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Published on: December 20, 2024
Blind localization and segregation of two sources including a binaural head movement model
Nikhil Deshpande1, Jonas Braasch1
1School of Architecture, Rensselaer Polytechnic Institute, 110 8th Street, Troy, New York 12180, USA deshpn@rpi.edu, braasj@rpi.edu.
Abstract:
This study investigates how virtual head rotations can improve a binaural model's ability to segregate speech signals. The model takes two mixed speech sources spatialized to unique azimuth positions and localizes them. The model virtually rotates its head to orient itself for the maximum signal-to-noise ratio for extracting the target. An equalization-cancellation approach is used to generate a binary mask for the target based on localization cues. The mask is then overlaid onto the mixed signal's spectrogram to extract the target from the mixture. Improvement in signal-to-noise ratios from head rotation approaches over 30 dB.
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