mlsanityData to 7 Oct 2026

Pyroomacoustics: A Python package for audio room simulations and array processing algorithms

arXiv 1710.04196 ↗First posted 11 Oct 2017cs.SD eess.AScited by 131

Not on the map. Why?

Abstract (arXiv)

We present pyroomacoustics, a software package aimed at the rapid development and testing of audio array processing algorithms. The content of the package can be divided into three main components: an intuitive Python object-oriented interface to quickly construct different simulation scenarios involving multiple sound sources and microphones in 2D and 3D rooms; a fast C implementation of the image source model for general polyhedral rooms to efficiently generate room impulse responses and simulate the propagation between sources and receivers; and finally, reference implementations of popular algorithms for beamforming, direction finding, and adaptive filtering. Together, they form a package with the potential to speed up the time to market of new algorithms by significantly reducing the implementation overhead in the performance evaluation step.

Key facts. Cited by 131 papers in the map (data through 7 Oct 2026). First posted on arXiv 11 Oct 2017.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 14; 2022: 23; 2023: 13; 2024: 23; 2025: 28; 2026: 30.

131 papers.

Sort:

By area:

  1. 2022Speech Enhancement and Dereverberation with Diffusion-based Generative Modelscited by 195
  2. 2022StoRM: A Diffusion-based Stochastic Regeneration Model for Speech Enhancement and Dereverberationcited by 105
  3. 2022SoundSpaces 2.0: A Simulation Platform for Visual-Acoustic Learningcited by 93
  4. 2021A Survey of Sound Source Localization with Deep Learning Methodscited by 45
  5. 2022Analysing Diffusion-based Generative Approaches versus Discriminative Approaches for Speech Restorationcited by 34
  6. 2024BAT: Learning to Reason about Spatial Sounds with Large Language Modelscited by 34
  7. 2024Both Ears Wide Open: Towards Language-Driven Spatial Audio Generationcited by 25
  8. 2024Real Acoustic Fields: An Audio-Visual Room Acoustics Dataset and Benchmarkcited by 20
  9. 2022Sound Localization by Self-Supervised Time Delay Estimationcited by 18
  10. 2022Augmentation Invariant Discrete Representation for Generative Spoken Language Modelingcited by 17
  11. 2021Real-time Denoising and Dereverberation with Tiny Recurrent U-Netcited by 16
  12. 2022Heterogeneous Target Speech Separationcited by 13
38 more
  1. 2022Insights Into Deep Non-linear Filters for Improved Multi-channel Speech Enhancementcited by 13
  2. 2023One model to rule them all ? Towards End-to-End Joint Speaker Diarization and Speech Recognitioncited by 12
  3. 2024Spatial Scaper: A Library to Simulate and Augment Soundscapes for Sound Event Localization and Detection in Realistic Roomscited by 12
  4. 2024Hearing Anything Anywherecited by 12
  5. 2024Unsupervised Blind Joint Dereverberation and Room Acoustics Estimation with Diffusion Modelscited by 11
  6. 2023Multi-channel Speech Separation Using Spatially Selective Deep Non-linear Filterscited by 10
  7. 2024SEE-2-SOUND: Zero-Shot Spatial Environment-to-Spatial Soundcited by 10
  8. 2021MIMII DUE: Sound Dataset for Malfunctioning Industrial Machine Investigation and Inspection with Domain Shifts due to Changes in Operational and Environmental Conditionscited by 9
  9. 2023Diffusion Posterior Sampling for Informed Single-Channel Dereverberationcited by 9
  10. 2021Teacher-Student MixIT for Unsupervised and Semi-supervised Speech Separationcited by 8
  11. 2021Hybrid Neural Networks for On-device Directional Hearingcited by 8
  12. 2022ESPnet-SE++: Speech Enhancement for Robust Speech Recognition, Translation, and Understandingcited by 8
  13. 2025Hearing Anywhere in Any Environmentcited by 8
  14. 2022Extending GCC-PHAT using Shift Equivariant Neural Networkscited by 7
  15. 2022Receptive Field Analysis of Temporal Convolutional Networks for Monaural Speech Dereverberationcited by 6
  16. 2022On the Role of Spatial, Spectral, and Temporal Processing for DNN-based Non-linear Multi-channel Speech Enhancementcited by 6
  17. 2024Diff-SAGe: End-to-End Spatial Audio Generation Using Diffusion Modelscited by 6
  18. 2025SonicMaster: Towards Controllable All-in-One Music Restoration and Masteringcited by 6
  19. 2021Semi-supervised source localization in reverberant environments with deep generative modelingcited by 5
  20. 2026The World is Not Mono: Enabling Spatial Understanding in Large Audio-Language Modelscited by 5
  21. 2021Voicy: Zero-Shot Non-Parallel Voice Conversion in Noisy Reverberant Environmentscited by 4
  22. 2022MIMO-DoAnet: Multi-channel Input and Multiple Outputs DoA Network with Unknown Number of Sound Sourcescited by 4
  23. 2022Spatially Selective Deep Non-linear Filters for Speaker Extractioncited by 4
  24. 2024Is Audio Spoof Detection Robust to Laundering Attacks?cited by 4
  25. 2024SonicSim: A customizable simulation platform for speech processing in moving sound source scenarioscited by 4
  26. 2025Sci-Phi: A Large Language Model Spatial Audio Descriptorcited by 4
  27. 2026Generating Synthetic Doctor-Patient Conversations for Long-form Audio Summarizationcited by 4
  28. 2022Utterance Weighted Multi-Dilation Temporal Convolutional Networks for Monaural Speech Dereverberationcited by 3
  29. 2023A DNN based Normalized Time-frequency Weighted Criterion for Robust Wideband DoA Estimationcited by 3
  30. 2023Blind Acoustic Room Parameter Estimation Using Phase Featurescited by 3
  31. 2023Dual input neural networks for positional sound source localizationcited by 3
  32. 2025SDialog: A Python Toolkit for End-to-End Agent Building, User Simulation, Dialog Generation, and Evaluationcited by 3
  33. 2025Room-acoustic simulations as an alternative to measurements for audio-algorithm evaluationcited by 3
  34. 2021Time-Domain Speech Extraction with Spatial Information and Multi Speaker Conditioning Mechanismcited by 2
  35. 2021Implicit Acoustic Echo Cancellation for Keyword Spotting and Device-Directed Speech Detectioncited by 2
  36. 2021Accoustate: Auto-annotation of IMU-generated Activity Signatures under Smart Infrastructurecited by 2
  37. 2022Deep Audio Waveform Priorcited by 2
  38. 2023Extending DNN-based Multiplicative Masking to Deep Subband Filtering for Improved Dereverberationcited by 2

50 most cited of 131 All 131 (JSON)