qiuweimin1332499 / advgan_cifar10 Goto Github PK
View Code? Open in Web Editor NEWa pytorch version of AdvGAN for cifar10 dataset
a pytorch version of AdvGAN for cifar10 dataset
Hi, I'm very intrested in your work, and recently I tried to validate the advGAN in Imagenet dataset, but the result show that the efficient is not good. Then I used your git codes to test in cifar10, the result as bellow:
CUDA Available: True
Files already downloaded and verified
training dataset:
num_correct: 41207
accuracy of adv imgs in training set: 0.824140
Files already downloaded and verified
testing dataset:
num_correct: 7626
accuracy of adv imgs in testing set: 0.762600
I'ts only 70%+ accuracy, even the normal FGSM etc. gradient-based method perform better than it.
Here I want to seek advice from you, that what is the reason or how to improve the performance about advGAN on cifar10 or Imagenet dataset.thx
A declarative, efficient, and flexible JavaScript library for building user interfaces.
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. ๐๐๐
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google โค๏ธ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.