PAGES = "798-802",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141770"}

@inproceedings{bb145793,
        AUTHOR = "Taran, O. and Rezaeifar, S. and Voloshynovskiy, S.",
        TITLE = "Bridging Machine Learning and Cryptography in Defence Against
Adversarial Attacks",
        BOOKTITLE = Objectionable18,
        YEAR = "2018",
        PAGES = "II:267-279",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141771"}

@inproceedings{bb145794,
        AUTHOR = "Naseer, M. and Khan, S. and Porikli, F.M.",
        TITLE = "Local Gradients Smoothing: Defense Against Localized Adversarial
Attacks",
        BOOKTITLE = WACV19,
        YEAR = "2019",
        PAGES = "1300-1307",
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@inproceedings{bb145795,
        AUTHOR = "Akhtar, N. and Liu, J. and Mian, A.",
        TITLE = "Defense Against Universal Adversarial Perturbations",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "3389-3398",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141773"}

@inproceedings{bb145796,
        AUTHOR = "Behpour, S. and Xing, W. and Ziebart, B.D.",
        TITLE = "ARC: Adversarial Robust Cuts for Semi-Supervised and Multi-label
Classification",
        BOOKTITLE = WiCV18,
        YEAR = "2018",
        PAGES = "1986-19862",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern654defgan4.html#TT141774"}

@inproceedings{bb145797,
        AUTHOR = "Karim, R. and Islam, M.A. and Mohammed, N. and Bruce, N.D.B.",
        TITLE = "On the Robustness of Deep Learning Models to Universal Adversarial
Attack",
        BOOKTITLE = CRV18,
        YEAR = "2018",
        PAGES = "55-62",
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@inproceedings{bb145798,
        AUTHOR = "Jakubovitz, D. and Giryes, R.",
        TITLE = "Improving DNN Robustness to Adversarial Attacks Using Jacobian
Regularization",
        BOOKTITLE = ECCV18,
        YEAR = "2018",
        PAGES = "XII: 525-541",
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@inproceedings{bb145799,
        AUTHOR = "Rozsa, A. and Gunther, M. and Boult, T.E.",
        TITLE = "Towards Robust Deep Neural Networks with BANG",
        BOOKTITLE = WACV18,
        YEAR = "2018",
        PAGES = "803-811",
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