title of the data package that will be archived at NCEI
Title: FathomNet: An open-source image database for training, testing, and validating machine learning algorithms to help us understand our ocean and its inhabitants.
Description: The ocean is experiencing unprecedented rapid change, and visually monitoring marine biota at the spatiotemporal scales needed for responsible stewardship is a formidable task. Recent advances in machine learning enables fast, sophisticated analysis of visual data, but have had limited success in the ocean due to lack of data standardization, insufficient formatting, and demand for large, labeled datasets. To address this need, FathomNet provides an open-source image database that standardizes and aggregates expertly curated labeled data that can be used to train, test, and validate state-of-the-art artificial intelligence algorithms. FathomNet has been seeded with existing iconic and non-iconic imagery of marine animals, equipment, debris, and other concepts, and allows for future contributions from distributed data sources.
author and institution list for the data package that will be archive at NCEI
@hohonuuli will be generating this from the FathomNet API
a preview graphic (image) that you would like to represent the package for use on the NCEI website
hohonuuli
commented
2 weeks ago
Metadata for database package
FathomNet data package description:
title of the data package that will be archived at NCEI
Title: FathomNet: An open-source image database for training, testing, and validating machine learning algorithms to help us understand our ocean and its inhabitants.
Description: The ocean is experiencing unprecedented rapid change, and visually monitoring marine biota at the spatiotemporal scales needed for responsible stewardship is a formidable task. Recent advances in machine learning enables fast, sophisticated analysis of visual data, but have had limited success in the ocean due to lack of data standardization, insufficient formatting, and demand for large, labeled datasets. To address this need, FathomNet provides an open-source image database that standardizes and aggregates expertly curated labeled data that can be used to train, test, and validate state-of-the-art artificial intelligence algorithms. FathomNet has been seeded with existing iconic and non-iconic imagery of marine animals, equipment, debris, and other concepts, and allows for future contributions from distributed data sources.
author and institution list for the data package that will be archive at NCEI
@hohonuuli will be generating this from the FathomNet API
a preview graphic (image) that you would like to represent the package for use on the NCEI website