A Two-Layer Night-time Vehicle Detector
dc.contributor.author | Wang, Weihong | |
dc.contributor.author | Shen, Chunhua | |
dc.contributor.author | Zhang, Jian | |
dc.contributor.author | Paisitkriangkrai, Sakrapee | |
dc.coverage.spatial | Melbourne Australia | |
dc.date.accessioned | 2015-12-10T22:36:13Z | |
dc.date.created | December 1-3 2009 | |
dc.date.issued | 2009 | |
dc.date.updated | 2016-02-24T11:00:09Z | |
dc.description.abstract | We present a two-layer night time vehicle detector in this work. At the first layer, vehicle headlight detection [1, 2, 3] is applied to find areas (bounding boxes) where the possible pairs of headlights locate in the image, the Haar feature based AdaBoost framework is then applied to detect the vehicle front. This approach has achieved a very promising performance for vehicle detection at night time. Our results show that the proposed algorithm can obtain a detection rate of over 90% at a very low false positive rate (1:5%). Without any code optimization, it also performs at a faster speed compared to the standard Haar feature based AdaBoost approach [4]. | |
dc.identifier.isbn | 9780769538662 | |
dc.identifier.uri | http://hdl.handle.net/1885/56595 | |
dc.publisher | Institute of Electrical and Electronics Engineers (IEEE Inc) | |
dc.relation.ispartofseries | Digital Image Computing: Techniques and Applications (DICTA 2009) | |
dc.source | Proceedings of the Digital Image Computing: Techniques and Applications (DICTA 2009) | |
dc.source.uri | http://www.informatik.uni-trier.de/~ley/db/conf/dicta/dicta2009.html | |
dc.subject | Keywords: AdaBoost; Bounding box; Code optimization; Detection rates; False positive rates; Haar features; Night time; Two layers; Vehicle detection; Vehicle detector; Adaptive boosting; Algorithms; Headlights; Image processing; Vehicles; Detectors | |
dc.title | A Two-Layer Night-time Vehicle Detector | |
dc.type | Conference paper | |
local.bibliographicCitation.lastpage | 167 | |
local.bibliographicCitation.startpage | 162 | |
local.contributor.affiliation | Wang, Weihong, University of New South Wales | |
local.contributor.affiliation | Shen, Chunhua, College of Engineering and Computer Science, ANU | |
local.contributor.affiliation | Zhang, Jian, University of New South Wales | |
local.contributor.affiliation | Paisitkriangkrai, Sakrapee, University of New South Wales | |
local.contributor.authoremail | repository.admin@anu.edu.au | |
local.contributor.authoruid | Shen, Chunhua, a224095 | |
local.description.embargo | 2037-12-31 | |
local.description.notes | Imported from ARIES | |
local.description.refereed | Yes | |
local.identifier.absfor | 080199 - Artificial Intelligence and Image Processing not elsewhere classified | |
local.identifier.ariespublication | u4334215xPUB368 | |
local.identifier.doi | 10.1109/DICTA.2009.33 | |
local.identifier.scopusID | 2-s2.0-77950301471 | |
local.identifier.uidSubmittedBy | u4334215 | |
local.type.status | Published Version |
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