Automated Gelatinous Zooplankton Acquisition and Recognition
Created by W.Langdon from
gp-bibliography.bib Revision:1.8098
- @InProceedings{Corgnati:2014:CVAUI,
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author = "Lorenzo Corgnati and Luca Mazzei and Simone Marini and
Stefano Aliani and Alessandra Conversi and
Annalisa Griffa and Bruno Isoppo and Ennio Ottaviani",
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booktitle = "ICPR Workshop on Computer Vision for Analysis of
Underwater Imagery (CVAUI 2014)",
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title = "Automated Gelatinous Zooplankton Acquisition and
Recognition",
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year = "2014",
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month = "24-24 " # aug,
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address = "Stockholm",
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keywords = "genetic algorithms, genetic programming, SVM, pattern
recognition, gelatinous zooplankton, underwater
imaging, feature selection, underwater camera, GUARD1,
autonomous vehicle",
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isbn13 = "978-1-4799-6713-1",
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DOI = "doi:10.1109/CVAUI.2014.12",
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size = "8 pages",
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abstract = "Much is still unknown about marine plankton abundance
and dynamics in the open and interior ocean. Especially
challenging is the knowledge of gelatinous zooplankton
distribution, since it has a very fragile structure and
cannot be directly sampled using traditional net based
techniques. In the last decades there has been an
increasing interest in the oceanographic community
toward imaging systems. In this paper the performance
of three different methodologies, Tikhonov
regularisation, Support Vector Machines, and Genetic
Programming, are analysed for the recognition of
gelatinous zooplankton. The three methods have been
tested on images acquired in the Ligurian Sea by a low
cost under-water standalone system (GUARD1). The
results indicate that the three methods provide
gelatinous zooplankton identification with high
accuracy showing a good capability in robustly
selecting relevant features, thus avoiding
computational-consuming preprocessing stages. These
aspects fit the requirements for running on an
autonomous imaging system designed for long lasting
deployments.",
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notes = "Also known as \cite{6961262}
ISMAR-Marine Sciences Institute in La Spezia,
CNR-National Research Council of Italy, Lerici, SP,
Italy",
- }
Genetic Programming entries for
Lorenzo Paolo Corgnati
Luca Mazzei
Simone Marini
Stefano Aliani
Alessandra Conversi
Annalisa Griffa
Bruno Maria Isoppo
Ennio Ottaviani
Citations