Generative Data Augmentation Challenge: Synthesis of Room Acoustics for Speaker Distance Estimation
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Abstract (arXiv)
This paper describes the synthesis of the room acoustics challenge as a part of the generative data augmentation workshop at ICASSP 2025. The challenge defines a unique generative task that is designed to improve the quantity and diversity of the room impulse responses dataset so that it can be used for spatially sensitive downstream tasks: speaker distance estimation. The challenge identifies the technical difficulty in measuring or simulating many rooms' acoustic characteristics precisely. As a solution, it proposes generative data augmentation as an alternative that can potentially be used to improve various downstream tasks. The challenge website, dataset, and evaluation code are available at https://sites.google.com/view/genda2025.
Key facts. Cited by 9 papers in the map (data through 14 Oct 2026). First posted on arXiv 22 Jan 2025.
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Citing papers per year: 2025: 5; 2026: 4.
9 papers.
- 2025DiffusionRIR: Room Impulse Response Interpolation using Diffusion Modelscited by 3
- 2025MB-RIRs: a Synthetic Room Impulse Response Dataset with Frequency-Dependent Absorption Coefficientscited by 3
- 2025Room-acoustic simulations as an alternative to measurements for audio-algorithm evaluationcited by 3
- 2025Treble10: A high-quality dataset for far-field speech recognition, dereverberation, and enhancementcited by 2
- 2026RIR-Former: Coordinate-Guided Transformer for Continuous Reconstruction of Room Impulse Responsescited by 2
- 2025Data Augmentation Using Neural Acoustic Fields With Retrieval-Augmented Pre-trainingcited by 0
- 2026Towards Improving Speaker Distance Estimation through Generative Impulse Response Augmentationcited by 0
- 2026Dependence on Early and Late Reverberation of Single-Channel Speaker Distance Estimationcited by 0
- 2026SF-Flow: Sound field magnitude estimation via flow matching guided by sparse measurementscited by 0
- 2026SF-Flow: Sound field magnitude estimation via flow matching guided by sparse measurements11 May 2026
- 2026Dependence on Early and Late Reverberation of Single-Channel Speaker Distance Estimation8 May 2026
- 2026Towards Improving Speaker Distance Estimation through Generative Impulse Response Augmentation1 May 2026
- 2026RIR-Former: Coordinate-Guided Transformer for Continuous Reconstruction of Room Impulse Responses2 Feb 2026
- 2025Treble10: A high-quality dataset for far-field speech recognition, dereverberation, and enhancement27 Oct 2025
- 2025Room-acoustic simulations as an alternative to measurements for audio-algorithm evaluation5 Sep 2025
- 2025MB-RIRs: a Synthetic Room Impulse Response Dataset with Frequency-Dependent Absorption Coefficients13 Jul 2025
- 2025DiffusionRIR: Room Impulse Response Interpolation using Diffusion Models29 Apr 2025
- 2025Data Augmentation Using Neural Acoustic Fields With Retrieval-Augmented Pre-training19 Apr 2025