Learning From Less Data: Diversified Subset Selection and Active Learning in Image Classification Tasks

no code implementations • 28 May 2018 • Vishal Kaushal, Anurag Sahoo, Khoshrav Doctor, Narasimha Raju, Suyash Shetty, Pankaj Singh, Rishabh Iyer, Ganesh Ramakrishnan

Supervised machine learning based state-of-the-art computer vision techniques are in general data hungry and pose the challenges of not having adequate computing resources and of high costs involved in human labeling efforts.

Active Learning BIG-bench Machine Learning +4