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🔗 Source: nfdi4earth.de
📊 Size: 1.36 MB
📄 Pages: 7 pages
⬇️ Downloads: 627

Summary

Ankita Ravi Vaswani and Klas Ove Möller propose a new framework for analyzing aquatic ecosystems using high-throughput in situ imaging, focusing on developing an image analysis pipeline for semi-automated functional trait annotation of zooplankton. The pipeline will combine taxonomic classification with semi-automated segmentation of traits, and will be applied to a continuously monitored North Sea region. A convolutional neural network will be trained for full automation, enabling new investigations in aquatic research, ecosystem modeling, and global biogeochemical flux estimations. The project aims to deliver a data-analysis pipeline, an annotated trait dataset, a CNN for automated feature learning, tutorials, and an open-source code repository.

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Ankita Ravi Vaswani and Klas Ove Möller propose a new framework for analyzing aquatic ecosystems using high-throughput in situ imaging, focusing on developing...

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  • File Format: PDF
  • File Size: 1.36 MB
  • Pages: 7
  • Language: EN
  • Total Downloads: 627
  • Last Updated: 18 hours ago

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