Unified Cross-modal Translation of Score Images, Symbolic Music, and Performance Audio
1Department of Artificial Intelligence, Sogang University, Seoul, Republic of Korea, 2Department of Art & Technology, Sogang University, Seoul, Republic of Korea
3Department of Physics Education, Seoul National University, Seoul, Republic of Korea, 4Computer Science Department, Carnegie Mellon University, Pittsburgh, United States
Abstract
Music exists in various modalities, such as score images, symbolic scores, MIDI, and audio. Translations between each modality are established as core tasks of music information retrieval, such as automatic music transcription (audio-to-MIDI) and optical music recognition (score image to symbolic score). However, most past work on multimodal translation trains specialized models on individual translation tasks. Here, we propose a unified approach, where we train a general-purpose model on many translation tasks simultaneously. The viability of this approach is enabled by our newly presented 1,300 hours of paired audio-score image data collected from YouTube videos, which is an order of magnitude larger than any existing music modal translation datasets. By tokenizing continuous modalities like score images and audio using discrete autoencoders, we treat modal translation between images, music notation, MIDI, and audio as a discrete seq2seq problem and train a single encoder-decoder Transformer model. Our experimental results demonstrate that a unified model trained on multiple translation tasks outperforms task-specific models. Notably, our approach achieves the first successful score-image-conditioned audio generation, marking a significant breakthrough in cross-modal music generation. Additionally, our model achieves state-of-the-art performance in optical music recognition, showing the effectiveness of our unified framework.
Model Directions
Overview of our proposed unified multimodal translation framework. We employ a single Transformer encoder-decoder model for each direction—one for Image-to-Audio direction (I2A) tasks and another for Audio-to-Image direction (A2I) tasks. Each model jointly handles multiple translation tasks. All modalities are discretised into token sequences, enabling end-to-end, multitask training entirely at the token level. Importantly, multitask training leads to synergistic improvements across tasks, rather than degrading performance. Note that we train separate models for I2A and A2I directions; the two directions do not share weights.
Model Structure
Inference Examples
Our multi-task, multimodal models successfully perform translation between four different modalities of music representation (score images, MusicXML, MIDI, and performance audio). Notably, we are the first to achieve end-to-end score-image-to-audio translation. As each modality highlight different aspects of music understanding, we find that the information learned for one translation task boosts performance for others.
Out of the many possible directions of modal translation, we showcase inference results for four notable ones below.
- Image-to-Audio (I2A)
- Multi Stage Image-to-Audio (OMR -> M2A)
- Optical Music Recognition (OMR)
- MIDI-to-Audio (M2A)
- Automatic Music Transcription (AMT)
- Audio-to-Image (A2I)
- Image-to-Audio (I2A) in All Genres
Image-to-Audio (I2A)
[top]Attention Visualization in direct I2A
Our model demonstrates the first successful implementation of direct score-image-to-audio translation (Image RVQ tokens to Audio RVQ tokens). The above video illustrates the model's attention activation during inference. The upper section shows the original sheet music notation (processed with 16px * 16px image tokens), and the lower section the attention matrix during audio generation. The clear diagonal pattern demonstrates how our model systematically processes the notation from left to right while generating corresponding performance audio.
Shown below are full inference results from two models (one trained for OMR and image-to-audio, and one trained for OMR, I2A, and MIDI-to-audio) on two datasets.
| Model | Dataset | |
|---|---|---|
| YTSV-T11 | BPSD | |
| OMR + I2A | ||
| OMR + I2A + M2A | ||
Multi Stage Image-to-Audio (OMR -> M2A)
[top]This is a comparison between direct end-to-end I2A and "multi stage" strategies. With `Ours multistage`, we convert our model's OMR output (in MusicXML) to MIDI using conventional notation software and only use our own model for MIDI-to-Audio translation. For `Zeus -> VirtuosoNet -> MSD`, we employ existing pre-trained models to perform each translation step: Zeus for OMR, VirtuosoNet for performance modeling, and Music Spectrogram Diffusion(MSD) for audio synthesis. We also added our model's direct Image-to-Audio result for comparison as `Ours direct I2A`.
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| Ground Truth | ||||
| Output | Ours direct I2A | |||
| Ours multistage | ||||
| Zeus -> VirtuosoNet -> MSD | ||||
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| Ground Truth | ||||
| Output | Ours direct I2A | |||
| Ours multistage | ||||
| Zeus -> VirtuosoNet -> MSD | ||||
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| Ground Truth | ||||
| Output | Ours direct I2A | |||
| Ours multistage | ||||
| Zeus -> VirtuosoNet -> MSD | ||||
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| Ground Truth | ||||
| Output | Ours direct I2A | |||
| Ours multistage | ||||
| Zeus -> VirtuosoNet -> MSD | ||||
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| Ground Truth | ||||
| Output | Ours direct I2A | |||
| Ours multistage | ||||
| Zeus -> VirtuosoNet -> MSD | ||||
Optical Music Recognition (OMR)
[top]Our model also demonstrates state-of-the-art OMR (image RVQ tokens to Linearized MusicXML [LMX] tokens) performance. Shown below are the input score images (raw and tokenized) and OMR results (output as LMX tokens, rendered as images for comparison).
| Input | Original Image |
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| Reconstructed Image RVQ |
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| Output | Ground Truth (rendered, LMX) |
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measure key:fifths:4 time beats:4 beat-type:4 clef:G2 staff:1 clef:F4 staff:2 A4 voice:1 quarter stem:up staff:1 tied:stop slur:start chord C5 quarter natural tied:stop G4 quarter chord B4 quarter A4 half tied:start slur:stop chord C5 half sharp tied:start backup whole E4 voice:2 half dot stem:down staff:1 slur:stop D4 quarter slur:start backup whole E3 voice:3 quarter stem:down staff:2 rest quarter rest quarter rest eighth B1 16th 3in2 stem:up beam:begin beam:begin tuplet:start C2 16th 3in2 D2 16th 3in2 beam:end beam:end tuplet:stop measure A4 voice:1 quarter stem:up staff:1 tied:stop slur:start chord C5 quarter tied:stop G4 quarter chord B4 quarter A4 half tied:start slur:stop chord C5 half natural tied:start backup whole E4 voice:2 half dot stem:down staff:1 slur:stop D4 quarter slur:start backup whole E2 voice:3 quarter stem:up staff:2 rest quarter rest quarter rest eighth B2 16th 3in2 beam:begin beam:begin tuplet:start C3 16th 3in2 D3 16th 3in2 beam:end beam:end tuplet:stop measure A4 voice:1 quarter stem:up staff:1 tied:stop slur:start chord C5 quarter natural tied:stop G4 quarter chord B4 quarter A4 half tied:start slur:stop chord C5 half sharp tied:start backup whole E4 voice:2 half dot stem:down staff:1 slur:stop D4 quarter slur:start backup whole E3 voice:3 quarter stem:down staff:2 rest quarter rest quarter rest eighth B1 16th 3in2 stem:up beam:begin beam:begin tuplet:start C2 16th 3in2 D2 16th 3in2 beam:end beam:end tuplet:stop measure A4 voice:1 quarter stem:up staff:1 tied:stop chord C5 quarter sharp tied:stop G4 quarter staccato chord B4 quarter A4 quarter stem:down staccato chord D5 quarter B4 quarter staccato chord E5 quarter backup whole E4 voice:2 quarter stem:down staff:1 slur:stop print-object:no rest quarter print-object:no rest half backup whole E2 voice:3 quarter stem:up staff:2 E3 quarter stem:down staccato chord B3 quarter F3 quarter staccato chord B3 quarter G3 quarter staccato chord B3 quarter measure G5 voice:1 quarter dot stem:up staff:1 slur:start F5 eighth slur:stop E5 quarter staccato D5 quarter staccato backup whole A4 voice:2 half stem:down staff:1 chord C5 half B4 quarter staccato B4 quarter staccato backup whole A3 voice:3 half stem:down staff:2 chord C4 half chord F4 half B3 quarter staccato chord G4 quarter B3 quarter staccato chord F4 quarter
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| Prediction (rendered, LMX) |
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measure key:fifths:4 time beats:2 beat-type:2 clef:G2 staff:1 clef:F4 staff:2 A4 voice:1 quarter stem:down staff:1 chord C5 quarter G4 quarter stem:up chord B4 quarter A4 half tied:start chord C5 half tied:start backup whole E4 voice:5 half dot stem:down staff:1 D4 quarter tied:start backup whole E3 voice:6 quarter stem:down staff:2 rest quarter rest quarter rest eighth B1 16th 3in2 beam:begin beam:begin tuplet:start C2 16th 3in2 D2 16th 3in2 beam:end beam:end tuplet:stop measure A4 voice:1 quarter stem:down staff:1 tied:stop chord C5 quarter tied:stop G4 quarter stem:up chord B4 quarter A4 half stem:down tied:start chord C5 half tied:start backup whole D4 voice:5 half dot stem:down staff:1 tied:stop D4 quarter tied:start backup whole E2 voice:6 quarter stem:down staff:2 rest quarter rest quarter rest eighth B2 16th 3in2 beam:begin beam:begin tuplet:start C3 16th 3in2 D3 16th 3in2 beam:end beam:end tuplet:stop measure A4 voice:1 quarter stem:down staff:1 tied:stop chord C5 quarter tied:stop G4 quarter stem:up chord B4 quarter A4 half tied:start chord C5 half tied:start backup whole D4 voice:5 half dot stem:down staff:1 tied:stop D4 quarter tied:start backup whole E3 voice:6 quarter stem:down staff:2 rest quarter rest quarter rest eighth B1 16th 3in2 beam:begin beam:begin tuplet:start C2 16th 3in2 D2 16th 3in2 beam:end beam:end tuplet:stop measure A4 voice:1 quarter stem:down staff:1 tied:stop chord C5 quarter tied:stop G4 quarter stem:up chord B4 quarter A4 quarter stem:down chord D5 quarter B4 quarter chord E5 quarter backup whole E4 voice:5 quarter stem:down staff:1 tied:stop rest quarter staff:2 rest quarter rest eighth G3 eighth chord B3 eighth backup whole E2 voice:6 quarter stem:down staff:2 E3 quarter chord B3 quarter F3 quarter chord B3 quarter G3 quarter chord B3 quarter measure G5 voice:1 quarter dot stem:down staff:1 F5 eighth E5 quarter D5 quarter backup whole A4 voice:5 half stem:down staff:1 chord C5 half B4 quarter B4 quarter backup whole A3 voice:6 half stem:down staff:2 chord C4 half chord F4 half B3 quarter chord G4 quarter B3 quarter chord F4 quarter
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| Input | Original Image |
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| Reconstructed Image RVQ |
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| Output | Ground Truth (rendered, LMX) |
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measure key:fifths:0 time beats:2 beat-type:4 clef:G2 staff:1 clef:F4 staff:2 G4 voice:1 16th stem:down staff:1 chord C5 16th chord E5 16th F4 16th sharp stem:up chord C5 16th chord D5 16th sharp G4 16th stem:down chord C5 16th chord E5 16th A4 16th tied:start chord C5 16th tied:start chord E5 16th tied:start chord A5 16th tied:start A4 16th tied:stop chord C5 16th tied:stop chord E5 16th tied:stop chord A5 16th tied:stop G5 16th E5 16th C5 16th backup half C2 voice:5 eighth stem:down staff:2 beam:begin chord C3 eighth G3 eighth beam:end chord C4 eighth chord E4 eighth E2 eighth beam:begin chord E3 eighth G3 eighth beam:end chord C4 eighth chord E4 eighth measure D5 voice:1 eighth natural stem:down staff:1 E5 16th beam:begin beam:begin C5 16th beam:end beam:end tied:start C5 16th beam:begin beam:begin tied:stop C5 16th B4 16th B4 16th flat beam:end beam:end backup half F4 voice:5 eighth dot natural stem:down staff:1 chord B4 eighth dot natural E4 16th tied:start chord G4 16th tied:start E4 eighth tied:stop chord G4 eighth tied:stop rest eighth staff:2 backup half G1 voice:6 eighth stem:up staff:2 beam:begin chord G2 eighth G3 eighth beam:end chord B3 eighth chord F4 eighth C2 eighth stem:down beam:begin chord C3 eighth G3 eighth beam:end chord C4 eighth chord E4 eighth measure A4 voice:1 16th stem:up staff:1 beam:begin beam:begin G4 16th sharp A4 16th C5 16th beam:end beam:end E5 16th stem:down beam:begin beam:begin D5 16th C5 16th A4 16th beam:end beam:end backup half rest voice:5 quarter staff:2 F4 eighth stem:down staff:1 beam:begin F4 eighth beam:end backup half F2 voice:6 eighth stem:down staff:2 beam:begin chord F3 eighth A3 eighth beam:end chord C4 eighth chord F4 eighth A2 eighth beam:begin chord A3 eighth A2 eighth flat beam:end chord A3 eighth flat measure E4 voice:1 eighth stem:up staff:1 chord C5 eighth E4 16th chord A4 16th E4 16th tied:start chord G4 16th natural tied:start E4 16th tied:stop chord G4 16th tied:stop G5 16th stem:down E5 16th C5 16th backup half G2 voice:5 eighth stem:down staff:2 beam:begin chord G3 eighth G3 eighth beam:end chord C4 eighth C3 eighth beam:begin chord C4 eighth G3 eighth beam:end chord C4 eighth chord E4 eighth
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| Prediction (rendered, LMX) |
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measure key:fifths:0 time beats:2 beat-type:4 clef:G2 staff:1 clef:F4 staff:2 G4 voice:1 16th stem:up staff:1 chord C5 16th chord E5 16th F4 16th sharp chord C5 16th chord D5 16th sharp G4 16th chord C5 16th chord E5 16th A4 16th tied:start chord C5 16th tied:start chord E5 16th tied:start chord A5 16th tied:start A4 16th tied:stop chord C5 16th tied:stop chord E5 16th tied:stop chord A5 16th tied:stop G5 16th E5 16th C5 16th backup half C2 voice:2 eighth stem:down staff:2 beam:begin chord C3 eighth G3 eighth beam:end chord C4 eighth chord E4 eighth E2 eighth beam:begin chord E3 eighth G3 eighth beam:end chord C4 eighth chord E4 eighth backup half print-object:no rest voice:5 rest:measure staff:2 measure D5 voice:1 eighth natural stem:up staff:1 E5 16th beam:begin beam:begin C5 16th beam:end beam:end tied:start C5 16th beam:begin beam:begin tied:stop C5 16th B4 16th B4 16th flat beam:end beam:end backup half F4 voice:2 eighth dot natural stem:down staff:1 chord B4 eighth dot natural E4 16th tied:start chord G4 16th tied:start E4 eighth tied:stop chord G4 eighth tied:stop rest eighth backup half G1 voice:5 eighth stem:up staff:2 beam:begin chord G2 eighth G3 eighth beam:end chord B3 eighth chord F4 eighth C2 eighth stem:down beam:begin chord C3 eighth G3 eighth beam:end chord C4 eighth chord E4 eighth measure A4 voice:1 16th stem:up staff:1 beam:begin beam:begin G4 16th sharp A4 16th C5 16th beam:end beam:end E5 16th beam:begin beam:begin D5 16th C5 16th A4 16th beam:end beam:end backup half rest voice:2 quarter staff:1 F4 eighth stem:down beam:begin F4 eighth beam:end backup half F2 voice:5 eighth stem:down staff:2 beam:begin chord F3 eighth A3 eighth beam:end chord C4 eighth chord F4 eighth A2 eighth beam:begin chord A3 eighth A2 eighth flat beam:end chord A3 eighth flat measure E4 voice:1 eighth stem:up staff:1 chord C5 eighth E4 16th chord A4 16th E4 16th tied:start chord G4 16th natural tied:start E4 16th tied:stop chord G4 16th tied:stop G5 16th E5 16th C5 16th backup half G2 voice:2 eighth stem:down staff:2 beam:begin chord G3 eighth G3 eighth beam:end chord C4 eighth C3 eighth beam:begin chord C4 eighth G3 eighth beam:end chord C4 eighth chord E4 eighth backup half print-object:no rest voice:5 rest:measure staff:2
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| Input | Original Image |
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| Reconstructed Image RVQ |
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| Output | Ground Truth (rendered, LMX) |
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measure key:fifths:0 clef:G2 staff:1 clef:F4 staff:2 G5 voice:1 quarter dot sharp stem:down staff:1 A5 eighth backup half D5 voice:5 quarter dot stem:down staff:1 C5 eighth backup half rest voice:6 eighth staff:2 B2 eighth stem:down beam:begin B3 eighth A3 eighth beam:end measure C5 voice:1 eighth stem:down staff:1 beam:begin chord E5 eighth B4 eighth chord D5 eighth A4 eighth chord C5 eighth G4 eighth sharp beam:end chord B4 eighth backup half D4 voice:5 quarter stem:down staff:2 E4 quarter measure A4 voice:1 eighth stem:down staff:1 beam:begin C5 eighth E5 eighth A5 eighth beam:end backup half A3 voice:5 quarter stem:down staff:2 rest quarter measure B5 voice:1 quarter dot flat stem:down staff:1 G5 eighth natural backup half rest voice:5 eighth staff:2 C4 eighth sharp stem:down beam:begin G4 eighth natural B4 eighth flat beam:end measure G5 voice:1 eighth stem:down staff:1 beam:begin F5 eighth E5 eighth D5 eighth beam:end backup half rest voice:5 eighth staff:2 D4 eighth stem:down beam:begin F4 eighth A4 eighth beam:end
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| Prediction (rendered, LMX) |
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measure key:fifths:0 clef:G2 staff:1 clef:F4 staff:2 G5 voice:1 quarter dot sharp stem:down staff:1 A5 eighth backup half D5 voice:5 quarter dot stem:down staff:1 C5 eighth sharp backup half rest voice:6 eighth staff:2 B2 eighth stem:down beam:begin B3 eighth A3 eighth beam:end measure C5 voice:1 eighth natural stem:down staff:1 beam:begin chord E5 eighth B4 eighth chord D5 eighth A4 eighth chord C5 eighth G4 eighth sharp beam:end chord B4 eighth backup half D4 voice:5 quarter stem:down staff:2 E4 quarter measure A4 voice:1 eighth stem:down staff:1 beam:begin C5 eighth E5 eighth A5 eighth beam:end backup half A3 voice:5 quarter stem:down staff:2 rest quarter measure B5 voice:1 quarter dot flat stem:down staff:1 G5 eighth sharp backup half rest voice:5 eighth staff:2 C4 eighth sharp stem:up beam:begin G4 eighth sharp B4 eighth flat beam:end backup half rest voice:6 eighth staff:2 C4 quarter dot stem:down measure G5 voice:1 eighth natural stem:down staff:1 beam:begin F5 eighth E5 eighth D5 eighth beam:end backup half rest voice:5 eighth staff:2 D4 eighth stem:down beam:begin F4 eighth A4 eighth beam:end
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| Input | Original Image |
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| Reconstructed Image RVQ |
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| Output | Ground Truth (rendered, LMX) |
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measure key:fifths:2 time beats:3 beat-type:8 clef:G2 staff:1 clef:F4 staff:2 F5 voice:1 16th stem:down staff:1 beam:begin beam:begin D5 16th E5 16th C5 16th D5 16th B4 16th beam:end beam:end backup quarter backup eighth E3 voice:5 eighth stem:down staff:2 beam:begin chord D4 eighth E3 eighth chord C4 eighth E3 eighth beam:end chord B3 eighth measure C5 voice:1 eighth stem:down staff:1 B4 eighth dot C5 32nd beam:begin beam:begin beam:begin D5 32nd beam:end beam:end beam:end backup quarter backup eighth A3 voice:5 16th stem:down staff:2 beam:begin beam:begin E4 16th G3 16th sharp E4 16th E3 16th E4 16th beam:end beam:end measure C5 voice:1 eighth stem:down staff:1 B4 eighth dot C5 32nd beam:begin beam:begin beam:begin D5 32nd beam:end beam:end beam:end backup quarter backup eighth A3 voice:5 16th stem:down staff:2 beam:begin beam:begin E4 16th G3 16th sharp E4 16th E3 16th E4 16th beam:end beam:end measure C5 voice:1 eighth stem:down staff:1 B4 eighth dot C5 32nd beam:begin beam:begin beam:begin D5 32nd beam:end beam:end beam:end backup quarter backup eighth A3 voice:5 16th stem:down staff:2 beam:begin beam:begin E4 16th G3 16th sharp E4 16th E3 16th E4 16th beam:end beam:end measure C5 voice:1 16th stem:down staff:1 beam:begin beam:begin A4 16th D5 16th B4 16th E5 16th C5 16th beam:end beam:end backup quarter backup eighth A3 voice:5 eighth stem:down staff:2 beam:begin B3 eighth C4 eighth beam:end
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| Prediction (rendered, LMX) |
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measure key:fifths:2 time beats:3 beat-type:8 clef:G2 staff:1 clef:F4 staff:2 F5 voice:1 16th stem:down staff:1 beam:begin beam:begin D5 16th E5 16th C5 16th D5 16th B4 16th beam:end beam:end backup quarter backup eighth E3 voice:5 eighth stem:down staff:2 beam:begin chord D4 eighth E3 eighth chord C4 eighth E3 eighth beam:end chord B3 eighth measure C5 voice:1 eighth stem:down staff:1 B4 eighth dot C5 32nd beam:begin beam:begin beam:begin D5 32nd beam:end beam:end beam:end backup quarter backup eighth A3 voice:5 16th stem:down staff:2 beam:begin beam:begin E4 16th G3 16th sharp E4 16th E3 16th E4 16th beam:end beam:end measure C5 voice:1 eighth stem:down staff:1 B4 eighth dot C5 32nd beam:begin beam:begin beam:begin D5 32nd beam:end beam:end beam:end backup quarter backup eighth A3 voice:5 16th stem:down staff:2 beam:begin beam:begin E4 16th G3 16th sharp E4 16th E3 16th E4 16th beam:end beam:end measure C5 voice:1 eighth stem:down staff:1 B4 eighth dot C5 32nd beam:begin beam:begin beam:begin D5 32nd beam:end beam:end beam:end backup quarter backup eighth A3 voice:5 16th stem:down staff:2 beam:begin beam:begin E4 16th G3 16th sharp E4 16th E3 16th E4 16th beam:end beam:end measure C5 voice:1 16th stem:down staff:1 beam:begin beam:begin A4 16th D5 16th B4 16th E5 16th C5 16th beam:end beam:end backup quarter backup eighth A3 voice:5 eighth stem:down staff:2 beam:begin B3 eighth C4 eighth beam:end
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| Input | Original Image |
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| Reconstructed Image RVQ |
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| Output | Ground Truth (rendered, LMX) |
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measure key:fifths:2 clef:G2 staff:1 clef:F4 staff:2 B4 voice:1 quarter dot stem:up staff:1 grace A4 16th beam:begin beam:begin slur:start grace B4 16th beam:end beam:end A4 eighth dot beam:begin slur:stop B4 16th beam:forward-hook G4 eighth natural beam:end backup half backup quarter B3 voice:2 quarter stem:down staff:1 chord F4 quarter B3 eighth chord F4 eighth E4 quarter sharp E4 eighth backup half backup quarter D3 voice:5 quarter stem:up staff:2 D3 eighth C3 quarter sharp chord B3 quarter B3 eighth backup half backup quarter G2 voice:6 quarter dot stem:down staff:2 tied:start G2 quarter tied:stop C3 eighth measure F4 voice:1 half dot stem:up staff:1 tied:start tenuto backup half backup quarter F3 voice:2 quarter stem:down staff:1 chord B3 quarter chord D4 quarter sharp F3 eighth chord B3 eighth chord D4 eighth G3 quarter sharp chord E4 quarter G3 eighth chord D4 eighth sharp backup half backup quarter F2 voice:5 quarter stem:up staff:2 chord B2 quarter F2 eighth chord B2 eighth E2 quarter chord B2 quarter E2 eighth chord B2 eighth measure F4 voice:1 quarter stem:up staff:1 tied:stop A3 eighth chord C4 eighth chord F4 eighth D4 quarter natural chord F4 quarter chord B4 quarter F4 eighth natural chord A4 eighth chord D5 eighth backup half backup quarter A3 voice:2 quarter sharp stem:down staff:1 chord C4 quarter backup quarter F2 voice:5 quarter stem:up staff:2 chord C3 quarter F2 eighth chord C3 eighth B2 quarter stem:down chord F3 quarter B3 eighth measure F5 voice:1 quarter stem:up staff:1 D5 eighth slur:start C5 eighth dot beam:begin B4 16th beam:forward-hook A4 eighth sharp beam:end backup half backup quarter G4 voice:2 quarter sharp stem:down staff:1 G4 eighth natural tied:start G4 quarter dot tied:stop backup half backup quarter D4 voice:5 quarter stem:up staff:2 A3 eighth sharp B3 eighth dot beam:begin C4 16th beam:forward-hook D4 eighth beam:end backup half backup quarter E3 voice:6 half dot stem:down staff:2
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| Prediction (rendered, LMX) |
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measure key:fifths:2 clef:G2 staff:1 clef:F4 staff:2 B4 voice:1 quarter dot stem:up staff:1 grace grace:slash B4 eighth A4 eighth dot beam:begin slur:start B4 16th beam:forward-hook G4 eighth sharp beam:end slur:stop backup half backup quarter B3 voice:2 quarter stem:down staff:1 chord F4 quarter B3 eighth chord F4 eighth E4 quarter sharp E4 eighth backup half backup quarter D3 voice:5 quarter stem:up staff:2 D3 eighth B3 quarter B3 eighth backup half backup quarter G2 voice:6 quarter dot stem:down staff:2 tied:start G2 quarter tied:stop chord C3 quarter sharp C3 eighth measure F4 voice:1 half dot stem:up staff:1 tied:start accent backup half backup quarter F3 voice:2 quarter stem:down staff:1 chord B3 quarter chord D4 quarter sharp F3 eighth chord B3 eighth chord D4 eighth G3 quarter sharp chord E4 quarter G3 eighth chord D4 eighth natural backup half backup quarter F2 voice:5 quarter stem:up staff:2 chord B2 quarter F2 eighth chord B2 eighth E2 quarter chord B2 quarter E2 eighth chord B2 eighth measure A3 voice:1 quarter sharp stem:down staff:1 chord C4 quarter chord F4 quarter A3 eighth stem:up chord C4 eighth chord F4 eighth D4 quarter natural chord F4 quarter chord B4 quarter F4 eighth natural chord A4 eighth chord D5 eighth backup half backup quarter F2 voice:5 quarter stem:up staff:2 chord C3 quarter F2 eighth chord C3 eighth B2 quarter stem:down chord F3 quarter B3 eighth measure F5 voice:1 quarter stem:up staff:1 D5 eighth slur:start C5 eighth dot beam:begin B4 16th beam:forward-hook A4 eighth sharp beam:end backup half backup quarter G4 voice:2 quarter sharp stem:down staff:1 G4 eighth natural F4 quarter dot backup half backup quarter D4 voice:5 quarter stem:up staff:2 A3 eighth sharp B3 eighth dot beam:begin C4 16th beam:forward-hook D4 eighth beam:end backup half backup quarter E3 voice:6 half dot stem:down staff:2
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| Input | Original Image |
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| Reconstructed Image RVQ |
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| Output | Ground Truth (rendered, LMX) |
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measure key:fifths:-4 clef:G2 staff:1 clef:F4 staff:2 rest voice:1 eighth staff:1 A3 eighth stem:up beam:begin slur:start C4 eighth chord E4 eighth A3 eighth E4 eighth A3 eighth beam:end slur:stop backup half backup quarter A2 voice:5 half stem:up staff:2 slur:start C3 quarter slur:stop measure rest voice:1 eighth staff:1 B3 eighth stem:up beam:begin slur:start D4 eighth chord G4 eighth B3 eighth D4 eighth chord G4 eighth B3 eighth beam:end slur:stop backup half backup quarter E2 voice:5 half stem:up staff:2 E3 quarter stem:down measure C4 voice:1 eighth stem:up staff:1 chord A4 eighth D4 eighth beam:begin slur:start chord F4 eighth C4 eighth chord E4 eighth B3 eighth chord D4 eighth A3 eighth chord C4 eighth B3 eighth beam:end slur:stop chord D4 eighth backup half backup quarter A2 voice:5 quarter stem:down staff:2 chord E3 quarter rest quarter rest quarter measure C4 voice:1 eighth stem:up staff:1 beam:begin slur:start chord E4 eighth A3 eighth C4 eighth E4 eighth beam:end slur:stop B3 eighth natural beam:begin slur:start chord D4 eighth natural F4 eighth beam:end slur:stop backup half backup quarter A2 voice:5 half dot stem:up staff:2 measure C4 voice:1 eighth stem:up staff:1 beam:begin slur:start chord E4 eighth A3 eighth C4 eighth E4 eighth beam:end slur:stop E4 eighth beam:begin slur:start chord A4 eighth A3 eighth beam:end slur:stop backup half backup quarter A2 voice:5 half stem:up staff:2 C3 quarter
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| Prediction (rendered, LMX) |
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measure key:fifths:-4 clef:G2 staff:1 clef:F4 staff:2 rest voice:1 eighth staff:1 G3 eighth stem:up beam:begin slur:start B3 eighth chord E4 eighth G3 eighth E4 eighth G3 eighth beam:end slur:stop backup half backup quarter A2 voice:5 half stem:up staff:2 slur:start C3 quarter slur:stop measure rest voice:1 eighth staff:1 G3 eighth stem:up beam:begin slur:start D4 eighth chord G4 eighth G3 eighth D4 eighth chord G4 eighth G3 eighth beam:end slur:stop backup half backup quarter D2 voice:5 half stem:up staff:2 E3 quarter stem:down measure B3 voice:1 eighth stem:up staff:1 chord A4 eighth C4 eighth beam:begin slur:start chord F4 eighth B3 eighth chord E4 eighth A3 eighth chord D4 eighth G3 eighth chord B3 eighth A3 eighth beam:end slur:stop chord D4 eighth backup half backup quarter A2 voice:5 quarter stem:down staff:2 chord E3 quarter rest quarter rest quarter measure B3 voice:1 eighth stem:up staff:1 beam:begin slur:start chord E4 eighth G3 eighth B3 eighth E4 eighth beam:end slur:stop G3 eighth flat beam:begin slur:start chord C4 eighth sharp F4 eighth beam:end slur:stop backup half backup quarter A2 voice:5 half dot stem:up staff:2 measure B3 voice:1 eighth stem:up staff:1 beam:begin slur:start chord E4 eighth G3 eighth B3 eighth E4 eighth beam:end slur:stop D4 eighth beam:begin slur:start chord A4 eighth G3 eighth beam:end slur:stop backup half backup quarter A2 voice:5 half stem:up staff:2 C3 quarter
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| Input | Original Image |
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| Reconstructed Image RVQ |
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| Output | Ground Truth (rendered, LMX) |
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measure key:fifths:0 clef:G2 staff:1 clef:G2 staff:2 C6 voice:1 eighth 3in2 stem:up staff:1 beam:begin tuplet:start slur:start A5 eighth 3in2 F5 eighth 3in2 beam:end tuplet:stop G5 eighth slur:stop rest eighth A5 eighth 3in2 beam:begin tuplet:start slur:start F5 eighth 3in2 D5 eighth 3in2 beam:end tuplet:stop E5 eighth slur:stop rest eighth backup whole C5 voice:2 quarter stem:down staff:1 slur:start D5 eighth slur:stop forward eighth A4 quarter slur:start B4 eighth slur:stop backup half backup quarter backup eighth A3 voice:5 quarter stem:up staff:2 slur:start chord C4 quarter chord F4 quarter B3 eighth slur:stop chord D4 eighth chord G4 eighth rest eighth clef:F4 staff:2 F3 quarter stem:down slur:start chord A3 quarter chord D4 quarter G3 eighth slur:stop chord B3 eighth chord E4 eighth rest eighth measure clef:F4 staff:1 F3 voice:1 half stem:down staff:1 tied:start accent chord B3 half flat tied:start chord D4 half tied:start chord F4 half tied:start F3 quarter tied:stop chord B3 quarter tied:stop chord D4 quarter tied:stop chord F4 quarter tied:stop rest quarter backup whole C3 voice:5 eighth stem:up staff:2 staccato rest eighth C2 eighth staccato rest eighth C3 eighth staccato rest eighth C2 eighth staccato rest eighth measure F3 voice:1 half stem:up staff:1 tied:start accent chord D4 half tied:start F3 quarter tied:stop chord D4 quarter tied:stop print-object:no rest quarter backup whole A3 voice:2 half flat stem:down staff:1 tied:start slur:start A3 quarter flat tied:stop B3 quarter flat backup whole C3 voice:5 eighth stem:up staff:2 staccato rest eighth C2 eighth staccato rest eighth C3 eighth staccato rest eighth C2 eighth staccato rest eighth
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| Prediction (rendered, LMX) |
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measure key:fifths:0 clef:G2 staff:1 clef:G2 staff:2 C6 voice:1 eighth 3in2 stem:up staff:1 beam:begin tuplet:start slur:start A5 eighth 3in2 F5 eighth 3in2 beam:end tuplet:stop G5 eighth slur:stop rest eighth A5 eighth 3in2 beam:begin tuplet:start slur:start F5 eighth 3in2 D5 eighth 3in2 beam:end tuplet:stop E5 eighth slur:stop rest eighth backup whole C5 voice:2 quarter stem:down staff:1 D5 eighth slur:stop rest eighth A4 quarter B4 eighth rest eighth backup whole A3 voice:5 quarter stem:up staff:2 slur:start chord C4 quarter chord F4 quarter B3 eighth slur:stop chord D4 eighth chord G4 eighth rest eighth clef:F4 staff:2 F3 quarter stem:down slur:start chord A3 quarter chord D4 quarter G3 eighth slur:stop chord B3 eighth chord E4 eighth rest eighth measure clef:F4 staff:1 F3 voice:1 half stem:down staff:1 tied:start chord B3 half flat tied:start chord D4 half tied:start chord F4 half tied:start F3 quarter tied:stop chord B3 quarter tied:stop chord D4 quarter tied:stop chord F4 quarter tied:stop rest quarter backup whole C3 voice:5 eighth stem:up staff:2 rest eighth C2 eighth rest eighth C3 eighth rest eighth C2 eighth rest eighth measure F3 voice:1 half stem:down staff:1 tied:start strong-accent chord A3 half flat tied:start chord D4 half tied:start F3 quarter tied:stop chord D4 quarter tied:stop B3 quarter flat backup whole A3 voice:2 half stem:down staff:1 tied:start A3 quarter tied:stop B3 quarter flat backup whole C3 voice:5 eighth stem:up staff:2 rest eighth C2 eighth rest eighth C3 eighth rest eighth C2 eighth rest eighth
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| Input | Original Image |
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| Reconstructed Image RVQ |
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| Output | Ground Truth (rendered, LMX) |
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measure key:fifths:0 time beats:4 beat-type:4 clef:G2 staff:1 clef:F4 staff:2 rest voice:1 half staff:1 A3 quarter stem:up chord C4 quarter chord F4 quarter chord A4 quarter A4 quarter stem:down chord C5 quarter chord F5 quarter chord A5 quarter backup whole F1 voice:2 quarter stem:up staff:2 chord F2 quarter F2 quarter chord F3 quarter rest half measure rest voice:1 half staff:1 G3 quarter stem:up chord C4 quarter chord E4 quarter chord G4 quarter G4 quarter stem:down chord C5 quarter chord E5 quarter chord G5 quarter backup whole G1 voice:2 quarter stem:up staff:2 chord G2 quarter G2 quarter chord G3 quarter rest half measure rest voice:1 half staff:1 B3 quarter stem:up chord D4 quarter chord F4 quarter chord B4 quarter B4 quarter stem:down chord D5 quarter chord F5 quarter chord B5 quarter backup whole G1 voice:2 quarter stem:up staff:2 chord G2 quarter G2 quarter chord G3 quarter rest half measure C4 voice:1 16th stem:up staff:1 beam:begin beam:begin C5 16th B3 16th B4 16th beam:end beam:end C4 16th beam:begin beam:begin C5 16th D4 16th D5 16th beam:end beam:end E4 16th stem:down beam:begin beam:begin E5 16th F4 16th F5 16th beam:end beam:end G4 16th beam:begin beam:begin G5 16th A4 16th A5 16th beam:end beam:end backup whole C2 voice:2 16th stem:up staff:2 beam:begin beam:begin C3 16th B1 16th B2 16th beam:end beam:end C2 16th beam:begin beam:begin C3 16th D2 16th D3 16th beam:end beam:end E2 16th beam:begin beam:begin E3 16th F2 16th F3 16th beam:end beam:end G2 16th stem:down beam:begin beam:begin G3 16th A2 16th A3 16th beam:end beam:end measure B4 voice:1 16th stem:down staff:1 beam:begin beam:begin B5 16th C5 16th C6 16th beam:end beam:end D5 16th beam:begin beam:begin D6 16th E5 16th E6 16th beam:end beam:end F5 16th beam:begin beam:begin F6 16th E5 16th E6 16th beam:end beam:end F5 16th beam:begin beam:begin F6 16th D5 16th D6 16th beam:end beam:end backup whole B2 voice:2 16th stem:down staff:2 beam:begin beam:begin B3 16th C3 16th C4 16th beam:end beam:end D3 16th beam:begin beam:begin D4 16th E3 16th E4 16th beam:end beam:end F3 16th beam:begin beam:begin F4 16th E3 16th E4 16th beam:end beam:end F3 16th beam:begin beam:begin F4 16th D3 16th D4 16th beam:end beam:end
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| Prediction (rendered, LMX) |
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measure key:fifths:0 time beats:4 beat-type:4 clef:G2 staff:1 clef:F4 staff:2 rest voice:1 half staff:1 A3 quarter stem:up chord C4 quarter chord F4 quarter chord A4 quarter A4 quarter stem:down chord C5 quarter chord F5 quarter chord A5 quarter backup whole F1 voice:5 quarter stem:up staff:2 chord F2 quarter F2 quarter chord F3 quarter rest half measure rest voice:1 half staff:1 G3 quarter stem:up chord C4 quarter chord E4 quarter chord G4 quarter G4 quarter stem:down chord C5 quarter chord E5 quarter chord G5 quarter backup whole G1 voice:5 quarter stem:up staff:2 chord G2 quarter G2 quarter chord G3 quarter rest half measure rest voice:1 half staff:1 B3 quarter stem:up chord D4 quarter chord F4 quarter chord B4 quarter B4 quarter stem:down chord D5 quarter chord F5 quarter chord B5 quarter backup whole G1 voice:5 quarter stem:up staff:2 chord G2 quarter G2 quarter chord G3 quarter rest half measure C4 voice:1 16th stem:up staff:1 beam:begin beam:begin C5 16th B3 16th B4 16th beam:end beam:end C4 16th beam:begin beam:begin C5 16th D4 16th D5 16th beam:end beam:end E4 16th beam:begin beam:begin E5 16th F4 16th F5 16th beam:end beam:end G4 16th stem:down beam:begin beam:begin G5 16th A4 16th A5 16th beam:end beam:end backup whole C2 voice:5 16th stem:up staff:2 beam:begin beam:begin C3 16th B1 16th B2 16th beam:end beam:end C2 16th beam:begin beam:begin C3 16th D2 16th D3 16th beam:end beam:end E2 16th beam:begin beam:begin E3 16th F2 16th F3 16th beam:end beam:end G2 16th beam:begin beam:begin G3 16th A2 16th A3 16th beam:end beam:end measure B4 voice:1 16th stem:down staff:1 beam:begin beam:begin B5 16th C5 16th C6 16th beam:end beam:end D5 16th beam:begin beam:begin D6 16th E5 16th E6 16th beam:end beam:end F5 16th beam:begin beam:begin F6 16th E5 16th E6 16th beam:end beam:end F5 16th beam:begin beam:begin F6 16th D5 16th D6 16th beam:end beam:end backup whole B2 voice:5 16th stem:down staff:2 beam:begin beam:begin B3 16th C3 16th C4 16th beam:end beam:end D3 16th beam:begin beam:begin D4 16th E3 16th E4 16th beam:end beam:end F3 16th beam:begin beam:begin F4 16th E3 16th E4 16th beam:end beam:end F3 16th beam:begin beam:begin F4 16th D3 16th F4 16th beam:end beam:end
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| Input | Original Image |
|
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| Reconstructed Image RVQ |
|
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| Output | Ground Truth (rendered, LMX) |
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measure key:fifths:0 time beats:4 beat-type:4 clef:G2 staff:1 clef:F4 staff:2 rest voice:1 half staff:1 A3 quarter stem:up chord C4 quarter chord F4 quarter chord A4 quarter A4 quarter stem:down chord C5 quarter chord F5 quarter chord A5 quarter backup whole F1 voice:2 quarter stem:up staff:2 chord F2 quarter F2 quarter chord F3 quarter rest half measure rest voice:1 half staff:1 G3 quarter stem:up chord C4 quarter chord E4 quarter chord G4 quarter G4 quarter stem:down chord C5 quarter chord E5 quarter chord G5 quarter backup whole G1 voice:2 quarter stem:up staff:2 chord G2 quarter G2 quarter chord G3 quarter rest half measure rest voice:1 half staff:1 B3 quarter stem:up chord D4 quarter chord F4 quarter chord B4 quarter B4 quarter stem:down chord D5 quarter chord F5 quarter chord B5 quarter backup whole G1 voice:2 quarter stem:up staff:2 chord G2 quarter G2 quarter chord G3 quarter rest half measure C4 voice:1 16th stem:up staff:1 beam:begin beam:begin C5 16th B3 16th B4 16th beam:end beam:end C4 16th beam:begin beam:begin C5 16th D4 16th D5 16th beam:end beam:end E4 16th stem:down beam:begin beam:begin E5 16th F4 16th F5 16th beam:end beam:end G4 16th beam:begin beam:begin G5 16th A4 16th A5 16th beam:end beam:end backup whole C2 voice:2 16th stem:up staff:2 beam:begin beam:begin C3 16th B1 16th B2 16th beam:end beam:end C2 16th beam:begin beam:begin C3 16th D2 16th D3 16th beam:end beam:end E2 16th beam:begin beam:begin E3 16th F2 16th F3 16th beam:end beam:end G2 16th stem:down beam:begin beam:begin G3 16th A2 16th A3 16th beam:end beam:end measure B4 voice:1 16th stem:down staff:1 beam:begin beam:begin B5 16th C5 16th C6 16th beam:end beam:end D5 16th beam:begin beam:begin D6 16th E5 16th E6 16th beam:end beam:end F5 16th beam:begin beam:begin F6 16th E5 16th E6 16th beam:end beam:end F5 16th beam:begin beam:begin F6 16th D5 16th D6 16th beam:end beam:end backup whole B2 voice:2 16th stem:down staff:2 beam:begin beam:begin B3 16th C3 16th C4 16th beam:end beam:end D3 16th beam:begin beam:begin D4 16th E3 16th E4 16th beam:end beam:end F3 16th beam:begin beam:begin F4 16th E3 16th E4 16th beam:end beam:end F3 16th beam:begin beam:begin F4 16th D3 16th D4 16th beam:end beam:end
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| Prediction (rendered, LMX) |
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measure key:fifths:2 time beats:3 beat-type:8 clef:G2 staff:1 clef:F4 staff:2 F5 voice:1 16th stem:down staff:1 beam:begin beam:begin D5 16th E5 16th C5 16th D5 16th B4 16th beam:end beam:end backup quarter backup eighth E3 voice:5 eighth stem:down staff:2 beam:begin chord D4 eighth E3 eighth chord C4 eighth E3 eighth beam:end chord B3 eighth measure C5 voice:1 eighth stem:down staff:1 B4 eighth dot C5 32nd beam:begin beam:begin beam:begin D5 32nd beam:end beam:end beam:end backup quarter backup eighth A3 voice:5 16th stem:down staff:2 beam:begin beam:begin E4 16th G3 16th sharp E4 16th E3 16th E4 16th beam:end beam:end measure C5 voice:1 eighth stem:down staff:1 B4 eighth dot C5 32nd beam:begin beam:begin beam:begin D5 32nd beam:end beam:end beam:end backup quarter backup eighth A3 voice:5 16th stem:down staff:2 beam:begin beam:begin E4 16th G3 16th sharp E4 16th E3 16th E4 16th beam:end beam:end measure C5 voice:1 eighth stem:down staff:1 B4 eighth dot C5 32nd beam:begin beam:begin beam:begin D5 32nd beam:end beam:end beam:end backup quarter backup eighth A3 voice:5 16th stem:down staff:2 beam:begin beam:begin E4 16th G3 16th sharp E4 16th E3 16th E4 16th beam:end beam:end measure C5 voice:1 16th stem:down staff:1 beam:begin beam:begin A4 16th D5 16th B4 16th E5 16th C5 16th beam:end beam:end backup quarter backup eighth A3 voice:5 eighth stem:down staff:2 beam:begin B3 eighth C4 eighth beam:end
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| Input | Original Image |
|
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| Reconstructed Image RVQ |
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| Output | Ground Truth (rendered, LMX) |
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measure key:fifths:-3 clef:G2 staff:1 clef:F4 staff:2 G4 voice:1 quarter stem:up staff:1 chord E5 quarter G4 quarter chord B4 quarter chord C5 quarter F4 quarter chord B4 quarter chord D5 quarter clef:F4 staff:1 D3 eighth stem:down accent chord F3 eighth chord B3 eighth chord D4 eighth rest eighth backup whole C5 voice:2 16th stem:down staff:1 beam:begin beam:forward-hook B4 eighth dot beam:end backup quarter C4 voice:5 quarter stem:down staff:2 chord E4 quarter E4 quarter B3 quarter A1 eighth stem:up accent chord A2 eighth rest eighth measure time beats:2 beat-type:4 C4 voice:1 eighth stem:up staff:1 beam:begin accent B3 eighth beam:end accent B2 eighth stem:down accent chord C3 eighth chord G3 eighth flat rest eighth backup half C3 voice:2 eighth stem:down staff:1 chord E3 eighth rest eighth backup quarter G1 voice:5 eighth flat stem:up staff:2 accent chord G2 eighth flat rest eighth E1 eighth accent chord E2 eighth rest eighth measure rest voice:1 rest:measure staff:1 fermata backup half rest voice:5 rest:measure staff:2 fermata measure time beats:4 beat-type:4 print-object:no rest voice:1 rest:measure staff:1 backup whole D1 voice:5 whole staff:2 arpeggiate chord D2 whole arpeggiate chord A2 whole natural arpeggiate chord C3 whole arpeggiate chord F3 whole sharp arpeggiate
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| Prediction (rendered, LMX) |
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measure key:fifths:-3 clef:G2 staff:1 clef:F4 staff:2 E4 voice:1 half stem:up staff:1 chord E5 half F4 quarter chord B4 quarter chord D5 quarter clef:F4 staff:1 D3 eighth stem:down accent chord F3 eighth chord B3 eighth chord D4 eighth rest eighth backup whole C5 voice:2 eighth stem:down staff:1 beam:begin B4 eighth beam:end backup quarter C4 voice:5 quarter stem:down staff:2 chord E4 quarter E4 quarter B3 quarter A1 eighth stem:up chord A2 eighth rest eighth measure time beats:2 beat-type:4 C4 voice:1 eighth stem:up staff:1 beam:begin slur:start accent B3 eighth beam:end slur:stop accent B2 eighth stem:down accent chord C3 eighth chord G3 eighth flat rest eighth backup half C3 voice:2 eighth stem:down staff:1 chord E3 eighth rest eighth backup quarter G1 voice:5 eighth flat stem:up staff:2 accent chord G2 eighth flat rest eighth E1 eighth accent chord E2 eighth rest eighth measure rest voice:1 rest:measure staff:1 fermata backup half rest voice:5 rest:measure staff:2 fermata measure time beats:3 beat-type:4 clef:G2 staff:1 A2 voice:1 half dot natural stem:up staff:2 fermata chord C3 half dot chord F3 half dot sharp backup half backup quarter D1 voice:5 half dot stem:down staff:2 fermata arpeggiate chord D2 half dot arpeggiate
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MIDI-to-Audio (M2A)
[top]Inference results for M2A (MIDI-like tokens to audio RVQ tokens) on the Beethoven Piano Sonata Dataset and MAESTRO dataset. Input audio samples are rendered from MIDI.
| Input | Output | |
|---|---|---|
| Trained on OMR + I2A + M2A | Trained on M2A only | |
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tie:0 program:0 velocity:1 pitch:44 shift:19 velocity:0 pitch:44 shift:20 velocity:1 pitch:47 shift:39 velocity:0 pitch:47 shift:40 velocity:1 pitch:52 pitch:76 shift:61 velocity:0 pitch:52 shift:62 velocity:1 pitch:56 shift:82 velocity:0 pitch:56 shift:84 velocity:1 pitch:59 shift:108 velocity:0 pitch:59 shift:109 velocity:1 pitch:56 shift:125 velocity:0 pitch:56 pitch:76 velocity:1 pitch:52 pitch:86 shift:142 velocity:0 pitch:52 shift:143 velocity:1 pitch:56 shift:161 velocity:0 pitch:56 pitch:86 velocity:1 pitch:57 pitch:84 shift:180 velocity:0 pitch:57 shift:181 velocity:1 pitch:60 pitch:64 shift:200 velocity:0 pitch:60 pitch:64 pitch:84 shift:203 velocity:1 pitch:60 pitch:64 pitch:81 shift:213 velocity:0 pitch:81 shift:214 velocity:1 pitch:79 shift:223 velocity:0 pitch:60 pitch:64 pitch:79 shift:224 velocity:1 pitch:60 pitch:64 pitch:77 shift:233 velocity:0 pitch:77 shift:234 velocity:1 pitch:76 shift:242 velocity:0 pitch:60 pitch:64 pitch:76 shift:243 velocity:1 pitch:60 pitch:64 pitch:74 shift:252 velocity:0 pitch:74 shift:253 velocity:1 pitch:72 shift:259 velocity:0 pitch:72 shift:260 pitch:60 pitch:64 velocity:1 pitch:60 pitch:64 pitch:71 shift:268 velocity:0 pitch:71 shift:269 velocity:1 pitch:69 shift:278 velocity:0 pitch:60 pitch:64 pitch:69 shift:280 velocity:1 pitch:62 pitch:64 pitch:68 shift:291 velocity:0 pitch:68 shift:292 velocity:1 pitch:69 shift:301 velocity:0 pitch:62 pitch:64 pitch:69 shift:302 velocity:1 pitch:62 pitch:64 pitch:71 shift:309 velocity:0 pitch:71 shift:310 velocity:1 pitch:68 shift:317 velocity:0 pitch:62 pitch:64 pitch:68 velocity:1 pitch:57 pitch:69 shift:338 velocity:0 pitch:57 shift:340 velocity:1 pitch:60 pitch:64 shift:359 velocity:0 pitch:60 pitch:64 pitch:69 shift:360 velocity:1 pitch:60 pitch:64 shift:379 velocity:0 pitch:60 pitch:64 shift:380 velocity:1 pitch:60 pitch:64 shift:399 velocity:0 pitch:60 pitch:64 shift:400 velocity:1 pitch:50 pitch:66 pitch:69 pitch:72 pitch:74 pitch:78 shift:419 velocity:0 pitch:50 shift:420 velocity:1 pitch:60 pitch:62 shift:439 velocity:0 pitch:60 pitch:62 pitch:66 pitch:69 pitch:72 pitch:74 pitch:78 shift:440 velocity:1 pitch:60 pitch:62 shift:460 velocity:0 pitch:60 pitch:62 shift:461 velocity:1 pitch:60 pitch:62 shift:479 velocity:0 pitch:60 pitch:62 velocity:1 pitch:55 pitch:67 pitch:70 pitch:74 pitch:79 shift:499 velocity:0 pitch:55 shift:500 velocity:1 pitch:58 pitch:62 shift:518 velocity:0 pitch:58 pitch:62 pitch:67 pitch:70 pitch:74 pitch:79 shift:519 velocity:1 pitch:58 pitch:62 pitch:79 shift:528 velocity:0 pitch:79 shift:529 velocity:1 pitch:77 shift:537 velocity:0 pitch:58 pitch:62 pitch:77 shift:538 velocity:1 pitch:58 pitch:62 pitch:75 shift:547 velocity:0 pitch:75 shift:548 velocity:1 pitch:74 shift:558 velocity:0 pitch:58 pitch:62 pitch:74 shift:559 velocity:1 pitch:58 pitch:62 pitch:72 shift:568 velocity:0 pitch:72 shift:569 velocity:1 pitch:70 shift:576 velocity:0 pitch:58 pitch:62 pitch:70 shift:577 velocity:1 pitch:58 pitch:62 pitch:69 shift:585 velocity:0 pitch:69 shift:586 velocity:1 pitch:67 shift:595 velocity:0 pitch:58 pitch:62 pitch:67 shift:596 velocity:1 pitch:60 pitch:62 pitch:66 shift:604 velocity:0 pitch:66 shift:605 velocity:1 pitch:67 shift:613 velocity:0 pitch:60 pitch:62 pitch:67 velocity:1 pitch:60 pitch:62 pitch:69 shift:621 velocity:0 pitch:69 shift:623 velocity:1 pitch:66 shift:632 velocity:0 pitch:60 pitch:62 pitch:66
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program:0 pitch:78 tie:0 shift:3 velocity:0 pitch:78 velocity:1 pitch:76 shift:5 pitch:52 pitch:55 pitch:59 shift:9 velocity:0 pitch:52 pitch:55 pitch:59 shift:11 pitch:76 shift:14 velocity:1 pitch:78 shift:21 pitch:79 shift:22 velocity:0 pitch:78 velocity:1 pitch:52 shift:23 pitch:55 pitch:59 shift:26 velocity:0 pitch:52 shift:27 pitch:55 pitch:59 shift:31 velocity:1 pitch:81 shift:32 velocity:0 pitch:79 shift:40 velocity:1 pitch:83 shift:41 velocity:0 pitch:81 velocity:1 pitch:52 pitch:55 pitch:59 shift:44 velocity:0 pitch:83 shift:45 pitch:52 pitch:55 pitch:59 shift:59 velocity:1 pitch:52 pitch:55 pitch:59 pitch:83 shift:64 velocity:0 pitch:52 pitch:55 pitch:59 shift:65 pitch:83 shift:78 velocity:1 pitch:88 shift:79 pitch:52 pitch:55 pitch:59 shift:82 velocity:0 pitch:59 shift:83 pitch:52 pitch:55 shift:95 velocity:1 pitch:59 shift:96 pitch:52 shift:97 pitch:55 shift:108 velocity:0 pitch:52 pitch:55 pitch:59 pitch:88 shift:112 velocity:1 pitch:55 shift:113 pitch:45 pitch:57 pitch:85 shift:115 pitch:52 shift:122 pitch:86 shift:127 velocity:0 pitch:45 velocity:1 pitch:45 shift:128 velocity:0 pitch:55 velocity:1 pitch:55 shift:129 velocity:0 pitch:57 pitch:85 velocity:1 pitch:57 pitch:85 shift:130 velocity:0 pitch:52 velocity:1 pitch:52 shift:135 velocity:0 pitch:86 velocity:1 pitch:86 shift:143 velocity:0 pitch:85 velocity:1 pitch:85 shift:144 velocity:0 pitch:55 pitch:57 velocity:1 pitch:55 pitch:57 shift:146 velocity:0 pitch:45 velocity:1 pitch:45 shift:148 velocity:0 pitch:52 pitch:86 velocity:1 pitch:52 pitch:86 shift:155 velocity:0 pitch:85 velocity:1 pitch:85 shift:159 velocity:0 pitch:45 velocity:1 pitch:45 shift:162 velocity:0 pitch:52 velocity:1 pitch:52 shift:163 pitch:83 shift:170 velocity:0 pitch:85 velocity:1 pitch:85 shift:176 velocity:0 pitch:57 pitch:86 velocity:1 pitch:57 pitch:86 shift:177 velocity:0 pitch:45 pitch:52 pitch:55 pitch:83 velocity:1 pitch:50 pitch:54 shift:184 velocity:0 pitch:54 shift:195 pitch:50 pitch:57 velocity:1 pitch:50 pitch:57 shift:196 pitch:54 shift:213 pitch:74 shift:214 velocity:0 pitch:54 pitch:57 velocity:1 pitch:54 pitch:57 shift:215 velocity:0 pitch:50 velocity:1 pitch:50 shift:229 velocity:0 pitch:50 pitch:57 velocity:1 pitch:50 pitch:57 shift:230 velocity:0 pitch:54 velocity:1 pitch:54 shift:251 pitch:55 pitch:71 shift:252 velocity:0 pitch:50 pitch:54 pitch:57 pitch:74 pitch:85 pitch:86 velocity:1 pitch:43 pitch:47 pitch:50 shift:265 velocity:0 pitch:43 pitch:47 pitch:50 pitch:55 shift:270 velocity:1 pitch:47 pitch:55 shift:271 pitch:50 shift:272 pitch:43 shift:276 velocity:0 pitch:43 shift:277 pitch:47 shift:279 pitch:50 pitch:55 shift:284 pitch:71 shift:288 velocity:1 pitch:74 shift:289 pitch:43 pitch:55 shift:290 pitch:47 pitch:50 shift:293 velocity:0 pitch:55 shift:294 pitch:74 shift:295 pitch:43 pitch:47 shift:296 pitch:50 shift:307 velocity:1 pitch:47 pitch:55 pitch:74 shift:309 pitch:50 shift:310 pitch:43 shift:311 velocity:0 pitch:55 shift:313 pitch:47 pitch:50 shift:314 pitch:43 pitch:74 shift:324 velocity:1 pitch:79 shift:325 pitch:43 pitch:50 pitch:55 shift:326 pitch:47 shift:329 velocity:0 pitch:55 shift:330 pitch:43 pitch:47 shift:331 pitch:50 shift:332 pitch:79 shift:342 velocity:1 pitch:55 pitch:79 shift:343 pitch:43 pitch:47 pitch:50 shift:346 velocity:0 pitch:55 shift:348 pitch:43 pitch:47 shift:349 pitch:50 pitch:79 shift:361 velocity:1 pitch:55 pitch:83 shift:362 pitch:43 pitch:47 pitch:50 shift:365 velocity:0 pitch:55 shift:366 pitch:43 shift:368 pitch:47 pitch:50 shift:377 velocity:1 pitch:43 shift:378 pitch:47 pitch:55 shift:380 pitch:50 shift:382 velocity:0 pitch:43 pitch:47 pitch:55 shift:385 pitch:50 shift:390 pitch:83 shift:395 velocity:1 pitch:43 shift:396 pitch:48 pitch:50 pitch:54 pitch:86 shift:400 velocity:0 pitch:54 shift:401 pitch:48 shift:402 pitch:43 shift:403 pitch:50 shift:405 pitch:86 shift:406 velocity:1 pitch:84 shift:414 pitch:48 pitch:54 shift:415 velocity:0 pitch:84 velocity:1 pitch:43 pitch:50 pitch:86 shift:419 velocity:0 pitch:48 pitch:54 shift:420 pitch:43 shift:421 pitch:50 shift:424 velocity:1 pitch:84 shift:427 velocity:0 pitch:86 shift:434 velocity:1 pitch:43 pitch:48 pitch:54 pitch:81 shift:435 pitch:50 shift:438 velocity:0 pitch:84 shift:439 pitch:54 shift:440 pitch:43 pitch:48 pitch:50 shift:452 velocity:1 pitch:54 shift:453 pitch:48 shift:455 pitch:43 pitch:50 shift:457 velocity:0 pitch:54 shift:458 pitch:48 shift:460 pitch:50 shift:461 pitch:43 shift:470 velocity:1 pitch:48 shift:471 pitch:43 pitch:50 pitch:54 pitch:86 shift:472 velocity:0 pitch:81 shift:476 pitch:43 pitch:48 pitch:54 shift:477 pitch:50 shift:480 pitch:86 velocity:1 pitch:84 shift:488 pitch:43 pitch:54 pitch:86 shift:489 velocity:0 pitch:84 velocity:1 pitch:48 shift:491 pitch:50 shift:493 velocity:0 pitch:43 pitch:48 pitch:54 shift:495 pitch:50 shift:498 velocity:1 pitch:84 shift:501 velocity:0 pitch:86 shift:505 velocity:1 pitch:48 shift:506 pitch:43 pitch:50 shift:507 pitch:54 pitch:81 shift:511 velocity:0 pitch:84 shift:512 pitch:43 pitch:48 pitch:54 shift:513 pitch:50 shift:514 pitch:81 shift:524 velocity:1 pitch:43 shift:525 pitch:54 shift:526 pitch:48 shift:527 pitch:50 shift:530 velocity:0 pitch:48 shift:532 pitch:50 pitch:54 shift:533 pitch:43 shift:544 velocity:1 pitch:50 pitch:55 pitch:71 shift:545 pitch:43 shift:546 pitch:47 shift:551 velocity:0 pitch:47 pitch:55 shift:552 pitch:43 shift:554 pitch:50 shift:562 velocity:1 pitch:47 pitch:50 shift:563 pitch:55 shift:564 pitch:43 shift:567 velocity:0 pitch:55 shift:568 pitch:43 pitch:47 shift:569 pitch:50 shift:577 pitch:71 shift:580 velocity:1 pitch:43 pitch:74 shift:581 pitch:47 pitch:55 shift:583 velocity:0 pitch:74 velocity:1 pitch:50 shift:584 velocity:0 pitch:55 shift:585 pitch:43 pitch:47 shift:587 pitch:50 shift:597 velocity:1 pitch:43 pitch:47 pitch:55 shift:598 pitch:50 pitch:74 shift:602 velocity:0 pitch:43 pitch:47 pitch:55 pitch:74 shift:603 pitch:50 shift:615 velocity:1 pitch:43 pitch:50 pitch:55 pitch:79 shift:616 pitch:47 shift:619 velocity:0 pitch:55 shift:620 pitch:43 pitch:47 shift:621 pitch:50 pitch:79 shift:632 velocity:1 pitch:47 pitch:55 shift:633 pitch:43 pitch:79 shift:634 pitch:50 shift:636 velocity:0 pitch:55 shift:638 pitch:43 pitch:47 pitch:50 shift:639 pitch:79 shift:650 velocity:1 pitch:83 shift:651 pitch:43 pitch:47 pitch:50 pitch:55 shift:655 velocity:0 pitch:55 shift:656 pitch:43 pitch:47 pitch:50 shift:667 velocity:1 pitch:43 shift:668 pitch:47 shift:669 pitch:55 shift:671 pitch:50 shift:672 velocity:0 pitch:43 pitch:55 shift:673 pitch:47 shift:676 pitch:50 shift:679 pitch:83 shift:685 velocity:1 pitch:43 shift:686 pitch:48 pitch:50 pitch:54 pitch:86 shift:690 velocity:0 pitch:54 shift:691 pitch:48 shift:693 pitch:43 shift:694 pitch:50 shift:695 velocity:1 pitch:84 shift:696 velocity:0 pitch:86 shift:704 velocity:1 pitch:48 pitch:54 shift:705 pitch:86 shift:706 velocity:0 pitch:84 velocity:1 pitch:43 pitch:50 shift:709 velocity:0 pitch:48 pitch:54 shift:711 pitch:43 pitch:50 shift:713 velocity:1 pitch:84 shift:718 velocity:0 pitch:86 shift:722 velocity:1 pitch:48 pitch:54 pitch:81 shift:723 pitch:43 pitch:50 shift:726 velocity:0 pitch:54 pitch:84 shift:727 pitch:48 shift:728 pitch:50 pitch:81 shift:729 pitch:43 shift:741 velocity:1 pitch:48 shift:742 pitch:54 pitch:81 shift:743 pitch:43 pitch:50 shift:747 velocity:0 pitch:48 pitch:54 shift:749 pitch:43 shift:750 pitch:50 shift:751 velocity:1 pitch:83 shift:754 velocity:0 pitch:81 shift:759 velocity:1 pitch:79 shift:760 pitch:55 shift:761 pitch:43 pitch:47 pitch:50 shift:763 velocity:0 pitch:83 shift:770 pitch:79 shift:799 pitch:43 velocity:1 pitch:43 shift:800 velocity:0 pitch:47 pitch:50 pitch:55 shift:806 pitch:43 shift:837 velocity:1 pitch:40 pitch:43 pitch:47 pitch:52 pitch:83 shift:842 velocity:0 pitch:40 pitch:47 pitch:52 shift:844 pitch:43 shift:848 velocity:1 pitch:81 shift:852 velocity:0 pitch:83 shift:856 velocity:1 pitch:52 shift:857 pitch:40 pitch:47 shift:858 pitch:79 shift:859 pitch:43 shift:861 velocity:0 pitch:52 shift:863 pitch:40 pitch:81 shift:864 pitch:43 shift:865 pitch:47 shift:867 velocity:1 pitch:78 shift:871 velocity:0 pitch:79 shift:876 velocity:1 pitch:76 shift:878 velocity:0 pitch:78 shift:885 velocity:1 pitch:78 shift:889 velocity:0 pitch:76 shift:894 velocity:1 pitch:40 pitch:79 shift:896 pitch:52 shift:897 velocity:0 pitch:78 shift:898 pitch:40 shift:901 pitch:52 shift:903 pitch:79 shift:905 velocity:1 pitch:76 shift:913 velocity:0 pitch:76 shift:914 velocity:1 pitch:47 pitch:57 shift:915 pitch:54 pitch:75 shift:917 velocity:0 pitch:47 shift:918 pitch:54 pitch:57 shift:925 velocity:1 pitch:76 shift:931 velocity:0 pitch:75 shift:934 pitch:76 velocity:1 pitch:47 pitch:78 shift:935 pitch:54 pitch:57 shift:937 velocity:0 pitch:47 shift:938 pitch:57 shift:939 pitch:54 shift:945 velocity:1 pitch:75 shift:947 velocity:0 pitch:78 shift:952
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program:0 pitch:38 pitch:50 pitch:58 pitch:67 tie:0 shift:1 velocity:1 pitch:70 shift:2 velocity:0 pitch:58 shift:9 velocity:1 pitch:58 shift:11 velocity:0 pitch:67 velocity:1 pitch:67 shift:12 velocity:0 pitch:70 velocity:1 pitch:70 shift:23 velocity:0 pitch:70 velocity:1 pitch:70 shift:24 pitch:66 shift:25 pitch:57 shift:29 velocity:0 pitch:57 pitch:58 pitch:66 pitch:67 pitch:70 shift:35 velocity:1 pitch:57 pitch:69 shift:36 pitch:66 shift:38 velocity:0 pitch:57 pitch:69 shift:39 pitch:66 shift:45 velocity:1 pitch:57 shift:46 pitch:69 shift:48 velocity:0 pitch:57 velocity:1 pitch:66 shift:49 velocity:0 pitch:69 shift:52 pitch:66 shift:56 velocity:1 pitch:57 shift:58 pitch:66 pitch:69 shift:66 velocity:0 pitch:57 velocity:1 pitch:57 shift:69 velocity:0 pitch:66 pitch:69 velocity:1 pitch:66 pitch:69 shift:77 velocity:0 pitch:57 velocity:1 pitch:57 shift:80 velocity:0 pitch:69 velocity:1 pitch:69 shift:82 velocity:0 pitch:66 velocity:1 pitch:66 shift:92 velocity:0 pitch:57 velocity:1 pitch:57 shift:93 velocity:0 pitch:69 velocity:1 pitch:69 shift:94 pitch:67 shift:100 pitch:43 shift:104 pitch:55 shift:105 velocity:0 pitch:67 velocity:1 pitch:67 shift:106 velocity:0 pitch:38 pitch:50 pitch:57 pitch:66 pitch:69 shift:107 pitch:55 shift:108 pitch:67 shift:114 velocity:1 pitch:55 pitch:67 shift:118 velocity:0 pitch:55 pitch:67 shift:125 velocity:1 pitch:55 shift:126 pitch:67 shift:129 velocity:0 pitch:55 shift:130 pitch:67 shift:136 velocity:1 pitch:55 shift:137 pitch:67 shift:140 velocity:0 pitch:55 shift:141 pitch:67 shift:146 pitch:43 shift:148 velocity:1 pitch:55 pitch:67 shift:152 velocity:0 pitch:55 pitch:67 shift:159 velocity:1 pitch:55 shift:161 pitch:67 shift:162 velocity:0 pitch:55 shift:163 pitch:67 shift:169 velocity:1 pitch:55 shift:171 pitch:67 shift:173 velocity:0 pitch:55 shift:174 pitch:67 shift:181 velocity:1 pitch:55 shift:182 pitch:67 shift:186 velocity:0 pitch:67 shift:187 pitch:55 shift:194 velocity:1 pitch:55 pitch:67 shift:197 velocity:0 pitch:55 pitch:67 shift:204 velocity:1 pitch:55 pitch:67 shift:208 velocity:0 pitch:55 shift:209 pitch:67 shift:216 velocity:1 pitch:55 shift:217 pitch:67 shift:220 velocity:0 pitch:55 pitch:67 shift:228 velocity:1 pitch:55 pitch:67 shift:232 velocity:0 pitch:55 pitch:67 shift:240 velocity:1 pitch:67 shift:241 pitch:43 pitch:55 shift:242 pitch:31 shift:243 velocity:0 pitch:67 shift:244 pitch:43 pitch:55 shift:245 pitch:31 shift:250 velocity:1 pitch:67 shift:252 pitch:45 pitch:55 shift:253 pitch:34 shift:255 velocity:0 pitch:45 shift:256 pitch:55 shift:257 pitch:34 pitch:67 shift:262 velocity:1 pitch:46 pitch:55 shift:263 pitch:34 pitch:67 shift:264 velocity:0 pitch:46 shift:266 pitch:55 shift:267 pitch:34 pitch:67 shift:275 velocity:1 pitch:48 pitch:55 pitch:67 shift:277 pitch:37 shift:278 velocity:0 pitch:48 shift:279 pitch:55 pitch:67 shift:281 pitch:37 shift:286 velocity:1 pitch:50 pitch:67 shift:287 pitch:55 shift:288 pitch:48 shift:289 pitch:39 shift:290 velocity:0 pitch:50 shift:292 pitch:39 pitch:48 pitch:55 pitch:67 shift:298 velocity:1 pitch:67 shift:299 pitch:51 pitch:55 shift:302 velocity:0 pitch:51 velocity:1 pitch:39 shift:303 velocity:0 pitch:55 shift:304 pitch:67 shift:306 pitch:39 shift:308 velocity:1 pitch:38 pitch:50 shift:309 pitch:67 shift:310 pitch:55 shift:312 velocity:0 pitch:50 shift:313 pitch:38 shift:314 pitch:55 pitch:67 shift:322 velocity:1 pitch:55 pitch:67 shift:328 velocity:0 pitch:67 shift:330 pitch:55 shift:344 velocity:1 pitch:46 pitch:55 pitch:67 shift:345 pitch:34 shift:347 velocity:0 pitch:46 shift:348 pitch:34 pitch:55 pitch:67 shift:356 velocity:1 pitch:55 shift:358 pitch:67 shift:360 velocity:0 pitch:67 shift:361 pitch:55 shift:369 velocity:1 pitch:67 shift:372 velocity:0 pitch:67 shift:382 velocity:1 pitch:67 shift:383 pitch:43 pitch:55 shift:386 pitch:31 shift:387 velocity:0 pitch:67 shift:388 pitch:55 shift:395 velocity:1 pitch:55 shift:396 pitch:67 shift:400 velocity:0 pitch:67 shift:401 pitch:55 shift:408 velocity:1 pitch:67 shift:410 velocity:0 pitch:31 shift:411 pitch:43 pitch:67 shift:420 velocity:1 pitch:67 shift:421 pitch:55 shift:424 velocity:0 pitch:55 pitch:67 shift:433 velocity:1 pitch:55 pitch:67 shift:436 velocity:0 pitch:55 pitch:67 shift:445 velocity:1 pitch:55 pitch:67 shift:448 velocity:0 pitch:55 pitch:67 shift:456 velocity:1 pitch:55 shift:457 pitch:67 shift:459 velocity:0 pitch:55 shift:461 pitch:67 shift:467 velocity:1 pitch:55 shift:469 pitch:67 shift:471 velocity:0 pitch:55 shift:474 pitch:67 shift:479 velocity:1 pitch:55 shift:480 pitch:67 shift:483 velocity:0 pitch:55 shift:486 pitch:67 shift:493 velocity:1 pitch:55 pitch:67 shift:497 velocity:0 pitch:55 pitch:67 shift:505 velocity:1 pitch:55 pitch:67 shift:508 velocity:0 pitch:55 shift:509 pitch:67 shift:518 velocity:1 pitch:55 shift:522 velocity:0 pitch:55 shift:526 velocity:1 pitch:67 shift:527 pitch:43 shift:528 pitch:31 shift:530 velocity:0 pitch:43 velocity:1 pitch:55 shift:531 velocity:0 pitch:67 shift:532 pitch:31 shift:534 pitch:55 shift:539 velocity:1 pitch:45 shift:540 pitch:67 shift:541 pitch:34 pitch:55 shift:542 velocity:0 pitch:45 shift:544 pitch:55 pitch:67 shift:546 pitch:34 shift:549 velocity:1 pitch:46 shift:550 pitch:34 shift:552 velocity:0 pitch:34 pitch:46 velocity:1 pitch:55 pitch:67 shift:555 velocity:0 pitch:55 pitch:67 shift:560 velocity:1 pitch:48 shift:562 pitch:36 pitch:55 shift:563 velocity:0 pitch:48 velocity:1 pitch:67 shift:566 velocity:0 pitch:36 shift:567 pitch:67 shift:568 pitch:55 shift:571 velocity:1 pitch:50 shift:573 pitch:39 shift:574 pitch:55 shift:575 velocity:0 pitch:50 velocity:1 pitch:67 shift:576 velocity:0 pitch:39 shift:579 pitch:55 pitch:67 shift:583 velocity:1 pitch:51 shift:586 pitch:39 shift:589 velocity:0 pitch:39 pitch:51 shift:590 velocity:1 pitch:67 shift:595 pitch:50 shift:596 pitch:38 shift:598 velocity:0 pitch:50 shift:600 pitch:38 shift:603 pitch:67 shift:611 velocity:1 pitch:55 pitch:67 shift:616 velocity:0 pitch:55 pitch:67 shift:624 velocity:1 pitch:67 shift:626 pitch:55 shift:629 velocity:0 pitch:55 pitch:67 shift:633 velocity:1 pitch:34 pitch:46 shift:636 velocity:0 pitch:46 shift:637 pitch:34 shift:638 velocity:1 pitch:67 shift:639 pitch:55 shift:641 velocity:0 pitch:67 shift:643 pitch:55 shift:649 velocity:1 pitch:55 pitch:67 shift:653 velocity:0 pitch:67 shift:654 pitch:55 shift:660 velocity:1 pitch:55 shift:665 velocity:0 pitch:55 shift:673 velocity:1 pitch:55 pitch:67 shift:674 pitch:43 shift:677 velocity:0 pitch:55 pitch:67 shift:680 velocity:1 pitch:29 shift:681 pitch:31 shift:687 pitch:55 pitch:67 shift:690 velocity:0 pitch:29 pitch:67 shift:691 pitch:55 shift:699 velocity:1 pitch:67 shift:701 pitch:55 shift:702 velocity:0 pitch:67 shift:704 pitch:55 shift:711 velocity:1 pitch:55 pitch:67 shift:714 velocity:0 pitch:67 shift:715 pitch:55 shift:721 pitch:31 shift:723 velocity:1 pitch:67 shift:724 pitch:55 shift:725 velocity:0 pitch:43 shift:726 pitch:67 shift:728 pitch:55 shift:735 velocity:1 pitch:55 pitch:67 shift:738 velocity:0 pitch:55 pitch:67 shift:746 velocity:1 pitch:67 shift:747 pitch:55 shift:750 velocity:0 pitch:67 shift:751 pitch:55 shift:760 velocity:1 pitch:55 shift:764 velocity:0 pitch:55 shift:771 velocity:1 pitch:55 shift:775 velocity:0 pitch:55 shift:781 velocity:1 pitch:67 shift:783 pitch:55 shift:787 velocity:0 pitch:67 shift:788 pitch:55 shift:796 velocity:1 pitch:55 pitch:67 shift:799 velocity:0 pitch:55 pitch:67 shift:807 velocity:1 pitch:67 shift:809 pitch:55 shift:812 velocity:0 pitch:55 pitch:67 shift:821 velocity:1 pitch:48 shift:822 pitch:36 shift:824 pitch:69 shift:825 pitch:67 shift:826 pitch:57 shift:834 velocity:0 pitch:57 shift:835 pitch:69 shift:838 velocity:1 pitch:57 pitch:69 shift:842 velocity:0 pitch:57 pitch:69 shift:843 pitch:67 shift:850 velocity:1 pitch:67 shift:852 pitch:57 shift:863 velocity:0 pitch:57 velocity:1 pitch:57 shift:864 velocity:0 pitch:67 velocity:1 pitch:67 shift:874 pitch:69 shift:876 velocity:0 pitch:57 pitch:67 velocity:1 pitch:57 pitch:67 shift:887 velocity:0 pitch:57 velocity:1 pitch:57 shift:888 velocity:0 pitch:69 velocity:1 pitch:69 shift:889 velocity:0 pitch:67 velocity:1 pitch:67 shift:900 velocity:0 pitch:57 velocity:1 pitch:57 shift:902 velocity:0 pitch:67 pitch:69 velocity:1 pitch:67 pitch:69 shift:906
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Automatic Music Transcription (AMT)
[top]Inference results for AMT (audio RVQ tokens to MIDI-like tokens) on the MusicNet and MAESTRO datasets. Ground truth and prediction audio samples are rendered from MIDI.
| Input | Output | |
|---|---|---|
| Ground Truth | Prediction | |
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program:71 pitch:65 tie:0 shift:27 velocity:0 pitch:65 velocity:1 pitch:70 shift:69 velocity:0 pitch:70 velocity:1 pitch:70 shift:110 program:60 pitch:65 program:70 pitch:53 pitch:63 program:71 velocity:0 pitch:70 velocity:1 pitch:69 pitch:72 shift:149 program:60 velocity:0 pitch:65 velocity:1 pitch:58 pitch:65 program:70 velocity:0 pitch:53 pitch:63 velocity:1 pitch:58 pitch:63 program:71 velocity:0 pitch:69 pitch:72 velocity:1 pitch:69 pitch:72 shift:190 program:70 velocity:0 pitch:63 velocity:1 pitch:62 program:71 pitch:70 pitch:74 shift:194 velocity:0 pitch:69 pitch:72 shift:232 program:60 pitch:58 program:70 pitch:58 program:71 pitch:70 pitch:74 shift:235 velocity:1 pitch:77 shift:270 program:60 velocity:0 pitch:65 program:70 pitch:62 program:71 pitch:77 shift:274 velocity:1 pitch:70 shift:315 velocity:0 pitch:70 velocity:1 pitch:70 shift:354 velocity:0 pitch:70 shift:357 program:60 velocity:1 pitch:65 program:70 pitch:53 pitch:63 program:71 pitch:69 pitch:72 shift:389 pitch:74 shift:398 program:60 velocity:0 pitch:65 velocity:1 pitch:58 pitch:65 program:70 velocity:0 pitch:53 pitch:63 velocity:1 pitch:62 program:71 velocity:0 pitch:72 shift:402 program:70 velocity:1 pitch:46 program:71 velocity:0 pitch:69 pitch:74 velocity:1 pitch:70 shift:482 program:60 velocity:0 pitch:58 shift:485 pitch:65 program:70 pitch:46 pitch:62 program:71 pitch:70 shift:488 velocity:1 pitch:70 shift:530 program:70 pitch:63 program:71 velocity:0 pitch:70 velocity:1 pitch:67 pitch:75 shift:571 velocity:0 pitch:75 velocity:1 pitch:75 shift:606 velocity:0 pitch:75 shift:610 velocity:1 pitch:70 shift:638 program:70 velocity:0 pitch:63 program:71 pitch:67 shift:645 program:70 velocity:1 pitch:62 program:71 velocity:0 pitch:70 velocity:1 pitch:70 pitch:77 shift:686 velocity:0 pitch:77 velocity:1 pitch:77 shift:722 velocity:0 pitch:70 velocity:1 pitch:70 shift:760 program:70 velocity:0 pitch:62 program:71 pitch:70 pitch:77 velocity:1 pitch:70 shift:763 program:70 pitch:63 program:71 pitch:79 shift:798 program:70 velocity:0 pitch:63 program:71 pitch:70 pitch:79 shift:802 program:70 velocity:1 pitch:60 program:71 pitch:75 pitch:79 shift:837 program:70 velocity:0 pitch:60 program:71 pitch:75 shift:840 program:70 velocity:1 pitch:56 program:71 velocity:0 pitch:79 velocity:1 pitch:79 pitch:82 shift:859 velocity:0 pitch:79 pitch:82 velocity:1 pitch:80 shift:862 pitch:77 shift:878 program:70 velocity:0 pitch:56 program:71 pitch:77 pitch:80 shift:882 program:70 velocity:1 pitch:58 program:71 pitch:75 pitch:79 shift:926 velocity:0 pitch:75 pitch:79 velocity:1 pitch:74 pitch:77 shift:962 program:70 velocity:0 pitch:58 program:71 pitch:74 pitch:77 shift:965 velocity:1 pitch:82
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program:60 pitch:65 tie:0 shift:26 velocity:0 pitch:65 program:71 velocity:1 pitch:70 shift:68 velocity:0 pitch:70 velocity:1 pitch:70 shift:109 program:70 pitch:53 program:71 velocity:0 pitch:70 velocity:1 pitch:72 shift:112 program:60 pitch:65 pitch:69 shift:144 velocity:0 pitch:69 program:70 pitch:53 shift:151 program:60 pitch:65 velocity:1 pitch:65 pitch:69 program:70 pitch:41 pitch:63 program:71 velocity:0 pitch:72 velocity:1 pitch:72 pitch:75 shift:189 program:60 velocity:0 pitch:65 pitch:69 velocity:1 pitch:58 pitch:65 program:70 velocity:0 pitch:41 pitch:63 velocity:1 pitch:46 pitch:62 program:71 velocity:0 pitch:72 pitch:75 velocity:1 pitch:70 pitch:74 shift:231 program:60 velocity:0 pitch:58 pitch:65 program:70 pitch:46 pitch:62 program:71 pitch:70 pitch:74 shift:234 velocity:1 pitch:77 shift:272 velocity:0 pitch:77 velocity:1 pitch:70 shift:314 velocity:0 pitch:70 velocity:1 pitch:70 shift:352 velocity:0 pitch:70 shift:356 program:60 velocity:1 pitch:65 program:70 pitch:53 pitch:63 program:71 pitch:72 shift:388 program:70 velocity:0 pitch:53 pitch:63 program:71 pitch:72 velocity:1 pitch:74 shift:397 program:60 velocity:0 pitch:65 velocity:1 pitch:58 pitch:65 program:70 pitch:46 pitch:62 program:71 pitch:70 shift:400 velocity:0 pitch:74 shift:484 program:60 pitch:58 pitch:65 program:70 pitch:46 pitch:62 program:71 pitch:70 shift:490 velocity:1 pitch:70 shift:528 velocity:0 pitch:70 velocity:1 pitch:67 pitch:75 shift:532 program:60 pitch:63 program:70 pitch:51 shift:570 program:71 velocity:0 pitch:75 velocity:1 pitch:75 shift:605 program:60 velocity:0 pitch:63 program:71 pitch:67 pitch:75 shift:608 velocity:1 pitch:70 shift:644 program:70 velocity:0 pitch:51 program:71 pitch:70 velocity:1 pitch:77 shift:647 program:60 pitch:62 program:70 pitch:58 shift:685 program:71 velocity:0 pitch:77 velocity:1 pitch:77 shift:720 program:60 velocity:0 pitch:62 program:70 pitch:58 program:71 pitch:77 velocity:1 pitch:70 shift:759 velocity:0 pitch:70 shift:762 program:70 velocity:1 pitch:51 program:71 pitch:75 pitch:79 shift:797 program:70 velocity:0 pitch:51 shift:800 program:71 pitch:75 pitch:79 velocity:1 pitch:75 pitch:79 shift:804 program:70 pitch:60 shift:836 velocity:0 pitch:60 program:71 pitch:75 pitch:79 shift:839 program:70 velocity:1 pitch:56 program:71 pitch:79 pitch:82 shift:858 velocity:0 pitch:79 pitch:82 velocity:1 pitch:80 shift:861 pitch:77 shift:877 program:70 velocity:0 pitch:56 program:71 pitch:77 pitch:80 shift:880 velocity:1 pitch:79 shift:884 program:70 pitch:58 program:71 pitch:75 shift:925 velocity:0 pitch:75 pitch:79 velocity:1 pitch:74 pitch:77 shift:960 program:70 velocity:0 pitch:58 program:71 pitch:74 pitch:77 shift:964 velocity:1 pitch:82
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program:40 pitch:61 tie:0 shift:5 velocity:0 pitch:61 shift:8 velocity:1 pitch:62 shift:40 velocity:0 pitch:62 shift:50 velocity:1 pitch:57 pitch:66 program:41 pitch:54 pitch:57 shift:53 program:42 pitch:50 shift:94 program:40 pitch:69 shift:117 velocity:0 pitch:57 pitch:66 pitch:69 program:41 pitch:54 pitch:57 program:42 pitch:50 shift:126 program:40 velocity:1 pitch:58 program:41 pitch:58 shift:130 program:40 velocity:0 pitch:58 program:41 pitch:58 shift:133 program:40 velocity:1 pitch:59 shift:162 velocity:0 pitch:59 shift:171 velocity:1 pitch:59 pitch:64 program:41 pitch:55 program:42 pitch:50 shift:206 program:40 velocity:0 pitch:59 pitch:64 program:42 pitch:50 shift:213 program:41 pitch:55 shift:216 program:40 velocity:1 pitch:67 shift:242 velocity:0 pitch:67 shift:251 velocity:1 pitch:61 shift:264 velocity:0 pitch:61 shift:274 velocity:1 pitch:62 shift:286 velocity:0 pitch:62 shift:290 velocity:1 pitch:61 pitch:64 program:41 pitch:55 program:42 pitch:50 shift:312 program:40 velocity:0 pitch:61 pitch:64 velocity:1 pitch:66 shift:315 pitch:62 shift:325 program:41 velocity:0 pitch:55 shift:328 program:40 pitch:62 pitch:66 program:42 pitch:50 shift:331 program:40 velocity:1 pitch:64 pitch:67 program:41 pitch:55 program:42 pitch:50 shift:347 program:40 velocity:0 pitch:64 pitch:67 shift:350 velocity:1 pitch:66 pitch:69 shift:366 velocity:0 pitch:66 pitch:69 shift:370 velocity:1 pitch:67 pitch:71 program:41 velocity:0 pitch:55 velocity:1 pitch:55 program:42 velocity:0 pitch:50 velocity:1 pitch:50 shift:389 program:40 velocity:0 pitch:67 pitch:71 shift:392 velocity:1 pitch:64 pitch:73 shift:405 velocity:0 pitch:64 pitch:73 program:41 pitch:55 shift:411 program:40 velocity:1 pitch:66 pitch:74 program:41 pitch:54 program:42 velocity:0 pitch:50 velocity:1 pitch:50 shift:443 program:40 velocity:0 pitch:74 shift:446 pitch:66 program:41 pitch:54 program:42 pitch:50 shift:453 program:40 velocity:1 pitch:74 shift:482 velocity:0 pitch:74 shift:488 velocity:1 pitch:73 shift:491 pitch:67 program:41 pitch:64 shift:507 program:40 velocity:0 pitch:67 pitch:73 program:41 pitch:64 shift:510 program:40 velocity:1 pitch:66 pitch:74 program:41 pitch:62 shift:523 program:40 velocity:0 pitch:66 pitch:74 program:41 pitch:62 shift:530 program:40 velocity:1 pitch:64 pitch:76 program:41 pitch:61 shift:533 program:42 pitch:45 shift:546 program:40 velocity:0 pitch:64 pitch:76 program:41 pitch:61 shift:549 program:40 velocity:1 pitch:62 pitch:78 program:41 pitch:59 shift:562 program:40 velocity:0 pitch:62 program:41 pitch:59 shift:565 program:40 pitch:78 shift:568 velocity:1 pitch:61 pitch:79 program:41 pitch:57 shift:584 program:40 velocity:0 pitch:61 pitch:79 program:41 pitch:57 shift:587 program:40 velocity:1 pitch:59 pitch:81 program:41 pitch:55 shift:603 program:40 velocity:0 pitch:59 pitch:81 program:41 pitch:55 shift:606 program:40 velocity:1 pitch:57 pitch:83 program:41 pitch:54 pitch:57 shift:619 program:40 velocity:0 pitch:57 program:41 pitch:57 shift:622 program:40 pitch:83 program:41 pitch:54 shift:626 program:40 velocity:1 pitch:67 pitch:85 program:41 pitch:52 shift:638 velocity:0 pitch:52 program:42 pitch:45 shift:642 program:40 pitch:85 shift:645 pitch:67 velocity:1 pitch:66 pitch:86 program:41 pitch:50 program:42 pitch:38 shift:686 program:41 velocity:0 pitch:50 velocity:1 pitch:50 program:42 velocity:0 pitch:38 velocity:1 pitch:38 shift:690 program:40 velocity:0 pitch:66 pitch:86 velocity:1 pitch:66 pitch:86 shift:718 velocity:0 pitch:66 pitch:86 program:41 pitch:50 program:42 pitch:38 shift:728 program:40 velocity:1 pitch:75 pitch:87 program:41 pitch:51 program:42 pitch:39 shift:770 program:40 velocity:0 pitch:75 pitch:87 program:41 pitch:51 program:42 pitch:39 shift:773 program:40 velocity:1 pitch:76 pitch:88 program:41 pitch:52 program:42 pitch:40 shift:808 velocity:0 pitch:40 shift:814 program:40 pitch:76 pitch:88 velocity:1 pitch:76 pitch:88 program:41 velocity:0 pitch:52 velocity:1 pitch:52 program:42 pitch:40 shift:853 program:40 velocity:0 pitch:76 pitch:88 shift:856 velocity:1 pitch:64 pitch:71 pitch:80 program:41 velocity:0 pitch:52 velocity:1 pitch:52 program:42 velocity:0 pitch:40 velocity:1 pitch:40 shift:888 program:40 velocity:0 pitch:64 pitch:71 pitch:80 program:41 pitch:52 program:42 pitch:40 shift:898 program:40 velocity:1 pitch:64 pitch:69 pitch:73 pitch:81 program:41 pitch:57 program:42 pitch:45 shift:958 program:40 velocity:0 pitch:64 pitch:69 pitch:73 pitch:81 program:41 pitch:57 program:42 pitch:45 shift:968 program:40 velocity:1 pitch:68 shift:978 velocity:0 pitch:68 velocity:1 pitch:69
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program:40 pitch:61 tie:0 shift:6 velocity:0 pitch:61 velocity:1 pitch:62 shift:41 velocity:0 pitch:62 shift:51 velocity:1 pitch:57 pitch:66 program:41 pitch:57 program:42 pitch:50 shift:118 program:40 velocity:0 pitch:57 pitch:66 program:41 pitch:57 program:42 pitch:50 shift:128 program:40 velocity:1 pitch:59 shift:160 velocity:0 pitch:59 shift:169 velocity:1 pitch:55 pitch:59 pitch:64 program:41 pitch:55 program:42 pitch:50 shift:205 program:40 velocity:0 pitch:55 program:41 pitch:55 shift:211 program:40 velocity:1 pitch:67 shift:240 velocity:0 pitch:59 pitch:64 pitch:67 program:42 pitch:50 shift:249 program:40 velocity:1 pitch:61 shift:262 velocity:0 pitch:61 shift:272 velocity:1 pitch:62 shift:285 velocity:0 pitch:62 shift:291 velocity:1 pitch:55 pitch:61 pitch:64 program:41 pitch:55 program:42 pitch:50 shift:310 program:40 velocity:0 pitch:64 shift:313 velocity:1 pitch:62 shift:323 velocity:0 pitch:55 pitch:61 pitch:62 program:41 pitch:55 shift:326 program:40 velocity:1 pitch:66 shift:333 velocity:0 pitch:66 shift:336 velocity:1 pitch:67 program:41 pitch:62 shift:352 program:40 velocity:0 pitch:67 shift:355 velocity:1 pitch:69 shift:365 program:41 velocity:0 pitch:62 program:42 pitch:50 shift:368 program:40 pitch:69 velocity:1 pitch:67 pitch:71 program:41 pitch:62 program:42 pitch:38 shift:384 program:40 velocity:0 pitch:71 shift:387 velocity:1 pitch:73 shift:400 velocity:0 pitch:67 program:41 pitch:62 program:42 pitch:38 shift:406 program:40 pitch:73 shift:409 velocity:1 pitch:66 pitch:74 program:41 pitch:62 program:42 pitch:50 shift:441 program:40 velocity:0 pitch:66 pitch:74 program:41 pitch:62 program:42 pitch:50 shift:451 program:40 velocity:1 pitch:74 shift:480 velocity:0 pitch:74 shift:489 velocity:1 pitch:67 pitch:73 program:41 pitch:64 shift:505 program:40 velocity:0 pitch:67 pitch:73 program:41 pitch:64 shift:509 program:40 velocity:1 pitch:74 program:41 pitch:62 shift:521 program:40 velocity:0 pitch:74 program:41 pitch:62 shift:528 program:40 velocity:1 pitch:76 program:41 pitch:61 shift:531 program:42 pitch:45 shift:547 program:40 velocity:0 pitch:76 program:41 pitch:61 shift:550 program:40 velocity:1 pitch:74 pitch:78 program:41 pitch:59 shift:560 program:40 velocity:0 pitch:74 program:41 pitch:59 shift:563 program:40 pitch:78 shift:566 velocity:1 pitch:79 shift:569 program:41 pitch:57 pitch:61 shift:582 program:40 velocity:0 pitch:79 program:41 pitch:57 pitch:61 shift:585 program:40 velocity:1 pitch:81 shift:589 program:41 pitch:59 shift:601 program:40 velocity:0 pitch:81 program:41 pitch:59 shift:605 program:40 velocity:1 pitch:69 pitch:83 program:41 pitch:61 shift:621 program:40 velocity:0 pitch:83 shift:624 velocity:1 pitch:85 shift:637 program:41 velocity:0 pitch:61 program:42 pitch:45 shift:640 program:40 pitch:69 shift:643 pitch:85 shift:646 velocity:1 pitch:66 pitch:86 program:41 pitch:62 program:42 pitch:38 shift:678 program:40 velocity:0 pitch:66 pitch:86 program:41 pitch:62 program:42 pitch:38 shift:688 program:40 velocity:1 pitch:66 pitch:86 program:41 pitch:62 program:42 pitch:50 shift:720 program:40 velocity:0 pitch:66 pitch:86 program:41 pitch:62 program:42 pitch:50 shift:729 program:40 velocity:1 pitch:75 pitch:87 program:41 pitch:63 program:42 pitch:39 shift:765 program:40 velocity:0 pitch:75 pitch:87 program:41 pitch:63 program:42 pitch:39 shift:768 program:40 velocity:1 pitch:76 pitch:88 program:41 pitch:64 program:42 pitch:40 shift:803 program:40 velocity:0 pitch:76 pitch:88 program:41 pitch:64 program:42 pitch:40 shift:813 program:40 velocity:1 pitch:76 pitch:88 program:41 pitch:64 program:42 pitch:40 shift:841 program:40 velocity:0 pitch:76 program:41 pitch:64 program:42 pitch:40 shift:845 program:40 pitch:88 shift:854 velocity:1 pitch:71 pitch:80 program:41 pitch:64 program:42 pitch:40 shift:886 program:40 velocity:0 pitch:71 pitch:80 program:41 pitch:64 program:42 pitch:40 shift:896 program:40 velocity:1 pitch:69 pitch:81 program:41 pitch:57 program:42 pitch:45 shift:899 program:40 pitch:73 shift:957 velocity:0 pitch:69 pitch:73 pitch:81 program:41 pitch:57 program:42 pitch:45 shift:966 program:40 velocity:1 pitch:68
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program:40 pitch:71 tie:0 shift:8 velocity:0 pitch:71 shift:14 velocity:1 pitch:75 shift:24 velocity:0 pitch:75 shift:27 velocity:1 pitch:76 shift:37 velocity:0 pitch:76 shift:40 velocity:1 pitch:78 shift:56 velocity:0 pitch:78 shift:59 velocity:1 pitch:80 shift:72 velocity:0 pitch:80 velocity:1 pitch:83 shift:88 velocity:0 pitch:83 shift:98 velocity:1 pitch:76 shift:110 velocity:0 pitch:76 shift:114 velocity:1 pitch:75 shift:126 velocity:0 pitch:75 shift:130 velocity:1 pitch:73 shift:142 velocity:0 pitch:73 shift:146 velocity:1 pitch:75 shift:155 velocity:0 pitch:75 shift:158 velocity:1 pitch:76 shift:174 velocity:0 pitch:76 shift:178 velocity:1 pitch:75 shift:190 velocity:0 pitch:75 shift:194 velocity:1 pitch:73 shift:206 velocity:0 pitch:73 shift:210 velocity:1 pitch:71 shift:222 velocity:0 pitch:71 velocity:1 pitch:70 shift:238 velocity:0 pitch:70 shift:242 velocity:1 pitch:68 shift:254 velocity:0 pitch:68 shift:258 velocity:1 pitch:66 shift:267 velocity:0 pitch:66 shift:270 velocity:1 pitch:68 shift:283 velocity:0 pitch:68 shift:286 velocity:1 pitch:70 shift:296 velocity:0 pitch:70 shift:299 velocity:1 pitch:71 shift:312 velocity:0 pitch:71 shift:315 velocity:1 pitch:73 shift:328 velocity:0 pitch:73 shift:331 velocity:1 pitch:75 shift:347 velocity:0 pitch:75 shift:350 velocity:1 pitch:76 shift:366 velocity:0 pitch:76 shift:370 velocity:1 pitch:75 shift:382 velocity:0 pitch:75 shift:386 velocity:1 pitch:73 shift:398 velocity:0 pitch:73 shift:402 velocity:1 pitch:75 shift:411 velocity:0 pitch:75 shift:414 velocity:1 pitch:76 shift:430 velocity:0 pitch:76 shift:434 velocity:1 pitch:75 shift:446 velocity:0 pitch:75 shift:450 velocity:1 pitch:73 shift:462 velocity:0 pitch:73 shift:466 velocity:1 pitch:71 shift:475 velocity:0 pitch:71 shift:482 velocity:1 pitch:70 shift:491 velocity:0 pitch:70 shift:494 velocity:1 pitch:68 shift:510 velocity:0 pitch:68 shift:514 velocity:1 pitch:66 shift:523 velocity:0 pitch:66 shift:526 velocity:1 pitch:68 shift:539 velocity:0 pitch:68 shift:542 velocity:1 pitch:70 shift:552 velocity:0 pitch:70 shift:558 velocity:1 pitch:71 shift:571 velocity:0 pitch:71 shift:574 velocity:1 pitch:73 shift:587 velocity:0 pitch:73 shift:590 velocity:1 pitch:76 shift:603 velocity:0 pitch:76 shift:610 velocity:1 pitch:75 shift:622 velocity:0 pitch:75 shift:626 velocity:1 pitch:73 shift:638 velocity:0 pitch:73 shift:642 velocity:1 pitch:71 shift:654 velocity:0 pitch:71 shift:658 velocity:1 pitch:73 shift:670 velocity:0 pitch:73 shift:674 velocity:1 pitch:75 shift:683 velocity:0 pitch:75 shift:686 velocity:1 pitch:76 shift:702 velocity:0 pitch:76 shift:706 velocity:1 pitch:78 shift:715 velocity:0 pitch:78 shift:718 velocity:1 pitch:69 shift:731 velocity:0 pitch:69 shift:734 velocity:1 pitch:68 shift:747 velocity:0 pitch:68 shift:750 velocity:1 pitch:71 shift:760 velocity:0 pitch:71 shift:763 velocity:1 pitch:76 shift:776 velocity:0 pitch:76 shift:779 velocity:1 pitch:75 shift:792 velocity:0 pitch:75 shift:795 velocity:1 pitch:76 shift:808 velocity:0 pitch:76 shift:811 velocity:1 pitch:82 shift:821 velocity:0 pitch:82 shift:824 velocity:1 pitch:83 shift:837 velocity:0 pitch:83 shift:840 velocity:1 pitch:73 shift:853 velocity:0 pitch:73 shift:859 velocity:1 pitch:64 shift:869 velocity:0 pitch:64 shift:872 velocity:1 pitch:75 shift:888 velocity:0 pitch:75 shift:891 velocity:1 pitch:73 shift:904 velocity:0 pitch:73 shift:907 velocity:1 pitch:71 shift:917 velocity:0 pitch:71 shift:920 velocity:1 pitch:66 shift:933 velocity:0 pitch:66 shift:936 velocity:1 pitch:73 shift:949 velocity:0 pitch:73 shift:952 velocity:1 pitch:71 shift:962 velocity:0 pitch:71 shift:965 velocity:1 pitch:70
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program:40 pitch:71 tie:0 shift:9 velocity:0 pitch:71 shift:12 velocity:1 pitch:75 shift:25 velocity:0 pitch:75 shift:28 velocity:1 pitch:76 shift:41 velocity:0 pitch:76 shift:44 velocity:1 pitch:78 shift:60 velocity:0 pitch:78 velocity:1 pitch:80 shift:70 velocity:0 pitch:80 shift:73 velocity:1 pitch:83 shift:86 velocity:0 pitch:83 shift:95 velocity:1 pitch:76 shift:111 velocity:0 pitch:76 shift:114 velocity:1 pitch:75 shift:127 velocity:0 pitch:75 shift:130 velocity:1 pitch:73 shift:143 velocity:0 pitch:73 shift:146 velocity:1 pitch:75 shift:159 velocity:0 pitch:75 shift:162 velocity:1 pitch:76 shift:175 velocity:0 pitch:76 shift:178 velocity:1 pitch:75 shift:191 velocity:0 pitch:75 shift:194 velocity:1 pitch:73 shift:207 velocity:0 pitch:73 shift:210 velocity:1 pitch:71 shift:223 velocity:0 pitch:71 shift:226 velocity:1 pitch:70 shift:239 velocity:0 pitch:70 velocity:1 pitch:68 shift:255 velocity:0 pitch:68 shift:258 velocity:1 pitch:66 shift:268 velocity:0 pitch:66 shift:271 velocity:1 pitch:68 shift:281 velocity:0 pitch:68 shift:284 velocity:1 pitch:70 shift:297 velocity:0 pitch:70 shift:300 velocity:1 pitch:71 shift:316 velocity:0 pitch:71 velocity:1 pitch:73 shift:329 velocity:0 pitch:73 shift:332 velocity:1 pitch:75 shift:348 velocity:0 pitch:75 shift:351 velocity:1 pitch:76 shift:367 velocity:0 pitch:76 shift:370 velocity:1 pitch:75 shift:383 velocity:0 pitch:75 shift:386 velocity:1 pitch:73 shift:399 velocity:0 pitch:73 shift:402 velocity:1 pitch:75 shift:415 velocity:0 pitch:75 shift:418 velocity:1 pitch:76 shift:431 velocity:0 pitch:76 shift:434 velocity:1 pitch:75 shift:447 velocity:0 pitch:75 shift:450 velocity:1 pitch:73 shift:463 velocity:0 pitch:73 shift:466 velocity:1 pitch:71 shift:479 velocity:0 pitch:71 shift:482 velocity:1 pitch:70 shift:492 velocity:0 pitch:70 shift:495 velocity:1 pitch:68 shift:511 velocity:0 pitch:68 shift:514 velocity:1 pitch:66 shift:524 velocity:0 pitch:66 shift:527 velocity:1 pitch:68 shift:537 velocity:0 pitch:68 shift:540 velocity:1 pitch:70 shift:553 velocity:0 pitch:70 shift:556 velocity:1 pitch:71 shift:572 velocity:0 pitch:71 shift:575 velocity:1 pitch:73 shift:588 velocity:0 pitch:73 shift:591 velocity:1 pitch:76 shift:604 velocity:0 pitch:76 shift:607 velocity:1 pitch:75 shift:623 velocity:0 pitch:75 shift:626 velocity:1 pitch:73 shift:639 velocity:0 pitch:73 shift:642 velocity:1 pitch:71 shift:658 velocity:0 pitch:71 velocity:1 pitch:73 shift:674 velocity:0 pitch:73 velocity:1 pitch:75 shift:690 velocity:0 pitch:75 velocity:1 pitch:76 shift:703 velocity:0 pitch:76 shift:706 velocity:1 pitch:78 shift:719 velocity:0 pitch:78 velocity:1 pitch:69 shift:732 velocity:0 pitch:69 shift:735 velocity:1 pitch:68 shift:748 velocity:0 pitch:68 shift:751 velocity:1 pitch:71 shift:764 velocity:0 pitch:71 shift:767 velocity:1 pitch:76 shift:777 velocity:0 pitch:76 shift:780 velocity:1 pitch:75 shift:793 velocity:0 pitch:75 shift:796 velocity:1 pitch:76 shift:812 velocity:0 pitch:76 velocity:1 pitch:82 shift:825 velocity:0 pitch:82 shift:828 velocity:1 pitch:83 shift:841 velocity:0 pitch:83 shift:844 velocity:1 pitch:73 shift:854 velocity:0 pitch:73 shift:857 velocity:1 pitch:64 shift:870 velocity:0 pitch:64 shift:873 velocity:1 pitch:75 shift:886 velocity:0 pitch:75 shift:892 velocity:1 pitch:73 shift:905 velocity:0 pitch:73 shift:908 velocity:1 pitch:71 shift:918 velocity:0 pitch:71 shift:921 velocity:1 pitch:66 shift:937 velocity:0 pitch:66 velocity:1 pitch:73 shift:946 velocity:0 pitch:73 shift:953 velocity:1 pitch:71 shift:962 velocity:0 pitch:71 shift:966 velocity:1 pitch:73
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program:42 pitch:60 tie:0 shift:2 velocity:0 pitch:60 shift:5 velocity:1 pitch:57 shift:14 velocity:0 pitch:57 shift:18 velocity:1 pitch:58 shift:27 velocity:0 pitch:58 shift:34 velocity:1 pitch:57 shift:43 velocity:0 pitch:57 shift:46 velocity:1 pitch:55 shift:59 velocity:0 pitch:55 velocity:1 pitch:57 shift:72 velocity:0 pitch:57 shift:78 velocity:1 pitch:53 shift:88 velocity:0 pitch:53 shift:94 velocity:1 pitch:57 shift:101 velocity:0 pitch:57 shift:107 velocity:1 pitch:53 shift:117 velocity:0 pitch:53 shift:123 velocity:1 pitch:51 shift:130 velocity:0 pitch:51 shift:136 velocity:1 pitch:50 shift:142 velocity:0 pitch:50 shift:146 velocity:1 pitch:51 shift:158 velocity:0 pitch:51 shift:165 velocity:1 pitch:43 pitch:60 shift:174 velocity:0 pitch:43 pitch:60 shift:178 velocity:1 pitch:57 shift:187 velocity:0 pitch:57 shift:190 velocity:1 pitch:58 shift:200 velocity:0 pitch:58 shift:206 velocity:1 pitch:57 shift:216 velocity:0 pitch:57 shift:219 velocity:1 pitch:55 shift:232 velocity:0 pitch:55 shift:235 velocity:1 pitch:57 shift:242 velocity:0 pitch:57 shift:248 velocity:1 pitch:53 shift:254 velocity:0 pitch:53 shift:261 velocity:1 pitch:57 shift:267 velocity:0 pitch:57 shift:274 velocity:1 pitch:51 shift:286 velocity:0 pitch:51 shift:290 velocity:1 pitch:50 shift:302 velocity:0 pitch:50 shift:306 velocity:1 pitch:48 shift:315 velocity:0 pitch:48 shift:318 velocity:1 pitch:50 shift:328 velocity:0 pitch:50 shift:334 velocity:1 pitch:62 shift:344 velocity:0 pitch:62 shift:347 velocity:1 pitch:57 shift:357 velocity:0 pitch:57 shift:360 velocity:1 pitch:58 shift:376 velocity:0 pitch:58 shift:379 velocity:1 pitch:51 shift:392 velocity:0 pitch:51 shift:395 velocity:1 pitch:50 shift:405 velocity:0 pitch:50 shift:408 velocity:1 pitch:51 shift:421 velocity:0 pitch:51 shift:424 velocity:1 pitch:62 shift:434 velocity:0 pitch:62 shift:440 velocity:1 pitch:57 shift:446 velocity:0 pitch:57 shift:450 velocity:1 pitch:58 shift:462 velocity:0 pitch:58 shift:469 velocity:1 pitch:53 shift:478 velocity:0 pitch:53 shift:482 velocity:1 pitch:51 shift:491 velocity:0 pitch:51 shift:494 velocity:1 pitch:53 shift:507 velocity:0 pitch:53 shift:510 velocity:1 pitch:62 shift:523 velocity:0 pitch:62 shift:526 velocity:1 pitch:57 shift:539 velocity:0 pitch:57 velocity:1 pitch:58 shift:552 velocity:0 pitch:58 shift:555 velocity:1 pitch:55 shift:568 velocity:0 pitch:55 shift:571 velocity:1 pitch:53 shift:581 velocity:0 pitch:53 shift:584 velocity:1 pitch:55 shift:597 velocity:0 pitch:55 shift:600 velocity:1 pitch:62 shift:610 velocity:0 pitch:62 shift:613 velocity:1 pitch:57 shift:626 velocity:0 pitch:57 shift:629 velocity:1 pitch:58 shift:642 velocity:0 pitch:58 shift:645 velocity:1 pitch:51 shift:658 velocity:0 pitch:51 shift:661 velocity:1 pitch:50 shift:670 velocity:0 pitch:50 shift:677 velocity:1 pitch:51 shift:686 velocity:0 pitch:51 shift:690 velocity:1 pitch:48 shift:702 velocity:0 pitch:48 shift:706 velocity:1 pitch:51 shift:715 velocity:0 pitch:51 shift:722 velocity:1 pitch:46 shift:731 velocity:0 pitch:46 shift:734 velocity:1 pitch:45 shift:747 velocity:0 pitch:45 shift:750 velocity:1 pitch:51 shift:760 velocity:0 pitch:51 shift:763 velocity:1 pitch:43 shift:773 velocity:0 pitch:43 shift:779 velocity:1 pitch:45 shift:789 velocity:0 pitch:45 shift:795 velocity:1 pitch:51 shift:802 velocity:0 pitch:51 shift:808 velocity:1 pitch:41 shift:814 velocity:0 pitch:41 shift:824 velocity:1 pitch:46 shift:830 velocity:0 pitch:46 shift:837 velocity:1 pitch:50 shift:846 velocity:0 pitch:50 shift:850 velocity:1 pitch:53 shift:859 velocity:0 pitch:53 shift:866 velocity:1 pitch:58 shift:872 velocity:0 pitch:58 shift:878 velocity:1 pitch:50 shift:888 velocity:0 pitch:50 shift:894 velocity:1 pitch:53 shift:901 velocity:0 pitch:53 shift:907 velocity:1 pitch:46 shift:994 velocity:0 pitch:46
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program:42 pitch:60 tie:0 shift:1 velocity:0 pitch:60 shift:4 velocity:1 pitch:57 shift:14 velocity:0 pitch:57 shift:17 velocity:1 pitch:58 shift:27 velocity:0 pitch:58 shift:33 velocity:1 pitch:57 shift:43 velocity:0 pitch:57 shift:46 velocity:1 pitch:55 shift:59 velocity:0 pitch:55 velocity:1 pitch:57 shift:72 velocity:0 pitch:57 shift:75 velocity:1 pitch:53 shift:91 velocity:0 pitch:53 shift:94 velocity:1 pitch:57 shift:103 velocity:0 pitch:57 shift:107 velocity:1 pitch:53 shift:116 velocity:0 pitch:53 shift:120 velocity:1 pitch:51 shift:132 velocity:0 pitch:51 shift:136 velocity:1 pitch:50 shift:145 velocity:0 pitch:50 shift:148 velocity:1 pitch:48 shift:158 velocity:0 pitch:48 shift:164 velocity:1 pitch:43 pitch:60 shift:174 velocity:0 pitch:43 pitch:60 shift:177 velocity:1 pitch:57 shift:187 velocity:0 pitch:57 shift:190 velocity:1 pitch:58 shift:203 velocity:0 pitch:58 shift:206 velocity:1 pitch:57 shift:216 velocity:0 pitch:57 shift:219 velocity:1 pitch:55 shift:232 velocity:0 pitch:55 velocity:1 pitch:57 shift:241 velocity:0 pitch:57 shift:244 velocity:1 pitch:53 shift:254 velocity:0 pitch:53 shift:260 velocity:1 pitch:57 shift:270 velocity:0 pitch:57 shift:273 velocity:1 pitch:51 shift:283 velocity:0 pitch:51 shift:289 velocity:1 pitch:50 shift:302 velocity:0 pitch:50 shift:305 velocity:1 pitch:48 shift:315 velocity:0 pitch:48 shift:318 velocity:1 pitch:50 shift:331 velocity:0 pitch:50 shift:334 velocity:1 pitch:62 shift:344 velocity:0 pitch:62 shift:347 velocity:1 pitch:57 shift:360 velocity:0 pitch:57 shift:363 velocity:1 pitch:58 shift:376 velocity:0 pitch:58 shift:379 velocity:1 pitch:51 shift:392 velocity:0 pitch:51 shift:395 velocity:1 pitch:50 shift:404 velocity:0 pitch:50 shift:408 velocity:1 pitch:51 shift:420 velocity:0 pitch:51 shift:424 velocity:1 pitch:62 shift:436 velocity:0 pitch:62 shift:440 velocity:1 pitch:57 shift:449 velocity:0 pitch:57 shift:452 velocity:1 pitch:58 shift:465 velocity:0 pitch:58 velocity:1 pitch:53 shift:478 velocity:0 pitch:53 shift:481 velocity:1 pitch:51 shift:491 velocity:0 pitch:51 shift:494 velocity:1 pitch:53 shift:507 velocity:0 pitch:53 shift:513 velocity:1 pitch:62 shift:523 velocity:0 pitch:62 shift:526 velocity:1 pitch:57 shift:539 velocity:0 pitch:57 shift:542 velocity:1 pitch:58 shift:555 velocity:0 pitch:58 velocity:1 pitch:55 shift:568 velocity:0 pitch:55 shift:571 velocity:1 pitch:53 shift:580 velocity:0 pitch:53 shift:584 velocity:1 pitch:55 shift:596 velocity:0 pitch:55 shift:600 velocity:1 pitch:62 shift:612 velocity:0 pitch:62 shift:616 velocity:1 pitch:57 shift:625 velocity:0 pitch:57 shift:628 velocity:1 pitch:58 shift:641 velocity:0 pitch:58 shift:644 velocity:1 pitch:51 shift:657 velocity:0 pitch:51 shift:660 velocity:1 pitch:50 shift:673 velocity:0 pitch:50 shift:676 velocity:1 pitch:51 shift:686 velocity:0 pitch:51 shift:689 velocity:1 pitch:48 shift:702 velocity:0 pitch:48 shift:705 velocity:1 pitch:51 shift:715 velocity:0 pitch:51 shift:721 velocity:1 pitch:46 shift:731 velocity:0 pitch:46 shift:734 velocity:1 pitch:45 shift:747 velocity:0 pitch:45 shift:750 velocity:1 pitch:51 shift:760 velocity:0 pitch:51 shift:763 velocity:1 pitch:43 shift:772 velocity:0 pitch:43 shift:776 velocity:1 pitch:45 shift:788 velocity:0 pitch:45 shift:792 velocity:1 pitch:51 shift:801 velocity:0 pitch:51 shift:808 velocity:1 pitch:41 shift:817 velocity:0 pitch:41 shift:824 velocity:1 pitch:46 shift:833 velocity:0 pitch:46 shift:836 velocity:1 pitch:50 shift:846 velocity:0 pitch:50 shift:849 velocity:1 pitch:53 shift:859 velocity:0 pitch:53 shift:865 velocity:1 pitch:58 shift:872 velocity:0 pitch:58 shift:878 velocity:1 pitch:50 shift:888 velocity:0 pitch:50 shift:894 velocity:1 pitch:53 shift:904 velocity:0 pitch:53 shift:907 velocity:1 pitch:46
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program:0 pitch:67 pitch:76 tie:0 shift:22 velocity:1 pitch:69 shift:25 velocity:0 pitch:67 shift:26 pitch:76 shift:45 velocity:1 pitch:76 shift:65 velocity:0 pitch:76 shift:70 velocity:1 pitch:74 shift:91 velocity:0 pitch:74 shift:92 velocity:1 pitch:73 shift:136 velocity:0 pitch:73 shift:137 velocity:1 pitch:74 shift:139 pitch:62 shift:149 velocity:0 pitch:69 shift:167 velocity:1 pitch:77 shift:187 velocity:0 pitch:77 shift:190 velocity:1 pitch:81 shift:205 velocity:0 pitch:81 shift:212 velocity:1 pitch:85 shift:242 velocity:0 pitch:74 pitch:85 shift:246 velocity:1 pitch:85 shift:295 velocity:0 pitch:62 shift:305 pitch:85 shift:310 velocity:1 pitch:86 shift:411 pitch:67 shift:448 pitch:84 shift:476 velocity:0 pitch:84 velocity:1 pitch:84 shift:483 velocity:0 pitch:86 shift:498 velocity:1 pitch:82 shift:502 velocity:0 pitch:84 shift:506 pitch:82 shift:521 velocity:1 pitch:82 shift:525 pitch:73 shift:545 pitch:81 shift:551 velocity:0 pitch:82 shift:555 pitch:81 shift:560 pitch:67 shift:566 velocity:1 pitch:81 shift:587 pitch:79 shift:590 velocity:0 pitch:81 shift:594 pitch:79 shift:610 velocity:1 pitch:79 shift:611 pitch:74 shift:618 velocity:0 pitch:73 shift:631 velocity:1 pitch:77 shift:633 velocity:0 pitch:79 shift:638 pitch:77 shift:653 velocity:1 pitch:77 shift:672 pitch:76 shift:674 velocity:0 pitch:77 shift:677 pitch:76 shift:694 velocity:1 pitch:76 shift:696 pitch:70 shift:704 velocity:0 pitch:74 shift:715 pitch:76 shift:716 velocity:1 pitch:77 shift:725 velocity:0 pitch:77 shift:737 velocity:1 pitch:77 shift:752 velocity:0 pitch:77 shift:756 velocity:1 pitch:79 shift:761 velocity:0 pitch:79 shift:779 pitch:70 velocity:1 pitch:67 pitch:79 shift:799 velocity:0 pitch:79 shift:800 velocity:1 pitch:77 shift:805 velocity:0 pitch:77 shift:822 velocity:1 pitch:77 shift:840 velocity:0 pitch:77 shift:843 velocity:1 pitch:76 shift:847 velocity:0 pitch:76 shift:865 pitch:67 shift:868 velocity:1 pitch:69 pitch:76 shift:887 velocity:0 pitch:76 shift:891 velocity:1 pitch:74 shift:897 velocity:0 pitch:74 shift:915 velocity:1 pitch:74 shift:940 velocity:0 pitch:74 velocity:1 pitch:73
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program:0 pitch:76 pitch:77 tie:0 shift:21 velocity:1 pitch:69 shift:44 velocity:0 pitch:76 velocity:1 pitch:76 shift:69 pitch:74 shift:90 pitch:73 shift:136 velocity:0 pitch:74 velocity:1 pitch:74 shift:138 pitch:62 shift:142 velocity:0 pitch:69 pitch:73 pitch:76 pitch:77 shift:166 velocity:1 pitch:77 shift:190 pitch:81 shift:212 pitch:85 shift:245 velocity:0 pitch:85 velocity:1 pitch:85 shift:310 pitch:86 shift:316 velocity:0 pitch:62 pitch:74 pitch:77 pitch:81 pitch:85 shift:410 velocity:1 pitch:67 shift:447 pitch:84 shift:475 velocity:0 pitch:84 velocity:1 pitch:84 shift:498 pitch:82 shift:521 velocity:0 pitch:82 velocity:1 pitch:82 shift:524 pitch:73 shift:544 pitch:81 shift:565 velocity:0 pitch:81 velocity:1 pitch:81 shift:586 pitch:79 shift:609 pitch:74 shift:610 velocity:0 pitch:67 pitch:73 pitch:79 pitch:81 pitch:82 pitch:84 pitch:86 velocity:1 pitch:79 shift:630 pitch:77 shift:652 velocity:0 pitch:77 velocity:1 pitch:77 shift:671 pitch:76 shift:695 velocity:0 pitch:76 velocity:1 pitch:70 pitch:76 shift:700 velocity:0 pitch:74 pitch:77 pitch:79 shift:715 velocity:1 pitch:77 shift:736 velocity:0 pitch:77 velocity:1 pitch:77 shift:755 pitch:79 shift:778 velocity:0 pitch:79 velocity:1 pitch:79 shift:779 pitch:67 shift:783 velocity:0 pitch:70 pitch:76 pitch:77 shift:799 velocity:1 pitch:77 shift:823 velocity:0 pitch:77 velocity:1 pitch:77 shift:842 pitch:76 shift:867 pitch:69 shift:871 velocity:0 pitch:67 pitch:76 pitch:77 pitch:79 shift:890 velocity:1 pitch:74 shift:915 velocity:0 pitch:74 velocity:1 pitch:74 shift:940 pitch:73
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program:0 pitch:62 pitch:64 tie:0 shift:58 velocity:1 pitch:70 shift:244 velocity:0 pitch:62 pitch:64 velocity:1 pitch:62 pitch:64 shift:271 pitch:65 shift:290 velocity:0 pitch:64 shift:420 velocity:1 pitch:72 shift:446 velocity:0 pitch:70 shift:512 velocity:1 pitch:74 shift:521 velocity:0 pitch:72 shift:612 pitch:62 velocity:1 pitch:62 shift:624 velocity:0 pitch:74 shift:636 velocity:1 pitch:64 shift:646 velocity:0 pitch:65 shift:761 velocity:1 pitch:76 shift:923 pitch:74 shift:924 velocity:0 pitch:62 pitch:64 velocity:1 pitch:62 pitch:64 shift:956 pitch:65 shift:967 pitch:72
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program:0 pitch:62 pitch:64 tie:0 shift:58 velocity:1 pitch:70 shift:244 velocity:0 pitch:62 pitch:64 velocity:1 pitch:62 pitch:64 shift:271 pitch:65 shift:288 velocity:0 pitch:64 shift:420 velocity:1 pitch:72 shift:453 velocity:0 pitch:70 shift:512 velocity:1 pitch:74 shift:518 velocity:0 pitch:72 shift:612 pitch:62 velocity:1 pitch:62 shift:636 pitch:64 shift:647 velocity:0 pitch:65 shift:761 velocity:1 pitch:76 shift:796 velocity:0 pitch:74 shift:923 velocity:1 pitch:74 shift:924 velocity:0 pitch:62 pitch:64 velocity:1 pitch:62 pitch:64 shift:955 pitch:65 shift:967 pitch:72
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Audio-to-Image (A2I)
[top]The opposite direction of I2A (Translation from Audio RVQ tokens to Image RVQ tokens). While the inferred images do not closely match the ground truth scores, we find that they follow the general melodic trends in the input audio.
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Image-to-Audio (I2A) in All Genres
[top]In a supplementary experiment, we develop a multi-task model trained on the complete YouTube Score Video (YTSV) dataset, encompassing diverse classical chamber works beyond piano solos. The model simultaneously handles three tasks: Optical Music Recognition (OMR), audio synthesis (MIDI-to-audio), and image-to-audio conversion. The inclusion of varied instruments and musical notation styles creates an enhanced complexity for conditional generation. Below, we demonstrate the model's image-to-audio conversion capabilities.