Disclaimer

SmartBirds publishes bird-identification features and reference material with clear limits and source attribution.

• Image results are candidate rankings rather than expert verification.
• Closed-benchmark familiarity should not be confused with field-ready generalization.
• BirdNET-style scores should be treated as ranked detector outputs rather than direct probabilities.

• BirdNET score-interpretation guidance
• CUB-200-2011 dataset reference
• Cornell Lab bird-ID reference
• Read the project methodology