Search Results - "Ellen, Jeffrey S."
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Zooglider: An autonomous vehicle for optical and acoustic sensing of zooplankton
Published in Limnology and oceanography, methods (01-01-2019)“…We present the design and preliminary results from ocean deployments of Zooglider, a new autonomous zooplankton‐sensing glider. Zooglider is a modified Spray…”
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Journal Article -
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Improving UUV Seafloor Machine Learning with Environmental Metadata
Published in OCEANS 2023 - MTS/IEEE U.S. Gulf Coast (25-09-2023)“…Recent developments in metadata inclusion for image-based networks have provided promising results in improving image classification accuracy, especially…”
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Conference Proceeding -
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Toward improving unmanned underwater vehicle sensing operations through characterization of the impacts and limitations of in situ environmental conditions
Published in OCEANS 2022, Hampton Roads (17-10-2022)“…Many uncrewed underwater vehicles (UUV) missions are currently planned, executed, and analyzed with minimal environmental awareness. One common UUV operation…”
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Conference Proceeding -
4
Improving plankton image classification using context metadata
Published in Limnology and oceanography, methods (01-08-2019)“…Advances in both hardware and software are enabling rapid proliferation of in situ plankton imaging methods, requiring more effective machine learning…”
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Journal Article -
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Beyond transfer learning: Leveraging ancillary images in automated classification of plankton
Published in Limnology and oceanography, methods (25-09-2024)“…We assess whether a supervised machine learning algorithm, specifically a convolutional neural network (CNN), achieves higher accuracy on planktonic image…”
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Journal Article -
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In-situ data from two 1500+ sub-mesoscale near-Lagrangian float deployments across 14 different sensor types
Published in OCEANS 2022, Hampton Roads (17-10-2022)“…Here we describe a publicly available dataset of near-Lagrangian data points collected over multiple months (FebAug 2022) in the Gulf of Mexico and the Western…”
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Conference Proceeding -
7
Machine learning techniques to characterize functional traits of plankton from image data
Published in Limnology and oceanography (01-08-2022)“…Plankton imaging systems supported by automated classification and analysis have improved ecologists' ability to observe aquatic ecosystems. Today, we are on…”
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Journal Article