GitHub - 278287847/AI-FGTM: Accepted to AAAI2022

Branches Tags

Name		Name	Last commit message	Last commit date
Latest commit History 2 Commits
attack_iter_TI_DI_AITM.py		attack_iter_TI_DI_AITM.py
dev_dataset.csv		dev_dataset.csv
imagenet.json		imagenet.json
images.csv		images.csv
nets.tar		nets.tar
readme.txt		readme.txt

Repository files navigation

AI-FGTM
--------------------------------------------------------------

REQUIREMENTS

Python 3.5
Tensorflow 1.10.0
Numpy 1.19
cv2 3.4.2
--------------------------------------------------------------

Dataset

We use a subset of ImageNet validation set containing 1000 images, which are used in the NIPS 2017 competition. Dataset can be downloaded in https://github.com/tensorflow/cleverhans/tree/master/examples/nips17_adversarial_competition/dataset.
--------------------------------------------------------------

Models

We use seven models in our submission, many of which are adversarially trained models. The models can be downloaded in http://ml.cs.tsinghua.edu.cn/~yinpeng/nips17/nontargeted/models.zip.
--------------------------------------------------------------