也就是说,对每一个target model都要重新训练一个GAN,plug&play (P&P) 认为这种方式不够实用。于是,P&P希望解除target model和GAN之间的限制,用一个GAN同时攻击多个target models。他们的结果表明,即使使用的是一些公开的GAN (对应flexibility),或者公开数据和隐私数据之间的差距非常大的情况下(对应robustness),他们...
In the related proposals, GAN-based models are mainly exploited for anti-phishing URLs. There have been no evaluations specific for GAN-generated fake URLs. The attacker can make use of these URL strings for phishing attacks. In this work, we propose to use TLD (Top-level Domain) and SSIM...
Energy-Based Models (EBMs): 目标为优化一个由Energy-Based Models给出的密度: pθ(x)=e−Eθ(x)∫e−Eθ(x)dx ,其中 Eθ(x) 是一个带参数 θ 的非线性回归函数。 用pθ(x) 去拟合 pdata(x) ,利用最大似然,给出损失函数: L(θ)=Ex∼data[−logpθ(x)] ∇θlogpθ(...
Understanding the impact and nuances of I‑V curves is a fundamental part of learning how to design GaN power amplifiers. Read Part 2 in our series on the basics of using nonlinear models to make your design process more accurate and efficient.
models from image dataAntoine Schnepfa.schnepf@criteo.comCriteo AI LabFlavian Vasilef.vasile@criteo.comCriteo AI LabUgo Tanielianu.tanielian@criteo.comCriteo AI LabAbstractThe recent advances in text and image synthesis show a great promise for thefuture of generative models in creative f i el...
Deep learning models have exhibited their extensive capabilities in multiple domains of application. However, generalization is one of the challenges related to the current deep learning models. More specifically, our modern deep learning model failed to generalize on some manually crafted data samples....
GAN-based models have also been used for the fast MRI (magnetic resonance imaging) reconstruction of blurry scans [29], as well as the segmentation of meibomian glands from infrared images, i.e., automatically identifying the area of meibomian glands [30], and style transfer from UBM (...
The mentioned models are trained on an NVIDIA Tesla V100 GPU with 32 GB of RAM, and the experimental environment is Ubuntu 18.04.2 LTS. The following three metrics are used to verify the effectiveness of our proposed ECPIO-Net method: (1) peak signal-to-noise ratio Conclusion and future ...
imgs add new diagram for DeepHiC trained in 1%~10% reads Jul 20, 2019 models update all codes to be easier to run Jun 26, 2019 save update more trained models and improve documentations Aug 15, 2019 scripts Fix large memory consumption when preprocessing Dec 16, 2020 ...
models add dilation and erosion Dec 27, 2021 pretrained_models rough version Dec 18, 2021 unprocessed rough version Dec 18, 2021 utils Important update: auto mask inpainting Dec 24, 2021 .gitignore rough version Dec 18, 2021 LICENSE Create LICENSE ...