Search Results for author: Vedant Singh

Found 4 papers, 1 papers with code

On Conditioning the Input Noise for Controlled Image Generation with Diffusion Models

no code implementations8 May 2022 Vedant Singh, Surgan Jandial, Ayush Chopra, Siddharth Ramesh, Balaji Krishnamurthy, Vineeth N. Balasubramanian

Conditional image generation has paved the way for several breakthroughs in image editing, generating stock photos and 3-D object generation.

Conditional Image Generation

On Saliency Maps and Adversarial Robustness

no code implementations14 Jun 2020 Puneet Mangla, Vedant Singh, Vineeth N. Balasubramanian

A Very recent trend has emerged to couple the notion of interpretability and adversarial robustness, unlike earlier efforts which solely focused on good interpretations or robustness against adversaries.

Adversarial Robustness

On the benefits of defining vicinal distributions in latent space

no code implementations14 Mar 2020 Puneet Mangla, Vedant Singh, Shreyas Jayant Havaldar, Vineeth N. Balasubramanian

The vicinal risk minimization (VRM) principle is an empirical risk minimization (ERM) variant that replaces Dirac masses with vicinal functions.

Auto-Encoding Progressive Generative Adversarial Networks For 3D Multi Object Scenes

1 code implementation8 Mar 2019 Vedant Singh, Manan Oza, Himanshu Vaghela, Pratik Kanani

The conventional 3D generative adversarial models are not efficient in generating multi object scenes, they usually tend to generate either one object or generate fuzzy results of multiple objects.

Object Representation Learning +1

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