Relative Harmonic Coefficients (RHCs) are a promising audio descriptor for Direction of Arrival (DOA) estimation but are vulnerable to noise and reverberation. We introduce RHC-ED, a convolutional encoder-decoder architecture that processes noisy and reverberant RHCs, restoring their ideal properties by suppressing unwanted artifacts. Using stacked CNNs, RHC-ED compresses and reconstructs RHCs for improved DOA estimation. Experiments across diverse acoustic conditions confirm RHC-ED’s effectiveness in reducing estimation errors and outperforming recent state-of-the-art methods for source localization, especially using first-order spherical harmonics.

Dereverberation of Relative Harmonic Coefficients via CNNs for Acoustic Source DOA estimation

G. Greco;S. Messana;M. Pezzoli;M. Cobos;F. Antonacci
2025-01-01

Abstract

Relative Harmonic Coefficients (RHCs) are a promising audio descriptor for Direction of Arrival (DOA) estimation but are vulnerable to noise and reverberation. We introduce RHC-ED, a convolutional encoder-decoder architecture that processes noisy and reverberant RHCs, restoring their ideal properties by suppressing unwanted artifacts. Using stacked CNNs, RHC-ED compresses and reconstructs RHCs for improved DOA estimation. Experiments across diverse acoustic conditions confirm RHC-ED’s effectiveness in reducing estimation errors and outperforming recent state-of-the-art methods for source localization, especially using first-order spherical harmonics.
2025
33rd European Signal Processing Conference EUSIPCO 2025
978-9-46-459362-4
Direction of Arrival, Relative Harmonic Coefficients, Convolutional Encoder-Decoder, Denoising, Dereverberation.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11311/1301660
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