Title | : | Building Robust Deep Neural Networks: Recent Advances and Efficient Training Techniques |
Speaker | : | Prof. R. Venkatesh Babu (IISC Bangalore) |
Details | : | Mon, 11 Dec, 2023 5:00 PM @ Google Meet |
Abstract: | : | Deep learning has achieved unprecedented success in many of the computer vision applications. The data-driven deep models have shown remarkable progress in many ill-posed problems such as 3D reconstruction from 2D images, depth estimation from monocular image, etc. On the other hand, these sophisticated overparameterized deep networks are easily fooled by carefully crafted, imperceptible noise, called adversarial perturbations, added to the image. As more and more sensitive applications were developed based on deep models, adversarial robustness research has gained more attention in recent years. This talk will introduce and explore some recent works towards efficient training of adversarially robust deep models.
Google Meet Link: https://meet.google.com/hsd-fhin-aov |