mlsanityData to 7 Oct 2026

MAVD: The First Open Large-Scale Mandarin Audio-Visual Dataset with Depth Information

arXiv 2306.02263 ↗First posted 4 Jun 2023cs.SD cs.CVcited by 0

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Abstract (arXiv)

Audio-visual speech recognition (AVSR) gains increasing attention from researchers as an important part of human-computer interaction. However, the existing available Mandarin audio-visual datasets are limited and lack the depth information. To address this issue, this work establishes the MAVD, a new large-scale Mandarin multimodal corpus comprising 12,484 utterances spoken by 64 native Chinese speakers. To ensure the dataset covers diverse real-world scenarios, a pipeline for cleaning and filtering the raw text material has been developed to create a well-balanced reading material. In particular, the latest data acquisition device of Microsoft, Azure Kinect is used to capture depth information in addition to the traditional audio signals and RGB images during data acquisition. We also provide a baseline experiment, which could be used to evaluate the effectiveness of the dataset. The dataset and code will be released at https://github.com/SpringHuo/MAVD.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 11 of its 38 references that are in the map. First posted on arXiv 4 Jun 2023.

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References · 11

  1. 2015Deep Residual Learning for Image Recognitioncited by 51,809
  2. 2020wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representationscited by 3,853
  3. 2017VoxCeleb: a large-scale speaker identification datasetcited by 714
  4. 2013Speech Recognition with Deep Recurrent Neural Networkscited by 666
  5. 2017AISHELL-1: An Open-Source Mandarin Speech Corpus and A Speech Recognition Baselinecited by 364
  6. 2018AISHELL-2: Transforming Mandarin ASR Research Into Industrial Scalecited by 125
  7. 2018LRW-1000: A Naturally-Distributed Large-Scale Benchmark for Lip Reading in the Wildcited by 51
  8. 2022WebUAV-3M: A Benchmark for Unveiling the Power of Million-Scale Deep UAV Trackingcited by 26
  9. 2015Robust Face Recognition via Multimodal Deep Face Representationcited by 19
  10. 2020Re-synchronization using the Hand Preceding Model for Multi-modal Fusion in Automatic Continuous Cued Speech Recognitioncited by 16
  11. 2020A Pilot Study on Mandarin Chinese Cued Speechcited by 9

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