AI Transcription and Score Recognition

Powered by deep learning and audio/image recognition algorithms, Little Fish Piano Master supports converting various common digital scores, image scores, audio recordings, and performance videos into playable and exportable piano sheets directly in the app.

Read the guide and tutorials below to learn about the recommended format rankings and review standard sample representations.


Supported Formats & Performance Ranking

To achieve the highest transcription accuracy, we recommend choosing formats higher in the ranking:

👑 Recommended Accuracy Ranking:
MIDI Format (T0) > Staff Sheet (T1) > Jianpu Sheet (T2) > MP3 Audio (T3) > MP4 Video (T4)

Accuracy Tier Breakdown

TierFormatRecommendation / AccuracyPrincipleKey AdvantagesNotes & Limitations
T0 BestMIDI (.mid, .midi)★★★★★ (~100%)Digital note event parsingLossless conversion with exact pitch, BPM tempo, duration, and key positions; virtually zero errorSingle-track or standard dual-track piano MIDI files work best; avoid excessive control signals
T1 GreatStaff Sheet (.png, .jpg, .pdf)★★★★★ (~95%+)Optical Music Recognition (OMR)Standardized international notation; precise spatial note coordinates, clefs, and key signaturesEnsure flat paper, even lighting without shadows, and avoid tilt or reflections
T2 GoodJianpu Sheet (.png, .jpg, .pdf)★★★★☆ (~85%~90%)Numbered musical symbol pattern recognitionHighly popular in Asia; excellent for standard vocal and solo melodiesHandwritten scores or crowded lyrics may cause occasional octave dot misdetections; printed versions are best
T3 FairMP3 Audio (.mp3, .wav)★★★☆☆ (~75%~85%)Automatic Music Transcription (AMT) acoustic separationTranscribes directly from listening without needing any physical sheetSolo piano / dry acoustic piano works best; background accompaniment, vocals, drums, or heavy reverb can cause overtone errors
T4 ReferenceMP4 Video (.mp4)★★☆☆☆ (~65%~80%)Video audio track extraction + visual key assistanceDirectly converts screen recordings or performance videosAffected by video compression and ambient background noise; best as a fallback when no sheets or pure audio are available

Sample Assets Display

Using the public-domain classic "Twinkle, Twinkle, Little Star" as a standardized benchmark, we have organized 5 different format samples. You can review the score previews or listen to/play the media directly:

1. MIDI Sample

Format: .mid / Standard solo piano MIDI

Technical Features: Contains standard C Major 4/4 digital notes, tempo (BPM: 100), and timestamps. Lossless zero-error conversion directly into piano sheets.

🎵 Data Profile:
· Tone Channel: Acoustic Grand Piano
· Tempo & Meter: 100 BPM / 4/4 time
· Note Stream: Pure digital note events (C4-C4-G4-G4-A4-A4-G4... free from acoustic noise)
2. Staff Notation Sample

Format: .png / Lossless high-res image

Technical Features: Standard treble clef grand staff sheet music. Clefs, key signature, noteheads, and bar lines are sharp, flat, and shadow-free.

Staff sheet preview
3. Jianpu (Numbered Notation) Sample

Format: .png / Printed numbered musical score

Technical Features: Standard 1=C 4/4 printed typography with clear bar lines, rhythm bars, and aligned lyrics under uniform lighting.

Jianpu preview
4. MP3 Audio Sample

Format: .mp3 / Pure instrumental audio (24s)

Technical Features: Clean, unmixed solo piano melody without background noise or vocals; ideal benchmark for acoustic music transcription.

5. MP4 Video Sample

Format: .mp4 / Live piano recording video (15s)

Technical Features: Features piano keystroke visuals and live room acoustics; tests audio-visual transcription under mild ambient noise.


Tips for Maximizing Transcription Accuracy

To get the best possible transcription results, follow these guidelines when preparing your materials:

  1. Format Priority: Always prefer MIDI when available. If you have physical or digital sheets, choose staff or numbered notation before turning to noisy audio or videos.
  2. Photography Tips for Sheet Music:
    • Keep Flat: Flatten sheet music to prevent distorted staff lines caused by page curves.
    • Shoot Overhead: Hold your camera directly parallel to the page to avoid angle distortion.
    • Even Lighting: Capture in bright, uniform light; avoid casting shadows from your body or phone, and prevent lamp glares.
    • Sharp Focus: Keep text and lines crisp, avoiding motion blur.
  3. Audio & Video Selection:
    • Pure Instrument: Solo piano recordings yield much higher accuracy than tracks with percussion, electric guitars, or orchestral backing.
    • Avoid Vocals: Singing voices can be mistaken for melodic piano notes.
    • Reduce Room Reverb & Noise: Keep the recording device close to the piano sound source to minimize room echo and background noise.

Feature Entry

Sign in to your account, then follow the steps below from the Me page.

Tap Import score

Tap Import score

Tap AI score recognition

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Tap Recognize score

Tap Recognize score


Video Tutorial