Search Results - "R T, Akash Guna"

Ante-Hoc Generation of Task-Agnostic Interpretation Maps by R T, Akash Guna, Benitez, Raul, O K, Sikha

“…Existing explainability approaches for convolutional neural networks (CNNs) are mainly applied after training (post-hoc) which is generally unreliable…”
Get full text

Interpreting CNN predictions using conditional Generative Adversarial Networks by Guna, R.T. Akash, Sikha, O.K., Benitez, Raul

“…We propose a novel method that trains a conditional Generative Adversarial Network (GAN) to generate visual explanations of a Convolutional Neural Network…”
Get full text

Beyond Uniform Scaling: Exploring Depth Heterogeneity in Neural Architectures by T, Akash Guna R, Chavan, Arnav, Gupta, Deepak

“…Conventional scaling of neural networks typically involves designing a base network and growing different dimensions like width, depth, etc. of the same by…”
Get full text

Interpreting CNN Predictions using Conditional Generative Adversarial Networks by Guna, R T Akash, Benitez, Raul, Sikha, O K

“…We propose a novel method that trains a conditional Generative Adversarial Network (GAN) to generate visual interpretations of a Convolutional Neural Network…”
Get full text