PianoFlow: Music-Aware Streaming Piano Motion Generation with Bimanual Coordination
Not on the map. Why?
Abstract (arXiv)
Audio-driven bimanual piano motion generation requires precise modeling of complex musical structures and dynamic cross-hand coordination. However, existing methods often rely on acoustic-only representations lacking symbolic priors, employ inflexible interaction mechanisms, and are limited to computationally expensive short-sequence generation. To address these limitations, we propose PianoFlow, a flow-matching framework for precise and coordinated bimanual piano motion synthesis. Our approach strategically leverages MIDI as a privileged modality during training, distilling these structured musical priors to achieve deep semantic understanding while maintaining audio-only inference. Furthermore, we introduce an asymmetric role-gated interaction module to explicitly capture dynamic cross-hand coordination through role-aware attention and temporal gating. To enable real-time streaming generation for arbitrarily long sequences, we design an autoregressive flow continuation scheme that ensures seamless cross-chunk temporal coherence. Extensive experiments on the PianoMotion10M dataset demonstrate that PianoFlow achieves superior quantitative and qualitative performance, while accelerating inference by over 9× compared to previous methods.
Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 46 of its 72 references that are in the map. First posted on arXiv 14 Apr 2026.
Builds on
46 of 72 references.
References · 46
- 2015U-Net: Convolutional Networks for Biomedical Image Segmentationcited by 19,713
- 2018Neural Ordinary Differential Equationscited by 3,779
- 2022Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flowcited by 3,700
- 2021HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Unitscited by 2,342
- 2017FiLM: Visual Reasoning with a General Conditioning Layercited by 2,333
- 2021Perceiver: General Perception with Iterative Attentioncited by 1,104
- 2022EDGE: Editable Dance Generation From Musiccited by 287
- 2022Bailando: 3D Dance Generation by Actor-Critic GPT with Choreographic Memorycited by 212
- 2021FaceFormer: Speech-Driven 3D Facial Animation with Transformerscited by 209
- 2024AniPortrait: Audio-Driven Synthesis of Photorealistic Portrait Animationcited by 194
- 2021MeshTalk: 3D Face Animation from Speech using Cross-Modality Disentanglementcited by 190
- 2022Generating Holistic 3D Human Motion from Speechcited by 180
34 more
- 2023EmoTalk: Speech-Driven Emotional Disentanglement for 3D Face Animationcited by 142
- 2023DiffTalk: Crafting Diffusion Models for Generalized Audio-Driven Portraits Animationcited by 136
- 2025OmniHuman-1: Rethinking the Scaling-Up of One-Stage Conditioned Human Animation Modelscited by 129
- 2023EMAGE: Towards Unified Holistic Co-Speech Gesture Generation via Expressive Masked Audio Gesture Modelingcited by 105
- 2022FineDance: A Fine-grained Choreography Dataset for 3D Full Body Dance Generationcited by 88
- 2025OmniAvatar: Efficient Audio-Driven Avatar Video Generation with Adaptive Body Animationcited by 83
- 2025MuQ: Self-Supervised Music Representation Learning with Mel Residual Vector Quantizationcited by 68
- 2023FaceTalk: Audio-Driven Motion Diffusion for Neural Parametric Head Modelscited by 55
- 2025A Comprehensive Survey on Knowledge Distillationcited by 51
- 2024The Language of Motion: Unifying Verbal and Non-verbal Language of 3D Human Motioncited by 46
- 2023LivelySpeaker: Towards Semantic-Aware Co-Speech Gesture Generationcited by 40
- 2023Emotional Speech-driven 3D Body Animation via Disentangled Latent Diffusioncited by 39
- 2025ARTalk: Speech-Driven 3D Head Animation via Autoregressive Modelcited by 29
- 2025A Survey on Human Interaction Motion Generationcited by 25
- 2025DuetGen: Music Driven Two-Person Dance Generation via Hierarchical Masked Modelingcited by 21
- 2025MEGADance: Mixture-of-Experts Architecture for Genre-Aware 3D Dance Generationcited by 18
- 2025SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learningcited by 17
- 2025X-Dancer: Expressive Music to Human Dance Video Generationcited by 15
- 2024DEEPTalk: Dynamic Emotion Embedding for Probabilistic Speech-Driven 3D Face Animationcited by 12
- 2025MOSPA: Human Motion Generation Driven by Spatial Audiocited by 12
- 2024F"urElise: Capturing and Physically Synthesizing Hand Motions of Piano Performancecited by 10
- 2025Perceptually Accurate 3D Talking Head Generation: New Definitions, Speech-Mesh Representation, and Evaluation Metricscited by 10
- 2025MemoryTalker: Personalized Speech-Driven 3D Facial Animation via Audio-Guided Stylizationcited by 9
- 2024PianoMotion10M: Dataset and Benchmark for Hand Motion Generation in Piano Performancecited by 5
- 2025Separate to Collaborate: Dual-Stream Diffusion Model for Coordinated Piano Hand Motion Synthesiscited by 4
- 2025TCDiff++: An End-to-end Trajectory-Controllable Diffusion Model for Harmonious Music-Driven Group Choreographycited by 4
- 2025Music-Aligned Holistic 3D Dance Generation via Hierarchical Motion Modelingcited by 4
- 2024Audio Matters Too! Enhancing Markerless Motion Capture with Audio Signals for String Performance Capturecited by 3
- 2024JambaTalk: Speech-Driven 3D Talking Head Generation Based on Hybrid Transformer-Mamba Modelcited by 3
- 2025PAMD: Plausibility-Aware Motion Diffusion Model for Long Dance Generationcited by 3
- 2025StreamingTalker: Audio-driven 3D Facial Animation with Autoregressive Diffusion Modelcited by 3
- 2025Learning to Play Piano in the Real Worldcited by 2
- 2024SyncViolinist: Music-Oriented Violin Motion Generation Based on Bowing and Fingeringcited by 1
- 2025GCDance: Genre-Controlled Music-Driven 3D Full Body Dance Generationcited by 1
Built on by
Not cited yet.
Similar, not cited
Close in wording, no citation either way
- 2025Scaling Self-Supervised Representation Learning for Symbolic Piano Performance
- 2026CPR: Combining global composing, local performing and full-sequence refining in piano rendering with continuous autoregressive modelling
- 2025ACE-Step: A Step Towards Music Generation Foundation Model
- 2026PianoKontext: Expressive Performance Rendering from Deadpan Context
- 2025SAGE-Music: Low-Latency Symbolic Music Generation via Attribute-Specialized Key-Value Head Sharing
- 2023JEN-1 Composer: A Unified Framework for High-Fidelity Multi-Track Music Generation
- 2026MIDI-REPA: Improving Text-to-Music Generation with Symbolic Representation Alignment
- 2023Structured Multi-Track Accompaniment Arrangement via Style Prior Modelling