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Fish4knowledge: Collecting and Analyzing Massive Coral Reef Fish Video Data
Paperback
Series: Intelligent Systems Reference Library, Book 104
Technology & EngineeringProgrammingZoology
ISBN13: 9783319807508
Publisher: Springer
Published: Apr 25 2018
Pages: 319
Weight: 1.05
Height: 0.71 Width: 6.14 Depth: 9.21
Language: English
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.
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