149 citations · 278 across the 55 of their papers we have counts for
5 papers · 1 filter
Semi-supervised Active Learning for Video Action Detection
Ayush Singh, Aayush J Rana, Akash Kumar +2
In this work, we focus on label efficient learning for video action detection. We develop a novel semi-supervised active learning approach which utilizes both labeled as well as un…
PRAT: PRofiling Adversarial aTtacks
Rahul Ambati, Naveed Akhtar, Ajmal Mian +1
Intrinsic susceptibility of deep learning to adversarial examples has led to a plethora of attack techniques with a broad common objective of fooling deep models. However, we find…
Robustness Analysis on Foundational Segmentation Models
Madeline Chantry Schiappa, Shehreen Azad, Sachidanand VS +4
Due to the increase in computational resources and accessibility of data, an increase in large, deep learning models trained on copious amounts of multi-modal data using self-super…
A Large-Scale Analysis on Self-Supervised Video Representation Learning
Akash Kumar, Ashlesha Kumar, Vibhav Vineet +1
Self-supervised learning is an effective way for label-free model pre-training, especially in the video domain where labeling is expensive. Existing self-supervised works in the vi…
Probing Conceptual Understanding of Large Visual-Language Models
Madeline Schiappa, Raiyaan Abdullah, Shehreen Azad +4
In recent years large visual-language (V+L) models have achieved great success in various downstream tasks. However, it is not well studied whether these models have a conceptual g…