Generalized batch mode active learning for face-based biometric recognition

Conference/Journal
Pergamon
Authors
Shayok Chakraborty Vineeth N Balasubramanian Sethuraman Panchanathan
BibTex
Abstract
Against the backdrop of growing concerns about security, face-based biometrics has emerged as a methodology to reliably infer human identity. Active learning algorithms automatically select appropriate data samples to train a classifier and reduce human effort in annotating data instances. In this work, a novel optimization based batch mode active learning strategy has been applied to face recognition. The flexibility of the framework is corroborated by its ability to incorporate additional available information. Our results on ...