The cross-model transfer characteristics of adversarial examples limit the application of DNNs in real life, and the threat of adversarial examples to DNNs has stimulated researchers' interest in adversarial attacks. Recently, researchers have proposed several adversarial attack m...
2021 ICCV Admix: Enhancing the Transferability of Adversarial Attacks 2021 arxiv Direction-Aggregated Attack for Transferable Adversarial Examples 每次迭代时,执行N次对图片随机加入高斯噪声的操作,把这N次的梯度方向相加,作为最终的梯度更新方向 梯度生成: 2018 CVPR Boosting Adversarial Attacks with Momentum 2020...
2.3 Black-box attacks based on both transferability and queries 这里仍然有一些方法结合了对抗样本的可移植性和模型查询来进行黑盒攻击。 对抗样本论文学习(3):Practical Black-Box Attacks against Machine Learning Papernot等 通过用合成的数据集训练一个局部替代模型来模拟黑箱模型,其中数据集的标签由黑箱模型通过...
attacks. Still, this model requires hyper-parameters to be pre-set manually. Following this work, the authors proposed another TL model to detect unknown attacks using a cluster-based approach (CeHTL)26. On a similar approach, Zhang et al.15proposed a domain adversarial NN-based TL approach ...
Plant disease classification and adversarial attack using SimAM-EfficientNet and GP-MI-FGSM. Sustainability. 2023;15(2):1233. Article Google Scholar Singh V, Chug A, Singh AP. Classification of Beans Leaf Diseases using Fine Tuned CNN Model. Proc Comput Sci. 2023;218:348–56. Article Google...
An example of this attack is the generative adversarial network (GAN). GAN-based attacks are a type of reconstruction attack that aims to reproduce private training data using GAN. The latter are trained using model updates or gradients from victim patients as feedback to refine the artificially...
Face morphing attacks have emerged as a significant security threat, compromising the reliability of facial recognition systems. Despite extensive research on morphing detection, limited attention has been given to restoring accomplice face images, which is critical for forensic applications. This study aim...
Adversarial Attacks First, download the pre-trained Style-transfer models. For example, to carry out adversarial attacks on SST-2: CUDA_VISIBLE_DEVICES=0 python attack.py --model_name textattack/bert-base-uncased-SST-2 --orig_file_path ../data/clean/sst-2/test.tsv --model_dir style_trans...
Therefore, the proposed method can not only preserve most of the secret information embedded in a stego image during the stylization process, but also help to further hide secret information and avoid steganographic attacks to a certain extent due to the stylization of a stego image, thus ...
(TL) techniques and the hyper-parameter optimization (HPO) method. The proposed method can detect various types of attacks, and the Accuracy, Precision, and Recall on the Car-Hacking dataset representing IVNs data are all 100%. The Accuracy, Precision, and Recall on the CICIDS2017 dataset ...