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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, MP
This 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) 2010

Pagination

1-8

ISBN

978-1-4244-9629-7

Department/School

School of Information and Communication Technology

Publisher

IEEE

Place of publication

IEEE Explore Digital Library

Event title

Image and Vision Computing New Zealand (IVCNZ)

Event Venue

Queenstown, New Zealand

Date of Event (Start Date)

2010-11-08

Date of Event (End Date)

2010-11-09

Rights statement

Copyright 2010 IEEE

Repository Status

  • Restricted

Socio-economic Objectives

Expanding knowledge in the information and computing sciences

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