Paper List: https://www.paperdigest.org/2020/08/eccv-2020-highlights/
Paper with code: https://www.paperdigest.org/2020/08/eccv-2020-papers-with-code-data/
对抗补丁
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Making an Invisibility Cloak: Real World Adversarial Attacks on Object Detectors
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Adversarial T-shirt! Evading Person Detectors in A Physical World
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Bias-based Universal Adversarial Patch Attack for Automatic Check-out (基于偏好的通用对抗补丁，受启发自DNN训练偏好于提取texture特征而非shape特征)
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Design and Interpretation of Universal Adversarial Patches in Face Detection (朱军组, 针对人脸识别系统的通用对抗补丁)
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APRICOT: A Dataset of Physical Adversarial Attacks on Object Detection
对抗防御
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Improved Adversarial Training via Learned Optimizer
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Gabor Layers Enhance Network Robustness
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Anti-Bandit Neural Architecture Search for Model Defense (用神经架构搜索（NAS）来做模型防御，新技术的结合)
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Adversarial Robustness on In- and Out-Distribution Improves Explainability
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Improving Adversarial Robustness by Enforcing Local and Global Compactness
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Defense Against Adversarial Attacks via Controlling Gradient Leaking on Embedded Manifolds (朱军组)
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Inherent Adversarial Robustness of Deep Spiking Neural Networks: Effects of Discrete Input Encoding and Non-Linear Activations
对抗攻击
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Regional Homogeneity: Towards Learning Transferable Universal Adversarial Perturbations Against Defenses (局部区域均匀扰动)
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Boosting Decision-based Black-box Adversarial Attacks with Random Sign Flip (通过符号翻转来实现简单有效的基于决策的黑盒攻击的方法。优化过程中通过引入新的随机符号翻转步骤来搜索更好的对抗扰动)
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Yet Another Intermediate-Level Attack
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Square Attack: a query-efficient black-box adversarial attack via random search
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Improving Query Efficiency of Black-box Adversarial Attack(提高黑盒攻击的查询效率)
交叉
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AdvPC: Transferable Adversarial Perturbations on 3D Point Clouds(3D点云上的对抗扰动)
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Adversarial Ranking Attack and Defense (对深度排名系统的攻防研究)
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Open-set Adversarial Defense
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Robust Tracking against Adversarial Attacks (针对视频帧序列的对抗攻击)
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SPARK: Spatial-aware Online Incremental Attack Against Visual Tracking
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Manifold Projection for Adversarial Defense on Face Recognition
