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Learnt Combination in Object Detector Ensembles
conference contribution
posted on 2023-05-23, 05:47 authored by Neugebauer, C, Cameron-Jones, RM, Horton, MPThis paper considers the application of meta-classification techniques to the task of object detection. The technique of learnt combination is presented and evaluated in the domain of face detection: in the case of an ensemble of greyscale detectors it is shown to be as effective as pre-existing ensemble detection techniques. It is shown that considering detectors operating on different colour channels can improve performance; to exploit this, a method for selecting appropriate colour channels is also presented. Also presented is a new data set for training and evaluating colour-based face detectors.
History
Publication title
Proceedings of Image and Vision Computing New Zealand (IVCNZ) 2010Pagination
1-8ISBN
978-1-4244-9629-7Department/School
School of Information and Communication TechnologyPublisher
IEEEPlace of publication
IEEE Explore Digital LibraryEvent title
Image and Vision Computing New Zealand (IVCNZ)Event Venue
Queenstown, New ZealandDate of Event (Start Date)
2010-11-08Date of Event (End Date)
2010-11-09Rights statement
Copyright 2010 IEEERepository Status
- Restricted