Search Results for author: Gokula Krishnan Santhanam

Found 3 papers, 1 papers with code

On Evaluating Explainability Algorithms

no code implementations25 Sep 2019 Gokula Krishnan Santhanam, Ali Alami-Idrissi, Nuno Mota, Anika Schumann, Ioana Giurgiu

A plethora of methods attempting to explain predictions of black-box models have been proposed by the Explainable Artificial Intelligence (XAI) community.

Explainable artificial intelligence Explainable Artificial Intelligence (XAI)

Defending Against Adversarial Attacks by Leveraging an Entire GAN

1 code implementation27 May 2018 Gokula Krishnan Santhanam, Paulina Grnarova

Based on this, we propose a cleaning method which uses both the discriminator and generator of the GAN to project the samples back onto the data manifold.

Generative Adversarial Networks recover features in astrophysical images of galaxies beyond the deconvolution limit

no code implementations1 Feb 2017 Kevin Schawinski, Ce Zhang, Hantian Zhang, Lucas Fowler, Gokula Krishnan Santhanam

Observations of astrophysical objects such as galaxies are limited by various sources of random and systematic noise from the sky background, the optical system of the telescope and the detector used to record the data.

Generative Adversarial Network

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