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Steered Response Power for Sound Source Localization: A Tutorial Review

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In the last three decades, the Steered Response Power (SRP) method has been widely used for the task of Sound Source Localization (SSL), due to its satisfactory localization performance on moderately reverberant and noisy scenarios. Many works have analyzed and extended the original SRP method to reduce its computational cost, to allow it to locate multiple sources, or to improve its performance in adverse environments. In this work, we review over 200 papers on the SRP method and its variants, with emphasis on the SRP-PHAT method. We also present eXtensible-SRP, or X-SRP, a generalized and modularized version of the SRP algorithm which allows the reviewed extensions to be implemented. We provide a Python implementation of the algorithm which includes selected extensions from the literature.

Eric Grinstein, Elisa Tengan, Bilgesu \c{C}akmak, Thomas Dietzen, Leonardo Nunes, Toon van Waterschoot, Mike Brookes, Patrick A. Naylor• 2024

Related benchmarks

TaskDatasetResultRank
Direction of Arrival EstimationSimulated data (Experiment 3)
RMSAE8.4
4
Direction of Arrival EstimationLOCATA Experiment 3
RMS Angular Error16.7
4
Direction of Arrival EstimationSimulated data Experiment 1
RMSAE8.4
4
Direction of Arrival EstimationLOCATA Experiment 1
RMSAE16.7
4
DOA estimationSimulated data Experiment 2 - directional AWGN
RMS Angular Error7.9
4
DOA estimationLOCATA Experiment 2 - directional AWGN
RMSAE16.7
4
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