gradient-regularization

There are 0 repository under gradient-regularization topic.

cfinlay / tulip
Scaleable input gradient regularization
deep-learning regularization computer-vision adversarial-machine-learning adversarial-examples adversarial-learning gradient-regularization input-gradient-regularization
Language:Python 22
CGCL-codes / TransferAttackSurrogates
The official code of IEEE S&P 2024 paper "Why Does Little Robustness Help? A Further Step Towards Understanding Adversarial Transferability". We study how to train surrogates model for boosting transfer attack.
adversarial-attacks adversarial-training black-box-attack data-augmentation distribution-shift gradient-regularization sharpness-aware-minimization transfer-attack
Language:Python 20
najeh-halawani / Improving-Robustness-Deepfake-Detectors
An implementation of a deepfake detection model that uses gradient regularization to improve robustness against adversarial attacks. This approach perturbs the mean and standard deviation of shallow layers in an EfficientNetB0 backbone to enhance generalization and defend against attacks like FGSM and PGD.
deepfake deepfake-detection deepfakes-classification gradient-regularization regularization-methods
Language:Jupyter Notebook 0

cfinlay / tulip