3 papers
cs.CV2019
MimicGAN: Robust Projection onto Image Manifolds with Corruption Mimicking
Rushil Anirudh, Jayaraman J. Thiagarajan, Bhavya Kailkhura +1
In the past few years, Generative Adversarial Networks (GANs) have dramatically advanced our ability to represent and parameterize high-dimensional, non-linear image manifolds. As…
cs.CV2018
MimicGAN: Corruption-Mimicking for Blind Image Recovery & Adversarial Defense
Rushil Anirudh, Jayaraman J. Thiagarajan, Bhavya Kailkhura +1
Solving inverse problems continues to be a central challenge in computer vision. Existing techniques either explicitly construct an inverse mapping using prior knowledge about the…
cs.CV2018
An Unsupervised Approach to Solving Inverse Problems using Generative Adversarial Networks
Rushil Anirudh, Jayaraman J. Thiagarajan, Bhavya Kailkhura +1
Solving inverse problems continues to be a challenge in a wide array of applications ranging from deblurring, image inpainting, source separation etc. Most existing techniques solv…