Piano Transcription (high-resolution CRNN) โ€” ONNX

ONNX export of the ByteDance / Qiuqiang Kong high-resolution piano transcription model (Kong et al. 2020, onset F1 96.7% on MAESTRO, MIT). Source checkpoint: Genius-Society/piano_trans.

Used by the megenta-jam PGM console for on-device piano stem โ†’ MIDI.

I/O

  • input audio: float32 [1, 160000] mono @ 16 kHz (10 s segment)
  • outputs: reg_onset, reg_offset, frame, velocity (each [1,1001,88]), plus pedal heads. Post-process with regression onset/offset decoding.

ORT note: load with graph optimizations disabled (ORT 1.20 MatMul+BN fusion mis-infers a rank-3 Gemm in this graph).

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