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DeformRS: Certifying Input Deformations with Randomized Smoothing

DeformRS: Certifying Input Deformations with Randomized Smoothing

2 July 2021
Motasem Alfarra
Adel Bibi
Naeemullah Khan
Philip H. S. Torr
Bernard Ghanem
ArXivPDFHTML

Papers citing "DeformRS: Certifying Input Deformations with Randomized Smoothing"

20 / 20 papers shown
Title
Principal Eigenvalue Regularization for Improved Worst-Class Certified Robustness of Smoothed Classifiers
Principal Eigenvalue Regularization for Improved Worst-Class Certified Robustness of Smoothed Classifiers
Gaojie Jin
Tianjin Huang
Ronghui Mu
Xiaowei Huang
AAML
44
0
0
21 Mar 2025
Effects of Exponential Gaussian Distribution on (Double Sampling)
  Randomized Smoothing
Effects of Exponential Gaussian Distribution on (Double Sampling) Randomized Smoothing
Youwei Shu
Xi Xiao
Derui Wang
Yuxin Cao
Siji Chen
Jason Xue
Linyi Li
Bo-wen Li
26
2
0
04 Jun 2024
Trust, But Verify: A Survey of Randomized Smoothing Techniques
Trust, But Verify: A Survey of Randomized Smoothing Techniques
Anupriya Kumari
Devansh Bhardwaj
Sukrit Jindal
Sarthak Gupta
AAML
29
4
0
19 Dec 2023
Pixel-wise Smoothing for Certified Robustness against Camera Motion
  Perturbations
Pixel-wise Smoothing for Certified Robustness against Camera Motion Perturbations
Hanjiang Hu
Zuxin Liu
Linyi Li
Jiacheng Zhu
Ding Zhao
30
0
0
22 Sep 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
18
0
0
17 Aug 2023
Text-CRS: A Generalized Certified Robustness Framework against Textual
  Adversarial Attacks
Text-CRS: A Generalized Certified Robustness Framework against Textual Adversarial Attacks
Xinyu Zhang
Hanbin Hong
Yuan Hong
Peng Huang
Binghui Wang
Zhongjie Ba
Kui Ren
SILM
29
18
0
31 Jul 2023
Improving Viewpoint Robustness for Visual Recognition via Adversarial
  Training
Improving Viewpoint Robustness for Visual Recognition via Adversarial Training
Shouwei Ruan
Yinpeng Dong
Han Su
Jianteng Peng
Ning Chen
Xingxing Wei
17
5
0
21 Jul 2023
Precise and Generalized Robustness Certification for Neural Networks
Precise and Generalized Robustness Certification for Neural Networks
Yuanyuan Yuan
Shuai Wang
Z. Su
AAML
43
2
0
11 Jun 2023
Certifying Ensembles: A General Certification Theory with
  S-Lipschitzness
Certifying Ensembles: A General Certification Theory with S-Lipschitzness
Aleksandar Petrov
Francisco Eiras
Amartya Sanyal
Philip H. S. Torr
Adel Bibi
UQCV
32
1
0
25 Apr 2023
Invariance-Aware Randomized Smoothing Certificates
Invariance-Aware Randomized Smoothing Certificates
Jan Schuchardt
Stephan Günnemann
AAML
26
5
0
25 Nov 2022
Robustness Certification of Visual Perception Models via Camera Motion
  Smoothing
Robustness Certification of Visual Perception Models via Camera Motion Smoothing
Hanjiang Hu
Zuxin Liu
Linyi Li
Jiacheng Zhu
Ding Zhao
AAML
26
6
0
04 Oct 2022
Generalizability of Adversarial Robustness Under Distribution Shifts
Generalizability of Adversarial Robustness Under Distribution Shifts
Kumail Alhamoud
Hasan Hammoud
Motasem Alfarra
Bernard Ghanem
OOD
53
8
0
29 Sep 2022
Landmark Tracking in Liver US images Using Cascade Convolutional Neural
  Networks with Long Short-Term Memory
Landmark Tracking in Liver US images Using Cascade Convolutional Neural Networks with Long Short-Term Memory
Yupei Zhang
X. Dai
Zhen Tian
Y. Lei
Jacob F. Wynne
P. Patel
Yue Chen
Tian Liu
Xiaofeng Yang
MedIm
32
11
0
14 Sep 2022
Certified Robustness in Federated Learning
Certified Robustness in Federated Learning
Motasem Alfarra
Juan C. Pérez
Egor Shulgin
Peter Richtárik
Bernard Ghanem
AAML
FedML
18
7
0
06 Jun 2022
3DeformRS: Certifying Spatial Deformations on Point Clouds
3DeformRS: Certifying Spatial Deformations on Point Clouds
S. GabrielPérez
Juan C. Pérez
Motasem Alfarra
Silvio Giancola
Bernard Ghanem
3DPC
24
12
0
12 Apr 2022
Towards Assessing and Characterizing the Semantic Robustness of Face
  Recognition
Towards Assessing and Characterizing the Semantic Robustness of Face Recognition
Juan C. Pérez
Motasem Alfarra
Ali K. Thabet
Pablo Arbelaez
Bernard Ghanem
AAML
18
1
0
10 Feb 2022
CC-Cert: A Probabilistic Approach to Certify General Robustness of
  Neural Networks
CC-Cert: A Probabilistic Approach to Certify General Robustness of Neural Networks
Mikhail Aleksandrovich Pautov
Nurislam Tursynbek
Marina Munkhoeva
Nikita Muravev
Aleksandr Petiushko
Ivan V. Oseledets
AAML
44
15
0
22 Sep 2021
Certified Robustness via Randomized Smoothing over Multiplicative
  Parameters of Input Transformations
Certified Robustness via Randomized Smoothing over Multiplicative Parameters of Input Transformations
Nikita Muravev
Aleksandr Petiushko
AAML
11
7
0
28 Jun 2021
Reluplex: An Efficient SMT Solver for Verifying Deep Neural Networks
Reluplex: An Efficient SMT Solver for Verifying Deep Neural Networks
Guy Katz
Clark W. Barrett
D. Dill
Kyle D. Julian
Mykel Kochenderfer
AAML
228
1,835
0
03 Feb 2017
Safety Verification of Deep Neural Networks
Safety Verification of Deep Neural Networks
Xiaowei Huang
M. Kwiatkowska
Sen Wang
Min Wu
AAML
178
932
0
21 Oct 2016
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