作者
Adam Herout, Radovan Jošth, Roman Juránek, Jiří Havel, Michal Hradiš, Pavel Zemčík
发表日期
2011/9
期刊
Journal of Real-Time Image Processing
卷号
6
页码范围
159-170
出版商
Springer-Verlag
简介
The aim of the research described in this article is to accelerate object detection in images and video sequences using graphics processors. It includes algorithmic modifications and adjustments of existing detectors, constructing variants of efficient implementations and evaluation comparing with efficient implementations on the CPUs. This article focuses on detection by statistical classifiers based on boosting. The implementation and the necessary algorithmic alterations are described, followed by experimental measurements of the created object detector and discussion of the results. The final solution outperforms the reference efficient CPU/SSE implementation, by approximately 6–8× for high-resolution videos using nVidia GeForce 9800GTX and Intel Core2 Duo E8200.
引用总数
2011201220132014201520162017201820192020202120222023295663556422
学术搜索中的文章
A Herout, R Jošth, R Juránek, J Havel, M Hradiš… - Journal of Real-Time Image Processing, 2011