A multispeaker dataset of raw and reconstructed speech production real-time MRI video and 3D volumetric images
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Abstract (arXiv)
Real-time magnetic resonance imaging (RT-MRI) of human speech production is enabling significant advances in speech science, linguistics, bio-inspired speech technology development, and clinical applications. Easy access to RT-MRI is however limited, and comprehensive datasets with broad access are needed to catalyze research across numerous domains. The imaging of the rapidly moving articulators and dynamic airway shaping during speech demands high spatio-temporal resolution and robust reconstruction methods. Further, while reconstructed images have been published, to-date there is no open dataset providing raw multi-coil RT-MRI data from an optimized speech production experimental setup. Such datasets could enable new and improved methods for dynamic image reconstruction, artifact correction, feature extraction, and direct extraction of linguistically-relevant biomarkers. The present dataset offers a unique corpus of 2D sagittal-view RT-MRI videos along with synchronized audio for 75 subjects performing linguistically motivated speech tasks, alongside the corresponding first-ever public domain raw RT-MRI data. The dataset also includes 3D volumetric vocal tract MRI during sustained speech sounds and high-resolution static anatomical T2-weighted upper airway MRI for each subject.
Key facts. Cited by 21 papers in the map (data through 7 Oct 2026). First posted on arXiv 16 Feb 2021.
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Citing papers per year: 2023: 1; 2024: 5; 2025: 9; 2026: 6.
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- 2024Bora: Biomedical Generalist Video Generation Modelcited by 15
- 2024Speech2rtMRI: Speech-Guided Diffusion Model for Real-time MRI Video of the Vocal Tract during Speechcited by 4
- 2023Speech Understanding on Tiny Devices with A Learning Cachecited by 3
- 2024Multimodal Segmentation for Vocal Tract Modelingcited by 3
- 2025Towards disentangling the contributions of articulation and acoustics in multimodal phoneme recognitioncited by 3
- 2024Artificial Intelligence for Biomedical Video Generationcited by 2
- 2025A Speech-to-Video Synthesis Approach Using Spatio-Temporal Diffusion for Vocal Tract MRIcited by 2
- 2025MOOSE: Pay Attention to Temporal Dynamics for Video Understanding via Optical Flowscited by 2
- 2025VocSegMRI: Multimodal Learning for Precise Vocal Tract Segmentation in Real-time MRIcited by 2
- 2026An Approach to Simultaneous Acquisition of Real-Time MRI Video, EEG, and Surface EMG for Articulatory, Brain, and Muscle Activity During Speech Productioncited by 2
- 2025ARTI-6: Towards Six-dimensional Articulatory Speech Encodingcited by 1
- 2026Speech Codec Probing from Semantic and Phonetic Perspectivescited by 1
9 more
- 2026SIREM: Speech-Informed MRI Reconstruction with Learned Samplingcited by 1
- 2024Lightweight, error-tolerant edge detection using memristor-enabled stochastic logicscited by 0
- 2025Open-Source Manually Annotated Vocal Tract Database for Automatic Segmentation from 3D MRI Using Deep Learning: Benchmarking 2D and 3D Convolutional and Transformer Networkscited by 0
- 2025Role of the Pretraining and the Adaptation data sizes for low-resource real-time MRI video segmentationcited by 0
- 2025Speech Audio Generation from dynamic MRI via a Knowledge Enhanced Conditional Variational Autoencodercited by 0
- 2025A New k-Space Model for Non-Cartesian Fourier Imagingcited by 0
- 2026Structured Phonological Representations for Audio-Articulatory rtMRI Speech Classificationcited by 0
- 2026Arti-JEPA: Adapting Video World Model to Real-Time MRI of the Vocal Tract for Speech-Production Analysiscited by 0
- 2026Reconstructing the Vocal Tract with Differentiable Acoustic Simulationcited by 0
- 2026Reconstructing the Vocal Tract with Differentiable Acoustic Simulation29 Sep 2026
- 2026Arti-JEPA: Adapting Video World Model to Real-Time MRI of the Vocal Tract for Speech-Production Analysis9 Sep 2026
- 2026Structured Phonological Representations for Audio-Articulatory rtMRI Speech Classification10 Aug 2026
- 2026SIREM: Speech-Informed MRI Reconstruction with Learned Sampling18 May 2026
- 2026Speech Codec Probing from Semantic and Phonetic Perspectives11 Mar 2026
- 2026An Approach to Simultaneous Acquisition of Real-Time MRI Video, EEG, and Surface EMG for Articulatory, Brain, and Muscle Activity During Speech Production5 Mar 2026
- 2025ARTI-6: Towards Six-dimensional Articulatory Speech Encoding25 Sep 2025
- 2025VocSegMRI: Multimodal Learning for Precise Vocal Tract Segmentation in Real-time MRI17 Sep 2025
- 2025MOOSE: Pay Attention to Temporal Dynamics for Video Understanding via Optical Flows1 Jun 2025
- 2025Towards disentangling the contributions of articulation and acoustics in multimodal phoneme recognition29 May 2025
- 2025A New k-Space Model for Non-Cartesian Fourier Imaging8 May 2025
- 2025A Speech-to-Video Synthesis Approach Using Spatio-Temporal Diffusion for Vocal Tract MRI15 Mar 2025
9 more
- 2025Speech Audio Generation from dynamic MRI via a Knowledge Enhanced Conditional Variational Autoencoder9 Mar 2025
- 2025Role of the Pretraining and the Adaptation data sizes for low-resource real-time MRI video segmentation20 Feb 2025
- 2025Open-Source Manually Annotated Vocal Tract Database for Automatic Segmentation from 3D MRI Using Deep Learning: Benchmarking 2D and 3D Convolutional and Transformer Networks8 Jan 2025
- 2024Artificial Intelligence for Biomedical Video Generation12 Nov 2024
- 2024Speech2rtMRI: Speech-Guided Diffusion Model for Real-time MRI Video of the Vocal Tract during Speech23 Sep 2024
- 2024Bora: Biomedical Generalist Video Generation Model12 Jul 2024
- 2024Multimodal Segmentation for Vocal Tract Modeling22 Jun 2024
- 2024Lightweight, error-tolerant edge detection using memristor-enabled stochastic logics25 Feb 2024
- 2023Speech Understanding on Tiny Devices with A Learning Cache30 Nov 2023
- 2023Speech Understanding on Tiny Devices with A Learning Cachecited by 3
- 2024Multimodal Segmentation for Vocal Tract Modelingcited by 3
- 2025Towards disentangling the contributions of articulation and acoustics in multimodal phoneme recognitioncited by 3
- 2024Artificial Intelligence for Biomedical Video Generationcited by 2
- 2025A Speech-to-Video Synthesis Approach Using Spatio-Temporal Diffusion for Vocal Tract MRIcited by 2
- 2025MOOSE: Pay Attention to Temporal Dynamics for Video Understanding via Optical Flowscited by 2
- 2025VocSegMRI: Multimodal Learning for Precise Vocal Tract Segmentation in Real-time MRIcited by 2
- 2026An Approach to Simultaneous Acquisition of Real-Time MRI Video, EEG, and Surface EMG for Articulatory, Brain, and Muscle Activity During Speech Productioncited by 2
- 2025ARTI-6: Towards Six-dimensional Articulatory Speech Encodingcited by 1
- 2026Speech Codec Probing from Semantic and Phonetic Perspectivescited by 1
- 2026SIREM: Speech-Informed MRI Reconstruction with Learned Samplingcited by 1
- 2024Lightweight, error-tolerant edge detection using memristor-enabled stochastic logicscited by 0
12 most cited of 19 All 19 (JSON)
- 2026Reconstructing the Vocal Tract with Differentiable Acoustic Simulation29 Sep 2026
- 2026Arti-JEPA: Adapting Video World Model to Real-Time MRI of the Vocal Tract for Speech-Production Analysis9 Sep 2026
- 2026Structured Phonological Representations for Audio-Articulatory rtMRI Speech Classification10 Aug 2026
- 2026SIREM: Speech-Informed MRI Reconstruction with Learned Sampling18 May 2026
- 2026Speech Codec Probing from Semantic and Phonetic Perspectives11 Mar 2026
- 2026An Approach to Simultaneous Acquisition of Real-Time MRI Video, EEG, and Surface EMG for Articulatory, Brain, and Muscle Activity During Speech Production5 Mar 2026
- 2025ARTI-6: Towards Six-dimensional Articulatory Speech Encoding25 Sep 2025
- 2025VocSegMRI: Multimodal Learning for Precise Vocal Tract Segmentation in Real-time MRI17 Sep 2025
- 2025MOOSE: Pay Attention to Temporal Dynamics for Video Understanding via Optical Flows1 Jun 2025
- 2025Towards disentangling the contributions of articulation and acoustics in multimodal phoneme recognition29 May 2025
- 2025A New k-Space Model for Non-Cartesian Fourier Imaging8 May 2025
- 2025A Speech-to-Video Synthesis Approach Using Spatio-Temporal Diffusion for Vocal Tract MRI15 Mar 2025
12 newest of 19 All 19 (JSON)