Rapid Image Annotator

A tool for rapidly associating spatial and textual information with large numbers of images.

Current capabilities:

  • Toolsets geared for extremely rapid image annotation. Users report speeds of up to ~1,000 images annotated per hour for simple tasks and ~200 image per hour for complex tasks
  • Spatial annotation of bounding boxes, bounding circles, lines, and points
  • Text annotation of entire image or individual spatial markers
  • Complete customizability of keyboard inputs
  • Currently only available for Windows 10-11

Things I developed this software for:

  • Annotation of 510,000 insect bounding boxes for computer vision training
  • Labeling of 8,600 milkweed flowers with age classifications
  • Measuring of 17,500 scale bars for standardizing herbivory analyses

Downloads

Rapid Taxonomic Annotator

A tool for annototating insect images with taxonomic identified from the GBIF taxonomic backbone.

Current capabilities:

  • Bulk annotation of images with taxonomic data.
  • Sorting and filtering of images by pre-assigned labels. Images can be searched by taxonomic name and filtered to specific identified taxonomic levels
  • Direct linkage to the GBIF taxonomic backbone. The program includes a local copy of the backbone, which can be searched to apply specific names to images
  • Currently only available for Windows 10-11

Downloads

If you use these programs, please cite:

  • A. Grele and L. Richards. 2026. BugNet: a rapid and scalable pipeline for automated insect monitoring using hierarchical data. Frontiers in Ecology and Evolution 14:1750931.