How SmartBirds works

SmartBirds documents the photo workflow, the species-library background, and the limits visitors should keep in mind when using predictions.

• Species pages are built from the CUB-200-2011 bird dataset and its annotation structure.
• Predictions are meant to support bird review, not replace it.
• Guides are anchored to practical bird-ID workflow and official Cornell references where possible.
• Audio work is still a secondary feature compared with photo ID.
• Technical references are collected here so the rest of the site can stay practical.

• Read the audit page
• Read the site overview
• Read the public guide library
• CUB-200-2011 dataset reference
• BirdNET score-interpretation guidance
• Cornell Lab bird-ID reference