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Adversarial Attacks to Prevent Watermark Removal


Adversarial Attacks to Prevent Watermark Removal - arXiv

We actually optimize an imperceptible adversarial perturbation on the host images to proactively attack against watermark-removal networks, dubbed Watermark ...

Adversarial Attacks to Prevent Watermark Removal

The current blind watermark-removal technique, such as. WDNet[32], can effectively remove the watermarks (top). When the host images are equipped with ...

Adversarial Attacks to Prevent Watermark Removal - SpringerLink

We actually optimize an imperceptible adversarial perturbation on the host images to proactively attack against watermark-removal networks, dubbed Watermark ...

Adversarial Attacks to Prevent Watermark Removal - Semantic Scholar

Inspired by the vulnerability of DNNs on adversarial perturbations, a novel defence mechanism by adversarial machine learning for good is proposed, ...

Watermark Vaccine: Adversarial Attacks to ... - ACM Digital Library

Such watermark-removal techniques pose a great threat to the ownership of images. Inspired by the vulnerability of DNNs on adversarial perturbations, we propose ...

The code for ECCV2022 (Watermark Vaccine - GitHub

The code is the implementation of the paper Watermark Vaccine: Adversarial Attacks to Prevent Watermark Removal. · This paper has been received by ECCV 2020.

Adversarial Attacks to Prevent Watermark Removal

This document supplements paper Watermark Vaccine: Ad- versarial Attacks to Prevent Watermark by providing theoretically anal- ysis, dataset details, additional ...

Adversarial Attack for Robust Watermark Protection Against ...

Since inpainting-based removers and blind watermark removers exploit information in different regions of an image to perform removal, we propose ...

Adversarial Attacks to Prevent Watermark Removal - arxiv-sanity

Unfortunately, these watermarks are proven to be vulnerable to removal attacks even like fine-tuning. To further explore this vulnerability, we investigate the ...

Adversarial Attacks to Prevent Watermark Removal - ResearchGate

From the perspective of the adversary, blind watermark-removal networks can be posed as our target models; then we actually optimize an imperceptible ...

Universal Adversarial Perturbations for Watermark Protection

Watermarking techniques have been subject to attacks by malicious actors who attempt to remove or alter the wa- termark, making it difficult to protect the ...

Adversarial Attacks to Prevent Watermark Removal - OUCI

Watermark Vaccine: Adversarial Attacks to Prevent Watermark Removal ... Authors: Xinwei Liu; Jian Liu; Yang Bai; Jindong Gu; Tao Chen; Xiaojun Jia; Xiaochun Cao ...

Adversarial Attacks to Prevent Watermark Removal - ResearchGate

Request PDF | Watermark Vaccine: Adversarial Attacks to Prevent Watermark Removal | As a common security tool, visible watermarking has been widely applied ...

Box-Free Model Watermarks Are Prone to Black-Box Removal Attacks

However, in this paper, we reveal that box-free model watermarking is prone to removal attacks, even under the real-world threat model such that ...

An efficient adversarial watermarking attack based on multiple initial ...

This paper proposes a new method for adversarial attacks through watermarking. Our goal is to leverage the properties of adversarial samples to prevent people's ...

Must Learn AI Security Part 21: Watermark Removal Attacks Against AI

Adversarial attacks: These attacks involve adding noise or manipulating the input to the watermark detection algorithm so that it fails to ...

Watermarking-based Defense against Adversarial Attacks on Deep ...

Abstract: The vulnerability of deep neural networks to adversarial attacks has posed significant threats to real-world applications, ...

Watermarking-based Defense against Adversarial Attacks on Deep ...

Bit-depth reduction performs a type of quantization to squeeze image features that can possibly remove small adversarial perturbations; we reduce the images to ...

A Simple yet Effective Watermark Removal Attack for DNN Models

Another strategy is to directly remove the watermarks via model transformation. Although most watermarking solu- tions claim to be robust against various model ...

A Watermarking-Based Framework for Protecting Deep Image ...

classifiers against adversarial attacks. The proposed frame- work consists of a watermark encoder, a possible adversary, and a detector followed by a deep ...