mlsanityData to 14 Oct 2026

PianoFlow: Music-Aware Streaming Piano Motion Generation with Bimanual Coordination

arXiv 2604.12856 ↗First posted 14 Apr 2026cs.CVcited by 0

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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.

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References · 46

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