Generative augmentation of room impulse responses using FastRIR, filtered for alignment with challenge data, reduces speaker distance estimation MAE from 1.66m to 0.6m on GWA rooms and from 2.18m to 0.69m on Treble rooms.
Fast-rir: Fast neural diffuse room impulse response generator
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Towards Improving Speaker Distance Estimation through Generative Impulse Response Augmentation
Generative augmentation of room impulse responses using FastRIR, filtered for alignment with challenge data, reduces speaker distance estimation MAE from 1.66m to 0.6m on GWA rooms and from 2.18m to 0.69m on Treble rooms.