2 papers
cs.CV2022
Active Data Discovery: Mining Unknown Data using Submodular Information Measures
Suraj Kothawade, Shivang Chopra, Saikat Ghosh +1
Active Learning is a very common yet powerful framework for iteratively and adaptively sampling subsets of the unlabeled sets with a human in the loop with the goal of achieving la…
cs.CV2021
TALISMAN: Targeted Active Learning for Object Detection with Rare Classes and Slices using Submodular Mutual Information
Suraj Kothawade, Saikat Ghosh, Sumit Shekhar +2
Deep neural networks based object detectors have shown great success in a variety of domains like autonomous vehicles, biomedical imaging, etc. It is known that their success depen…