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PN Incoder / Positive-Negative Enrollment Encoder

This repository contains the PN enrollment encoder and checkpoint used in the PN-conditioned FlowSE Target Speaker Extraction experiments.

Contents

  • checkpoints/proposed-monaural.pt

    • PN baseline / PN enrollment checkpoint.
    • Used as the frozen PN enrollment encoder checkpoint.
  • model/

    • PN model implementation files.
  • dataset/

    • Dataset utilities used by the PN enrollment model.

Baseline Result

The PN baseline evaluation produced:

  • Imp SNR: 10.65806 dB
  • Imp SI-SNR: 8.76132 dB
  • Imp SI-SDR: 9.38149 dB

Usage in PN-conditioned FlowSE

This checkpoint is used to extract positive-negative enrollment speaker condition embeddings.
The extracted condition embedding is then injected into the FlowSE DiT/CFM decoder for Target Speaker Extraction.

Note

The PN-conditioned FlowSE checkpoint is still being trained separately and is not included here.

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