Towards Efficient and Effective Adversarial Training

1 code implementation • NeurIPS 2021 • Gaurang Sriramanan, Sravanti Addepalli, Arya Baburaj, Venkatesh Babu R

The vulnerability of Deep Neural Networks to adversarial attacks has spurred immense interest towards improving their robustness.

SwiDeN : Convolutional Neural Networks For Depiction Invariant Object Recognition

1 code implementation • 29 Jul 2016 • Ravi Kiran Sarvadevabhatla, Shiv Surya, Srinivas S. S. Kruthiventi, Venkatesh Babu R

Current state of the art object recognition architectures achieve impressive performance but are typically specialized for a single depictive style (e. g. photos only, sketches only).

Depiction Invariant Object Recognition Object

Analyzing structural characteristics of object category representations from their semantic-part distributions

no code implementations • 15 Sep 2015 • Ravi Kiran Sarvadevabhatla, Venkatesh Babu R

Studies from neuroscience show that part-mapping computations are employed by human visual system in the process of object recognition.

Object Object Recognition