A physics-informed neural network enforces momentum and continuity equations on all four Ambisonic channels, outperforming data-only and W-channel-only baselines for room impulse response interpolation.
HARP: A Large-Scale Higher-Order Ambisonic Room Impulse Response Dataset
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abstract
This contribution introduces a dataset of 7th-order Ambisonic Room Impulse Responses (HOA-RIRs), created using the Image Source Method. By employing higher-order Ambisonics, our dataset enables precise spatial audio reproduction, a critical requirement for realistic immersive audio applications. Leveraging the virtual simulation, we present a unique microphone configuration, based on the superposition principle, designed to optimize sound field coverage while addressing the limitations of traditional microphone arrays. The presented 64-microphone configuration allows us to capture RIRs directly in the Spherical Harmonics domain. The dataset features a wide range of room configurations, encompassing variations in room geometry, acoustic absorption materials, and source-receiver distances. A detailed description of the simulation setup is provided alongside for an accurate reproduction. The dataset serves as a vital resource for researchers working on spatial audio, particularly in applications involving machine learning to improve room acoustics modeling and sound field synthesis. It further provides a very high level of spatial resolution and realism crucial for tasks such as source localization, reverberation prediction, and immersive sound reproduction.
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Physics-Informed Direction-Aware Neural Acoustic Fields
A physics-informed neural network enforces momentum and continuity equations on all four Ambisonic channels, outperforming data-only and W-channel-only baselines for room impulse response interpolation.