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

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: https://www.robots.ox.ac.uk/~vgg/software/via/via-1.0.6.html.

Data and Resources

Field Value
accessLevel public
bureauCode {010:12}
catalog_@context https://project-open-data.cio.gov/v1.1/schema/catalog.jsonld
catalog_conformsTo https://project-open-data.cio.gov/v1.1/schema
catalog_describedBy https://project-open-data.cio.gov/v1.1/schema/catalog.json
identifier USGS:6064bc6dd34eff1443414c28
metadata_type geospatial
modified 20210726
old-spatial -141.1084, 36.2439, -60.6006, 69.2560
publisher U.S. Geological Survey
publisher_hierarchy Department of the Interior > U.S. Geological Survey
resource-type Dataset
source_datajson_identifier true
source_hash d13080d8ee2bb4119d67e74affa043a26f28f1de
source_schema_version 1.1
spatial {"type": "Polygon", "coordinates": [[[-141.1084, 36.2439], [-141.1084, 69.2560], [ -60.6006, 69.2560], [ -60.6006, 36.2439], [-141.1084, 36.2439]]]}
theme {geospatial}
Groups
  • AmeriGEOSS
  • National Provider
  • North America
Tags
  • ai
  • amerigeo
  • amerigeoss
  • canada
  • ckan
  • fish
  • geo
  • geoss
  • kearneysville-west-virginia
  • machine-learning
  • national
  • north-america
  • united-states
  • usgs-6064bc6dd34eff1443414c28
isopen False
license_id notspecified
license_title License not specified
maintainer Nathaniel P Hitt
maintainer_email nhitt@usgs.gov
metadata_created 2025-11-20T05:02:42.803162
metadata_modified 2025-11-20T05:02:42.803166
notes 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: https://www.robots.ox.ac.uk/~vgg/software/via/via-1.0.6.html.
num_resources 2
num_tags 14
title Annotated fish imagery data for individual and species recognition with deep learning