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ShapeShifter: Robust Physical Adversarial Attack on Faster R-CNN Object
  Detector
v1v2v3 (latest)

ShapeShifter: Robust Physical Adversarial Attack on Faster R-CNN Object Detector

16 April 2018
Shang-Tse Chen
Cory Cornelius
Jason Martin
Duen Horng Chau
    ObjD
ArXiv (abs)PDFHTML

Papers citing "ShapeShifter: Robust Physical Adversarial Attack on Faster R-CNN Object Detector"

50 / 206 papers shown
Title
One Patch to Rule Them All: Transforming Static Patches into Dynamic Attacks in the Physical World
Xingshuo Han
Chen Ling
Shiyi Yao
Haozhao Wang
Hangcheng Liu
Yutong Wu
Shengmin Xu
Changhai Ou
Xinyi Huang
Tianwei Zhang
AAML
20
0
0
10 Jun 2025
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting
PaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting
Elad Feldman
Jacob Shams
Dudi Biton
Alfred Chen
Shaoyuan Xie
Satoru Koda
Yisroel Mirsky
A. Shabtai
Yuval Elovici
Ben Nassi
AAML
84
0
0
08 May 2025
Crafting Physical Adversarial Examples by Combining Differentiable and Physically Based Renders
Crafting Physical Adversarial Examples by Combining Differentiable and Physically Based Renders
Yuqiu Liu
Huanqian Yan
Xiaopei Zhu
Xiaolin Hu
L. Tang
Hang Su
Chen Lv
50
0
0
07 May 2025
Adversarial Attacks in Multimodal Systems: A Practitioner's Survey
Adversarial Attacks in Multimodal Systems: A Practitioner's Survey
Shashank Kapoor
Sanjay Surendranath Girija
Lakshit Arora
Dipen Pradhan
Ankit Shetgaonkar
Aman Raj
AAML
170
0
0
06 May 2025
Testing the Fault-Tolerance of Multi-Sensor Fusion Perception in Autonomous Driving Systems
Testing the Fault-Tolerance of Multi-Sensor Fusion Perception in Autonomous Driving Systems
Haoxiang Tian
Wenqiang Ding
Xingshuo Han
Guoquan Wu
An Guo
Junqi Zhang. Wei Chen
Jun Wei
Tianwei Zhang
AAML
93
0
0
18 Apr 2025
A Survey of Adversarial Defenses in Vision-based Systems: Categorization, Methods and Challenges
Nandish Chattopadhyay
Abdul Basit
B. Ouni
Muhammad Shafique
AAML
89
0
0
01 Mar 2025
Mitigation of Camouflaged Adversarial Attacks in Autonomous Vehicles--A Case Study Using CARLA Simulator
Mitigation of Camouflaged Adversarial Attacks in Autonomous Vehicles--A Case Study Using CARLA Simulator
Yago Romano Martinez
Brady Carter
Abhijeet Solanki
Wesam Al Amiri
Syed Rafay Hasan
Terry N. Guo
AAML
88
1
0
03 Feb 2025
A Privacy Enhancing Technique to Evade Detection by Street Video Cameras Without Using Adversarial Accessories
Jacob Shams
Ben Nassi
Satoru Koda
A. Shabtai
Yuval Elovici
410
0
0
28 Jan 2025
Texture- and Shape-based Adversarial Attacks for Vehicle Detection in
  Synthetic Overhead Imagery
Texture- and Shape-based Adversarial Attacks for Vehicle Detection in Synthetic Overhead Imagery
Mikael Yeghiazaryan
Sai Abhishek Siddhartha Namburu
Emily Kim
Stanislav Panev
Celso de Melo
Brent Lance
Fernando de la Torre
Jessica K. Hodgins
AAML
130
0
0
20 Dec 2024
Evaluating Adversarial Attacks on Traffic Sign Classifiers beyond
  Standard Baselines
Evaluating Adversarial Attacks on Traffic Sign Classifiers beyond Standard Baselines
Svetlana Pavlitska
Leopold Müller
J. Marius Zöllner
AAML
144
0
0
12 Dec 2024
Fall Leaf Adversarial Attack on Traffic Sign Classification
Fall Leaf Adversarial Attack on Traffic Sign Classification
Anthony Etim
Jakub Szefer
AAML
170
3
0
27 Nov 2024
Toward Robust and Accurate Adversarial Camouflage Generation against
  Vehicle Detectors
Toward Robust and Accurate Adversarial Camouflage Generation against Vehicle Detectors
Jiawei Zhou
Linye Lyu
Daojing He
Yu Li
AAML
51
0
0
15 Nov 2024
ITPatch: An Invisible and Triggered Physical Adversarial Patch against
  Traffic Sign Recognition
ITPatch: An Invisible and Triggered Physical Adversarial Patch against Traffic Sign Recognition
Shuai Yuan
Hongwei Li
Xingshuo Han
Guowen Xu
Wenbo Jiang
Tao Ni
Qingchuan Zhao
Yuguang Fang
77
4
0
19 Sep 2024
Revisiting Physical-World Adversarial Attack on Traffic Sign
  Recognition: A Commercial Systems Perspective
Revisiting Physical-World Adversarial Attack on Traffic Sign Recognition: A Commercial Systems Perspective
Ningfei Wang
Shaoyuan Xie
Takami Sato
Yunpeng Luo
Kaidi Xu
Qi Alfred Chen
AAML
69
1
0
15 Sep 2024
AdvLogo: Adversarial Patch Attack against Object Detectors based on Diffusion Models
AdvLogo: Adversarial Patch Attack against Object Detectors based on Diffusion Models
Boming Miao
Chunxiao Li
Yao Zhu
Weixiang Sun
Zizhe Wang
Xiaoyi Wang
Chuanlong Xie
DiffMAAML
166
1
0
11 Sep 2024
BankTweak: Adversarial Attack against Multi-Object Trackers by
  Manipulating Feature Banks
BankTweak: Adversarial Attack against Multi-Object Trackers by Manipulating Feature Banks
Woojin Shin
Donghwa Kang
Daejin Choi
Brent Kang
Jinkyu Lee
Hyeongboo Baek
VOTAAML
57
0
0
22 Aug 2024
PADetBench: Towards Benchmarking Physical Attacks against Object Detection
PADetBench: Towards Benchmarking Physical Attacks against Object Detection
Jiawei Lian
Jianhong Pan
L. Wang
Yi Wang
Lap-Pui Chau
Shaohui Mei
AAML
106
0
0
17 Aug 2024
Requiem for a drone: a machine-learning based framework for stealthy
  attacks against unmanned autonomous vehicles
Requiem for a drone: a machine-learning based framework for stealthy attacks against unmanned autonomous vehicles
K. Kim
Denizhan Kara
V. Paruchuri
Sibin Mohan
Greg Kimberly
Jae Kim
Josh D. Eckhardt
73
0
0
20 Jul 2024
Universal Multi-view Black-box Attack against Object Detectors via
  Layout Optimization
Universal Multi-view Black-box Attack against Object Detectors via Layout Optimization
Donghua Wang
Wen Yao
Tingsong Jiang
Chao Li
Xiaoqian Chen
AAML
94
0
0
09 Jul 2024
PAD: Patch-Agnostic Defense against Adversarial Patch Attacks
PAD: Patch-Agnostic Defense against Adversarial Patch Attacks
Lihua Jing
Rui Wang
Wenqi Ren
Xinjie Dong
Cong Zou
AAML
99
10
0
25 Apr 2024
Automatic and Universal Prompt Injection Attacks against Large Language
  Models
Automatic and Universal Prompt Injection Attacks against Large Language Models
Xiaogeng Liu
Zhiyuan Yu
Yizhe Zhang
Ning Zhang
Chaowei Xiao
SILMAAML
99
49
0
07 Mar 2024
RAUCA: A Novel Physical Adversarial Attack on Vehicle Detectors via
  Robust and Accurate Camouflage Generation
RAUCA: A Novel Physical Adversarial Attack on Vehicle Detectors via Robust and Accurate Camouflage Generation
Jiawei Zhou
Linye Lyu
Daojing He
Yu Li
AAML
49
7
0
24 Feb 2024
Flexible Physical Camouflage Generation Based on a Differential Approach
Flexible Physical Camouflage Generation Based on a Differential Approach
Yang Li
Wenyi Tan
Chenxing Zhao
Shuangju Zhou
Xinkai Liang
Quanbiao Pan
AAML
63
6
0
21 Feb 2024
Invisible Reflections: Leveraging Infrared Laser Reflections to Target
  Traffic Sign Perception
Invisible Reflections: Leveraging Infrared Laser Reflections to Target Traffic Sign Perception
Takami Sato
Sri Hrushikesh Varma Bhupathiraju
Michael Clifford
Takeshi Sugawara
Qi Alfred Chen
Sara Rampazzi
AAML
58
17
0
07 Jan 2024
TPatch: A Triggered Physical Adversarial Patch
TPatch: A Triggered Physical Adversarial Patch
Wenjun Zhu
Xiaoyu Ji
Yushi Cheng
Shibo Zhang
Wei Dong
AAML
108
27
0
30 Dec 2023
Embodied Adversarial Attack: A Dynamic Robust Physical Attack in
  Autonomous Driving
Embodied Adversarial Attack: A Dynamic Robust Physical Attack in Autonomous Driving
Yitong Sun
Yao Huang
Xingxing Wei
AAML
63
1
0
15 Dec 2023
QuadAttack: A Quadratic Programming Approach to Ordered Top-K Attacks
QuadAttack: A Quadratic Programming Approach to Ordered Top-K Attacks
Thomas Paniagua
Ryan Grainger
Tianfu Wu
AAML
75
0
0
12 Dec 2023
Adversarial Camera Patch: An Effective and Robust Physical-World Attack
  on Object Detectors
Adversarial Camera Patch: An Effective and Robust Physical-World Attack on Object Detectors
Kalibinuer Tiliwalidi
AAML
89
2
0
11 Dec 2023
Attacking Motion Planners Using Adversarial Perception Errors
Attacking Motion Planners Using Adversarial Perception Errors
Jonathan Sadeghi
Nicholas A. Lord
John Redford
Romain Mueller
AAML
79
2
0
21 Nov 2023
Physical Adversarial Examples for Multi-Camera Systems
Physical Adversarial Examples for Multi-Camera Systems
Ana Ruaductoiu
Jan-Philipp Schulze
Philip Sperl
Konstantin Böttinger
AAML
71
1
0
14 Nov 2023
Towards Improving Robustness Against Common Corruptions in Object
  Detectors Using Adversarial Contrastive Learning
Towards Improving Robustness Against Common Corruptions in Object Detectors Using Adversarial Contrastive Learning
Shashank Kotyan
Danilo Vasconcellos Vargas
AAML
49
0
0
14 Nov 2023
Adversary ML Resilience in Autonomous Driving Through Human Centered
  Perception Mechanisms
Adversary ML Resilience in Autonomous Driving Through Human Centered Perception Mechanisms
Aakriti Shah
AAML
34
0
0
02 Nov 2023
Adversarial Examples in the Physical World: A Survey
Adversarial Examples in the Physical World: A Survey
Jiakai Wang
Xianglong Liu
Jin Hu
Donghua Wang
Siyang Wu
Tingsong Jiang
Wenbiao Yao
Aishan Liu
Aishan Liu
Jiantao Zhou
AAML
111
4
0
01 Nov 2023
REVAMP: Automated Simulations of Adversarial Attacks on Arbitrary
  Objects in Realistic Scenes
REVAMP: Automated Simulations of Adversarial Attacks on Arbitrary Objects in Realistic Scenes
Matthew Hull
Zijie J. Wang
Duen Horng Chau
AAML
70
2
0
18 Oct 2023
Targeted Adversarial Attacks on Generalizable Neural Radiance Fields
Targeted Adversarial Attacks on Generalizable Neural Radiance Fields
András Horváth
C. M. Józsa
AAMLAI4CE
90
5
0
05 Oct 2023
An Integrated Algorithm for Robust and Imperceptible Audio Adversarial
  Examples
An Integrated Algorithm for Robust and Imperceptible Audio Adversarial Examples
Armin Ettenhofer
Jan-Philipp Schulze
Karla Pizzi
AAML
64
0
0
05 Oct 2023
A Survey of Robustness and Safety of 2D and 3D Deep Learning Models
  Against Adversarial Attacks
A Survey of Robustness and Safety of 2D and 3D Deep Learning Models Against Adversarial Attacks
Yanjie Li
Bin Xie
Songtao Guo
Yuanyuan Yang
Bin Xiao
AAML
89
18
0
01 Oct 2023
Using Reed-Muller Codes for Classification with Rejection and Recovery
Using Reed-Muller Codes for Classification with Rejection and Recovery
Daniel Fentham
David Parker
Mark Ryan
45
0
0
12 Sep 2023
Does Physical Adversarial Example Really Matter to Autonomous Driving?
  Towards System-Level Effect of Adversarial Object Evasion Attack
Does Physical Adversarial Example Really Matter to Autonomous Driving? Towards System-Level Effect of Adversarial Object Evasion Attack
Ningfei Wang
Y. Luo
Takami Sato
Kaidi Xu
Qi Alfred Chen
AAML
74
34
0
23 Aug 2023
General Lipschitz: Certified Robustness Against Resolvable Semantic
  Transformations via Transformation-Dependent Randomized Smoothing
General Lipschitz: Certified Robustness Against Resolvable Semantic Transformations via Transformation-Dependent Randomized Smoothing
Dmitrii Korzh
Alireza Azadbakht
Maryam Tahmasbi
Alireza Javaheri
AAML
84
0
0
17 Aug 2023
Physical Adversarial Attacks For Camera-based Smart Systems: Current
  Trends, Categorization, Applications, Research Challenges, and Future Outlook
Physical Adversarial Attacks For Camera-based Smart Systems: Current Trends, Categorization, Applications, Research Challenges, and Future Outlook
Amira Guesmi
Muhammad Abdullah Hanif
B. Ouni
Muhammed Shafique
AAML
123
23
0
11 Aug 2023
URET: Universal Robustness Evaluation Toolkit (for Evasion)
URET: Universal Robustness Evaluation Toolkit (for Evasion)
Kevin Eykholt
Taesung Lee
D. Schales
Jiyong Jang
Ian Molloy
Masha Zorin
AAML
125
7
0
03 Aug 2023
Why Don't You Clean Your Glasses? Perception Attacks with Dynamic
  Optical Perturbations
Why Don't You Clean Your Glasses? Perception Attacks with Dynamic Optical Perturbations
Yi Han
Matthew Chan
Eric Wengrowski
Zhuo Li
Nils Ole Tippenhauer
Mani B. Srivastava
S. Zonouz
L. Garcia
AAML
55
1
0
24 Jul 2023
Adversarial Attacks on Traffic Sign Recognition: A Survey
Adversarial Attacks on Traffic Sign Recognition: A Survey
Svetlana Pavlitska
Nico Lambing
J. Marius Zöllner
AAML
88
18
0
17 Jul 2023
Diffusion to Confusion: Naturalistic Adversarial Patch Generation Based
  on Diffusion Model for Object Detector
Diffusion to Confusion: Naturalistic Adversarial Patch Generation Based on Diffusion Model for Object Detector
Shuohao Lin
Ernie Chu
Che-Hsien Lin
Jun-Cheng Chen
Jia-Ching Wang
DiffM
77
10
0
16 Jul 2023
Kernels, Data & Physics
Kernels, Data & Physics
Francesco Cagnetta
Deborah Oliveira
Mahalakshmi Sabanayagam
Nikolaos Tsilivis
Julia Kempe
96
0
0
05 Jul 2023
Physically Realizable Natural-Looking Clothing Textures Evade Person
  Detectors via 3D Modeling
Physically Realizable Natural-Looking Clothing Textures Evade Person Detectors via 3D Modeling
Zhan Hu
Wen-Sheng Chu
Xiaopei Zhu
Hui Zhang
Bo Zhang
Xiaolin Hu
83
31
0
04 Jul 2023
A Comprehensive Study on the Robustness of Image Classification and
  Object Detection in Remote Sensing: Surveying and Benchmarking
A Comprehensive Study on the Robustness of Image Classification and Object Detection in Remote Sensing: Surveying and Benchmarking
Shaohui Mei
Jiawei Lian
Xiaofei Wang
Yuru Su
Mingyang Ma
Lap-Pui Chau
AAML
126
12
0
21 Jun 2023
Physical Adversarial Attacks for Surveillance: A Survey
Physical Adversarial Attacks for Surveillance: A Survey
Kien Nguyen Thanh
Tharindu Fernando
Clinton Fookes
Sridha Sridharan
AAML
107
8
0
01 May 2023
NetFlick: Adversarial Flickering Attacks on Deep Learning Based Video
  Compression
NetFlick: Adversarial Flickering Attacks on Deep Learning Based Video Compression
Jung-Woo Chang
Nojan Sheybani
Shehzeen Samarah Hussain
Mojan Javaheripi
Seira Hidano
F. Koushanfar
AAML
64
1
0
04 Apr 2023
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