How Far Can You Get By Combining Change Detection Algorithms?

Created by W.Langdon from gp-bibliography.bib Revision:1.8051

@Misc{oai:arXiv.org:1505.02921,

• author = "Simone Bianco and Gianluigi Ciocca and Raimondo Schettini",
• title = "How Far Can You Get By Combining Change Detection Algorithms?",
• year = "2015",
• month = may # "~12",
• note = "Comment: Submitted to IEEE Transactions on Image Processing",
• bibsource = "OAI-PMH server at export.arxiv.org",
• oai = "oai:arXiv.org:1505.02921",
• keywords = "genetic algorithms, genetic programming, computer science - computer vision and pattern recognition",
• URL = "http://arxiv.org/abs/1505.02921",
• abstract = "In this paper we investigate if simple change detection algorithms can be combined and used to create a more robust change detection algorithm by leveraging their individual peculiarities. We use Genetic Programming to combine the outputs (i.e. binary masks) of the detection algorithms with unary, binary and n-ary functions performing both masks' combination and post-processing. Genetic Programming allows us to automatically select the best algorithms, combine them in different ways, and perform the most suitable post-processing operations. Using different experimental settings, we created two algorithms that we named IUTIS-1 and IUTIS-2 (In Unity There Is Strength). These algorithms are compared against state-of-the-art change detection algorithms on the video sequences and ground truth annotations of the ChandeDetection.net (CDNET 2014) challenge. Results demonstrate that starting from simple algorithms we can achieve comparable results of more complex state-of-the-art change detection algorithms, while keeping the computational complexity affordable for real-time applications. Moreover, when our framework is applied to more complex algorithms, the resulting IUTIS-3 outperforms all the 33 state-of-the-art algorithms considered.",
• notes = "see \cite{Bianco:ieeeTEC}",

}

Genetic Programming entries for Simone Bianco Gianluigi Ciocca Raimondo Schettini

Citations