The University of Southampton
University of Southampton Institutional Repository

HISTOGRAM OF CONFIDENCES FOR PERSON DETECTION

Middleton, Lee and Snowdon, James (2010) HISTOGRAM OF CONFIDENCES FOR PERSON DETECTION At ICIP 2010.

Record type: Conference or Workshop Item (Paper)

Abstract

This paper focuses on the problem of person detection in harsh industrial environments. Different image regions often have different requirements for the person to be detected. Additionally, as the environment can change on a frame to frame basis even previously detected people can fail to be found. In our work we adapt a previously trained classifier to improve its performance in the industrial environment. The classifier output is initially used an image descriptor. Structure from the descriptor history is learned using semi-supervised learning to boost overall performance. In comparison with two state of the art person detectors we see gains of 10%. Our approach is generally applicable to pretrained classifiers which can then be specialised for a specific scene

PDF 2010_-_22325.pdf - Other
Download (5MB)

More information

Submitted date: September 2010
Additional Information: Event Dates: September 2010
Venue - Dates: ICIP 2010, 2010-09-01
Organisations: Electronics & Computer Science, IT Innovation

Identifiers

Local EPrints ID: 272325
URI: http://eprints.soton.ac.uk/id/eprint/272325
PURE UUID: d229ad74-c89d-4a93-b0b5-674cba589c7f

Catalogue record

Date deposited: 24 May 2011 15:14
Last modified: 18 Jul 2017 06:26

Export record

Contributors

Author: Lee Middleton
Author: James Snowdon

University divisions

Download statistics

Downloads from ePrints over the past year. Other digital versions may also be available to download e.g. from the publisher's website.

View more statistics

Atom RSS 1.0 RSS 2.0

Contact ePrints Soton: eprints@soton.ac.uk

ePrints Soton supports OAI 2.0 with a base URL of http://eprints.soton.ac.uk/cgi/oai2

This repository has been built using EPrints software, developed at the University of Southampton, but available to everyone to use.

We use cookies to ensure that we give you the best experience on our website. If you continue without changing your settings, we will assume that you are happy to receive cookies on the University of Southampton website.

×