5 citations · 29 across the 19 of their papers we have counts for
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Understanding the Role of Adversarial Regularization in Supervised Learning
Litu Rout
Despite numerous attempts sought to provide empirical evidence of adversarial regularization outperforming sole supervision, the theoretical understanding of such phenomena remains…
Why Adversarial Interaction Creates Non-Homogeneous Patterns: A Pseudo-Reaction-Diffusion Model for Turing Instability
Litu Rout
Long after Turing's seminal Reaction-Diffusion (RD) model, the elegance of his fundamental equations alleviated much of the skepticism surrounding pattern formation. Though Turing…
Monte-Carlo Siamese Policy on Actor for Satellite Image Super Resolution
Litu Rout, Saumyaa Shah, S Manthira Moorthi +1
In the past few years supervised and adversarial learning have been widely adopted in various complex computer vision tasks. It seems natural to wonder whether another branch of ar…
S2A: Wasserstein GAN with Spatio-Spectral Laplacian Attention for Multi-Spectral Band Synthesis
Litu Rout, Indranil Misra, S Manthira Moorthi +1
Intersection of adversarial learning and satellite image processing is an emerging field in remote sensing. In this study, we intend to address synthesis of high resolution multi-s…