Vehicle subtype, make and model classification from side profile video


Autoria(s): Boyle, Jonathan; Ferryman, James
Data(s)

25/08/2015

Resumo

This paper addresses the challenging domain of vehicle classification from pole-mounted roadway cameras, specifically from side-profile views. A new public vehicle dataset is made available consisting of over 10000 side profile images (86 make/model and 9 sub-type classes). 5 state-of-the-art classifiers are applied to the dataset, with the best achieving high classification rates of 98.7% for sub-type and 99.7- 99.9% for make and model recognition, confirming the assertion made that single vehicle side profile images can be used for robust classification.

Formato

text

Identificador

http://centaur.reading.ac.uk/47318/1/vehicleclassification_CENTAUR.pdf

Boyle, J. <http://centaur.reading.ac.uk/view/creators/90003633.html> and Ferryman, J. <http://centaur.reading.ac.uk/view/creators/90000220.html> (2015) Vehicle subtype, make and model classification from side profile video. In: 12th IEEE International Conference on Advanced Video- and Signal-based Surveillance (AVSS2015), August 25-28, 2015, Karlsruhe, Germany, pp. 1-6.

Idioma(s)

en

Relação

http://centaur.reading.ac.uk/47318/

creatorInternal Boyle, Jonathan

creatorInternal Ferryman, James

http://ieeexplore.ieee.org/xpl/articleDetails.jsp?reload=true&arnumber=7301783

Tipo

Conference or Workshop Item

PeerReviewed