Title :
A benchmark for Background Subtraction Algorithms in monocular vision: A comparative study
Author :
Dhome, Yoann ; Tronson, Nicolas ; Vacavant, Antoine ; Chateau, Thierry ; Gabard, Christophe ; Goyat, Yann ; Gruyer, Dominique
Author_Institution :
LIST, CEA, Gif-sur-Yvette, France
Abstract :
Background subtraction of video sequences is mainly regarded as a solved problem. However, no complete benchmark about Background Subtraction Algorithms (BSA) has been established, with ground truth and associated quality measures. One of the reasons is that such comparative study needs annotated datasets. In this article, we propose a BSA evaluation dataset built from realistic synthetic image and we compare six BSA, according to several quality measures.
Keywords :
computer vision; image sequences; realistic images; background subtraction algorithm; monocular vision; quality measure; realistic synthetic image; video sequence; Benchmark testing; Electronic mail; Equations; Image color analysis; Mathematical model; Pixel; Video sequences; Video processing; background subtraction dataset; benchmark; video surveillance;
Conference_Titel :
Image Processing Theory Tools and Applications (IPTA), 2010 2nd International Conference on
Conference_Location :
Paris
Print_ISBN :
978-1-4244-7247-5
DOI :
10.1109/IPTA.2010.5586792