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Annotated fish imagery data for individual and species recognition with deep learning

Dates

Publication Date
Time Period
2021

Citation

Hitt, N.P., Kessler, K.G., and Letcher, B.H., 2021, Annotated fish imagery data for individual and species recognition with deep learning: U.S. Geological Survey data release, https://doi.org/10.5066/P9NMVL2Q.

Summary

We provide annotated fish imagery data for use in deep learning models (e.g., convolutional neural networks) for individual and species recognition. For individual recognition models, the dataset consists of annotated .json files of individual brook trout imagery collected at the Eastern Ecological Science Center's Experimental Stream Laboratory. For species recognition models, the dataset consists of annotated .json files for 7 freshwater fish species: lake trout, largemouth bass, smallmouth bass, brook trout, rainbow trout, walleye, and northern pike. Species imagery was compiled from Anglers Atlas and modified to remove human faces for privacy protection. We used open-source VGG image annotation software developed by Oxford University: [...]

Contacts

Point of Contact :
Nathaniel P Hitt
Originator :
Nathaniel P Hitt, Karmann G Kessler, Benjamin Letcher
Metadata Contact :
Nathaniel P Hitt
Publisher :
U.S. Geological Survey
Distributor :
U.S. Geological Survey - ScienceBase
SDC Data Owner :
Eastern Ecological Science Center
USGS Mission Area :
Ecosystems

Attached Files

Click on title to download individual files attached to this item.

Individual_BrookTrout.zip 49.19 KB application/zip
Metadata.xml
Original FGDC Metadata

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18.73 KB application/fgdc+xml
Species_BrookTrout.zip 48.4 KB application/zip
Species_LakeTrout.zip 45.65 KB application/zip
Species_LargemouthBass.zip 53.6 KB application/zip
Species_NorthernPike.zip 50.12 KB application/zip
Species_RainbowTrout.zip 46.73 KB application/zip
Species_SmallmouthBass.zip 71.28 KB application/zip
Species_Walleye.zip 60.64 KB application/zip

Purpose

The purpose of this dataset is to provide annotated fish imagery data for use in deep learning models (e.g., convolutional neural networks) for individual and species recognition.

Map

Communities

  • Eastern Ecological Science Center

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Provenance

Data source
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Additional Information

Identifiers

Type Scheme Key
DOI https://www.sciencebase.gov/vocab/category/item/identifier doi:10.5066/P9NMVL2Q

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