Dynamic Batch Size Selection for Batch Mode Active Learning in Biometrics

Conference/Journal
IEEE
Authors
Shayok Chakraborty Vineeth N Balasubramanian Sethuraman Panchanathan
BibTex
Abstract
Abstract: Robust biometric recognition is of paramount importance in security and surveillance applications. In face based biometric systems, data is usually collected using a video camera with high frame rate and thus the captured data has high redundancy. Selecting the appropriate instances from this data to update a classification model, is a significant, yet valuable challenge. Active learning methods have gained popularity in identifying the salient and exemplar data instances from superfluous sets. Batch mode ...