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Title Fish4Knowledge : collecting and analyzing massive coral reef fish video data / Robert B. Fisher, Yun-Hen Chen-Burger, Daniela Giordano, Lynda Hardman, Fang-Pang Lin, editors
Published Switzerland : Springer, [2016]
©2016
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Description 1 online resource : color illustrations, color maps
Series Intelligent systems reference library ; volume 104
Intelligent systems reference library ; v. 104
Contents Overview of the Fish4Knowledge Project -- User Information Needs -- Supercomputing Resources -- Marine Video Data Capture and Storage -- Logical Data Resource Storage -- Software Architecture with Flexibility for the Data-Intensive Fish4Knowledge Project -- Fish4Knowledge Database Structure, Creating and Sharing Scientific Data) -- Intelligent Workflow Management for Fish4Knowledge using the SWELL System -- Fish Detection -- Fish Tracking -- Hierarchical Classification System with Reject Option for Live Fish Recognition -- Fish Behavior Analysis -- Understanding Uncertainty Issues in the Exploration of Fish Counts -- Data Groundtruthing and Crowdsourcing -- Counting on Uncertainty: Obtaining Fish Counts from Machine Learning Decisions -- Experiments with the Full Fish4Knowledge Dataset -- The Fish4Knowledge Virtual World Gallery -- Conclusions
Summary This book gives a start-to-finish overview of the whole Fish4Knowledge project, in 18 short chapters, each describing one aspect of the project. The Fish4Knowledge project explored the possibilities of big video data, in this case from undersea video. Recording and analyzing 90 thousand hours of video from ten camera locations, the project gives a 3 year view of fish abundance in several tropical coral reefs off the coast of Taiwan. The research system built a remote recording network, over 100 Tb of storage, supercomputer processing, video target detection and tracking, fish species recognition and analysis, a large SQL database to record the results and an efficient retrieval mechanism. Novel user interface mechanisms were developed to provide easy access for marine ecologists, who wanted to explore the dataset. The book is a useful resource for system builders, as it gives an overview of the many new methods that were created to build the Fish4Knowledge system in a manner that also allows readers to see how all the components fit together
Bibliography Includes bibliographical references and index
Notes Online resource; title from PDF title page (Ebsco, viewed March 30, 2016)
Subject Fish4Knowledge (Project)
Coral reef fishes -- Detection -- Data processing.
Video recording in marine ecology -- Data processing
Video recording in fish research -- Data processing.
Underwater videography -- Data processing.
Big data.
Form Electronic book
Author Fisher, R. B., editor
Chen-Burger, Yun-Heh, editor
Giordano, Daniela, 1948- editor
Hardman, Lynda, editor
Lin, Fang-Pang, editor
ISBN 331930206X (print)
3319302086 (electronic bk.)
9783319302065 (print)
9783319302089 (electronic bk.)