# Accurate image-based identification of macroinvertebrate specimens using deep learning—How much training data is needed?

> Research article (PeerJ, 2022) · cited 21× · AI/ML

**Wikidata**: [openalex:W4292707965](https://www.wikidata.org/wiki/openalex:W4292707965)  
**Source**: https://4ort.xyz/entity/accurate-image-based-identification-of-macroinvertebrate-specimens-using-deep-learninghow-much-training-data-is-needed