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In recent research, adversarial attacks on person detectors using patches or static 3D model-based texture modifications have struggled with low success rates due to the flexible nature of human movement. Modeling the 3D deformations caused…

计算机视觉与模式识别 · 计算机科学 2025-10-31 Yanjie Li , Kaisheng Liang , Bin Xiao

Computer vision systems are increasingly adopted in modern logistics operations, including the estimation of trailer occupancy for planning, routing, and billing. Although effective, such systems may be vulnerable to physical adversarial…

计算机视觉与模式识别 · 计算机科学 2025-11-25 Mohamed Rissal Hedna , Sesugh Samuel Nder

Invisibility cloak capable of hiding an object can be achieved by properly manipulating electromagnetic field. Such a remarkable ability has been shown in transformation and ray optics. Alternatively, it may be realistic to create a spatial…

Recently, physical adversarial attacks have been presented to evade DNNs-based object detectors. To ensure the security, many scenarios are simultaneously deployed with visible sensors and infrared sensors, leading to the failures of these…

计算机视觉与模式识别 · 计算机科学 2023-07-20 Xingxing Wei , Yao Huang , Yitong Sun , Jie Yu

Adversarial examples have proven to be a concerning threat to deep learning models, particularly in the image domain. However, while many studies have examined adversarial examples in the real world, most of them relied on 2D photos of the…

计算机视觉与模式识别 · 计算机科学 2021-09-03 Yael Mathov , Lior Rokach , Yuval Elovici

Adversarial patches are images designed to fool otherwise well-performing neural network-based computer vision models. Although these attacks were initially conceived of and studied digitally, in that the raw pixel values of the image were…

计算机视觉与模式识别 · 计算机科学 2022-06-28 Gavin S. Hartnett , Li Ang Zhang , Caolionn O'Connell , Andrew J. Lohn , Jair Aguirre

Personalized text-to-image models allow users to generate images of new concepts from several reference photos, thereby leading to critical concerns regarding civil privacy. Although several anti-personalization techniques have been…

计算机视觉与模式识别 · 计算机科学 2025-02-13 Qianrui Teng , Xing Cui , Xuannan Liu , Peipei Li , Zekun Li , Huaibo Huang , Ran He

The significant advancements in embodied vision navigation have raised concerns about its susceptibility to adversarial attacks exploiting deep neural networks. Investigating the adversarial robustness of embodied vision navigation is…

计算机视觉与模式识别 · 计算机科学 2025-08-18 Meng Chen , Jiawei Tu , Chao Qi , Yonghao Dang , Feng Zhou , Wei Wei , Jianqin Yin

Physical adversarial attacks in object detection have attracted increasing attention. However, most previous works focus on hiding the objects from the detector by generating an individual adversarial patch, which only covers the planar…

计算机视觉与模式识别 · 计算机科学 2021-12-14 Donghua Wang , Tingsong Jiang , Jialiang Sun , Weien Zhou , Xiaoya Zhang , Zhiqiang Gong , Wen Yao , Xiaoqian Chen

Physical adversarial attacks against object detectors have seen increasing success in recent years. However, these attacks require direct access to the object of interest in order to apply a physical patch. Furthermore, to hide multiple…

计算机视觉与模式识别 · 计算机科学 2020-12-24 Alon Zolfi , Moshe Kravchik , Yuval Elovici , Asaf Shabtai

Recent years have seen an increasing interest in physical adversarial attacks, which aim to craft deployable patterns for deceiving deep neural networks, especially for person detectors. However, the adversarial patterns of existing…

计算机视觉与模式识别 · 计算机科学 2024-08-14 Jikang Cheng , Ying Zhang , Zhongyuan Wang , Zou Qin , Chen Li

In recent years, there has been a significant shift in the field of digital avatar research, towards modeling, animating and reconstructing clothed human representations, as a key step towards creating realistic avatars. However, current 3D…

计算机视觉与模式识别 · 计算机科学 2024-04-04 Jiali Zheng , Rolandos Alexandros Potamias , Stefanos Zafeiriou

To assess the vulnerability of deep learning in the physical world, recent works introduce adversarial patches and apply them on different tasks. In this paper, we propose another kind of adversarial patch: the Meaningful Adversarial…

计算机视觉与模式识别 · 计算机科学 2022-12-20 Xingxing Wei , Ying Guo , Jie Yu

Physical adversarial attacks against deep neural networks (DNNs) have recently gained increasing attention. The current mainstream physical attacks use printed adversarial patches or camouflage to alter the appearance of the target object.…

计算机视觉与模式识别 · 计算机科学 2023-07-18 Donghua Wang , Wen Yao , Tingsong Jiang , Chao Li , Xiaoqian Chen

Recently, large-scale synthetic datasets are shown to be very useful for generalizable person re-identification. However, synthesized persons in existing datasets are mostly cartoon-like and in random dress collocation, which limits their…

计算机视觉与模式识别 · 计算机科学 2022-04-08 Yanan Wang , Xuezhi Liang , Shengcai Liao

We consider universal adversarial patches for faces -- small visual elements whose addition to a face image reliably destroys the performance of face detectors. Unlike previous work that mostly focused on the algorithmic design of…

计算机视觉与模式识别 · 计算机科学 2020-07-20 Xiao Yang , Fangyun Wei , Hongyang Zhang , Jun Zhu

The invisibility cloak has been a long-standing dream for many researchers over the decades. The introduction of transformational optics has revitalized this field by providing a general method to design material distributions to hide the…

光学 · 物理学 2011-05-03 Fan Zhou , Yongjun Bao , Wei Cao , Colin T. Stuart , Jianqiang Gu , Weili Zhang , Cheng Sun

Acoustic cloaks that make object undetectable to sound waves have potential applications in a variety of scenarios and have received increasing interests recently. However, the experimental realization of a three-dimensional (3D) acoustic…

经典物理 · 物理学 2014-03-13 Weiwei Kan , Bin Liang , Ruiqi Li , Xue Jiang , Xin-ye Zou , Lei-lei Yin , Jianchun Cheng

The exploration of backdoor vulnerabilities in object detectors, particularly in real-world scenarios, remains limited. A significant challenge lies in the absence of a natural physical backdoor dataset, and constructing such a dataset is…

密码学与安全 · 计算机科学 2025-01-28 Hua Ma , Alsharif Abuadbba , Yansong Gao , Hyoungshick Kim , Surya Nepal

An active interior cloak is composed of a conformal array of radiating sources surrounding a target object. With proper configuration, this array radiates a field discontinuity which cancels out any scattering which occurs when the object…

应用物理 · 物理学 2024-09-26 Paris Ang , George V. Eleftheriades