SI-AI-FGSM

🚧 WIP

Boosting adversarial attack with AdaGrad, AdaDelta, RMSProp, Adam and more...

python agi_fgsm.py to generate adversarial examples for inception_v3 using AGI-FGSM;
python ri_fgsm.py to generate adversarial examples for inception_v3 using RI-FGSM;
python ai_fgsm.py to generate adversarial examples for inception_v3 using AI-FGSM;
python si_agi_fgsm.py to generate adversarial examples for inception_v3 using SI-AGI-FGSM;
python si_ri_fgsm.py to generate adversarial examples for inception_v3 using SI-RI-FGSM;
python si_ai_fgsm.py to generate adversarial examples for inception_v3 using SI-AI-FGSM;
python si_agi_ti_dim.py to generate adversarial examples for inception_v3 using SI-AGI-TI-DIM;
python si_ri_ti_dim.py to generate adversarial examples for inception_v3 using SI-RI-TI-DIM;
python si_ai_ti_dim.py to generate adversarial examples for inception_v3 using SI-AI-TI-DIM;
python simple_eval.py: evaluate the attack success rate under 8 models including normal training models and adversarial training models.

Code refers to NAG attack

Name		Name	Last commit message	Last commit date
Latest commit History 53 Commits
dev_data		dev_data
models		models
nets		nets
LICENSE		LICENSE
README.md		README.md
agi_fgsm.py		agi_fgsm.py
ai_dim.py		ai_dim.py
ai_fgsm.py		ai_fgsm.py
ai_tim.py		ai_tim.py
config.py		config.py
environment.yml		environment.yml
fgsmutils.py		fgsmutils.py
i_fgsm.py		i_fgsm.py
mi_fgsm.py		mi_fgsm.py
ni_fgsm.py		ni_fgsm.py
ri_fgsm.py		ri_fgsm.py
si_agi_fgsm.py		si_agi_fgsm.py
si_agi_ti_dim.py		si_agi_ti_dim.py
si_ai_fgsm.py		si_ai_fgsm.py
si_ai_ti_dim.py		si_ai_ti_dim.py
si_mi_fgsm.py		si_mi_fgsm.py
si_ni_fgsm.py		si_ni_fgsm.py
si_ri_fgsm.py		si_ri_fgsm.py
si_ri_ti_dim.py		si_ri_ti_dim.py
simple_eval.py		simple_eval.py

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