Adversarial Purification

A class of adversarial defense methods that remove adversarial perturbations using a generative model.

Papers

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Showing 1–25 of 65 papers

Title	Date	Tasks	Status	Hype	Score
Diffusion Models for Adversarial Purification	May 16, 2022	Adversarial Purification	CodeCode Available	2	5
Adversarial Training on Purification (AToP): Advancing Both Robustness and Generalization	Jan 29, 2024	Adversarial Purification	CodeCode Available	1	5
Guided Diffusion Model for Adversarial Purification	May 30, 2022	Adversarial PurificationDenoising	CodeCode Available	1	5
Universal Adversarial Defense in Remote Sensing Based on Pre-trained Denoising Diffusion Models	Jul 31, 2023	Adversarial DefenseAdversarial Purification	CodeCode Available	1	5
Defending against Adversarial Audio via Diffusion Model	Mar 2, 2023	Adversarial Purificationmodel	CodeCode Available	1	5
Guardians of Image Quality: Benchmarking Defenses Against Adversarial Attacks on Image Quality Metrics	Aug 2, 2024	Adversarial AttackAdversarial Purification	CodeCode Available	1	5
MalPurifier: Enhancing Android Malware Detection with Adversarial Purification against Evasion Attacks	Dec 11, 2023	Adversarial PurificationAndroid Malware Detection	CodeCode Available	1	5
FlowPure: Continuous Normalizing Flows for Adversarial Purification	May 19, 2025	Adversarial PurificationAdversarial Robustness	CodeCode Available	1	5
Stochastic Security: Adversarial Defense Using Long-Run Dynamics of Energy-Based Models	May 27, 2020	Adversarial DefenseAdversarial Purification	CodeCode Available	1	5
DiffAttack: Evasion Attacks Against Diffusion-Based Adversarial Purification	Oct 27, 2023	Adversarial Purification	CodeCode Available	1	5
Diffusion models meet image counter-forensics	Nov 22, 2023	Adversarial Purification	CodeCode Available	1	5
Adversarial purification with Score-based generative models	Jun 11, 2021	Adversarial PurificationDenoising	CodeCode Available	1	5
Robust Evaluation of Diffusion-Based Adversarial Purification	Mar 16, 2023	Adversarial Purification	CodeCode Available	1	5
Robust Overfitting Does Matter: Test-Time Adversarial Purification With FGSM	Mar 18, 2024	Adversarial AttackAdversarial Defense	CodeCode Available	0	5
PCLD: Point Cloud Layerwise Diffusion for Adversarial Purification	Mar 11, 2024	Adversarial PurificationAutonomous Driving	CodeCode Available	0	5
Pre-trained Multiple Latent Variable Generative Models are good defenders against Adversarial Attacks	Dec 4, 2024	Adversarial Purification	CodeCode Available	0	5
Random Sampling for Diffusion-based Adversarial Purification	Nov 28, 2024	Adversarial PurificationDenoising	CodeCode Available	0	5
Language Guided Adversarial Purification	Sep 19, 2023	Adversarial DefenseAdversarial Purification	CodeCode Available	0	5
Detecting and Defending Against Adversarial Attacks on Automatic Speech Recognition via Diffusion Models	Sep 12, 2024	Adversarial AttackAdversarial Purification	CodeCode Available	0	5
High-Frequency Anti-DreamBooth: Robust Defense against Personalized Image Synthesis	Sep 12, 2024	Adversarial AttackAdversarial Purification	CodeCode Available	0	5
Adversarial Purification of Information Masking	Nov 26, 2023	Adversarial AttackAdversarial Purification	CodeCode Available	0	5
DiffSmooth: Certifiably Robust Learning via Diffusion Models and Local Smoothing	Aug 28, 2023	Adversarial PurificationDenoising	CodeCode Available	0	5
LISArD: Learning Image Similarity to Defend Against Gray-box Adversarial Attacks	Feb 27, 2025	Adversarial Purification	CodeCode Available	0	5
Diffusion-based Adversarial Purification for Intrusion Detection	Jun 25, 2024	Adversarial PurificationAdversarial Robustness	CodeCode Available	0	5
Carefully Blending Adversarial Training, Purification, and Aggregation Improves Adversarial Robustness	May 25, 2023	Adversarial DefenseAdversarial Purification	CodeCode Available	0	5

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