Search Results for author: Antonella DiLillo

Found 3 papers, 2 papers with code

Protecting JPEG Images Against Adversarial Attacks

no code implementations2 Mar 2018 Aaditya Prakash, Nick Moran, Solomon Garber, Antonella DiLillo, James Storer

As deep neural networks (DNNs) have been integrated into critical systems, several methods to attack these systems have been developed.

Deflecting Adversarial Attacks with Pixel Deflection

3 code implementations CVPR 2018 Aaditya Prakash, Nick Moran, Solomon Garber, Antonella DiLillo, James Storer

Despite their robustness to natural variations, image pixel values can be manipulated, via small, carefully crafted, imperceptible perturbations, to cause a model to misclassify images.

Adversarial Attack

Semantic Perceptual Image Compression using Deep Convolution Networks

3 code implementations27 Dec 2016 Aaditya Prakash, Nick Moran, Solomon Garber, Antonella DiLillo, James Storer

Here, we present a powerful cnn tailored to the specific task of semantic image understanding to achieve higher visual quality in lossy compression.

Image Compression object-detection +2

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