no code implementations • 8 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.
no code implementations • 14 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.
no code implementations • 14 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.
1 code implementation • 8 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.