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How to improve the accuracy of AI sheet music recognition?

2025-08-20 235

5 Key Optimization Strategies

Based on the existing technical architecture of ScoreFlow, the following dimensions are suggested to improve the recognition effect:

  • Input quality::
    • Sheet music using white background + black notes (contrast > 70%)
    • Keep your cell phone parallel to the sheet music when shooting, a distance of 30-50cm is recommended.
    • Recognition Accuracy Improvement in Uniform Lighting Environments 40%
  • parameter optimization::
    • Complex scores are prioritized for MusicXML output (retains more data)
    • Turn on the "Advanced Symbol Recognition" option in Settings
  • Subsequent amendments::
    • Manual Verification with Muscore Free Edition
    • Create customized substitution rules for specific symbols (e.g., triplets) that have repeated errors

DEVELOPER FEEDBACK: The upcoming v1.2 release will include a live preview of the fixes, allowing users to mark problem areas for re-recognition during the conversion process.

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