Search Results for author: Anantha Sharma

Found 6 papers, 0 papers with code

A comparative analysis of SRGAN models

no code implementations18 Jul 2023 Fatemeh Rezapoor Nikroo, Ajinkya Deshmukh, Anantha Sharma, Adrian Tam, Kaarthik Kumar, Cleo Norris, Aditya Dangi

In this study, we evaluate the performance of multiple state-of-the-art SRGAN (Super Resolution Generative Adversarial Network) models, ESRGAN, Real-ESRGAN and EDSR, on a benchmark dataset of real-world images which undergo degradation using a pipeline.

Generative Adversarial Network Image Super-Resolution +2

Life of PII -- A PII Obfuscation Transformer

no code implementations16 May 2023 Ajinkya Deshmukh, Saumya Banthia, Anantha Sharma

We show that our approach can effectively reduce utility loss while preserving the original information, offering greater flexibility in the trade-off between privacy protection and data utility.

Differential Privacy for Credit Risk Model

no code implementations24 Jun 2021 Tabish Maniar, Alekhya Akkinepally, Anantha Sharma

Our interest is a pragmatic implementation in an operational environment, which necessitates a general purpose differentially private modeling framework, and we evaluate one such tool from LeapYear as applied to the Credit Risk modeling domain.

Decision Making

TableZa -- A classical Computer Vision approach to Tabular Extraction

no code implementations19 May 2021 Saumya Banthia, Anantha Sharma, Ravi Mangipudi

Computer aided Tabular Data Extraction has always been a very challenging and error prone task because it demands both Spectral and Spatial Sanity of data.

Techniques to Improve Q&A Accuracy with Transformer-based models on Large Complex Documents

no code implementations26 Sep 2020 Chejui Liao, Tabish Maniar, Sravanajyothi N, Anantha Sharma

This paper discusses the effectiveness of various text processing techniques, their combinations, and encodings to achieve a reduction of complexity and size in a given text corpus.

Classification of descriptions and summary using multiple passes of statistical and natural language toolkits

no code implementations10 Sep 2020 Saumya Banthia, Anantha Sharma

This document describes a possible approach that can be used to check the relevance of a summary / definition of an entity with respect to its name.

General Classification

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