mlsanityData to 7 Oct 2026

CN-Celeb-AV: A Multi-Genre Audio-Visual Dataset for Person Recognition

arXiv 2305.16049 ↗First posted 25 May 2023cs.CV cs.MM cs.SDcited by 4

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Abstract (arXiv)

Audio-visual person recognition (AVPR) has received extensive attention. However, most datasets used for AVPR research so far are collected in constrained environments, and thus cannot reflect the true performance of AVPR systems in real-world scenarios. To meet the request for research on AVPR in unconstrained conditions, this paper presents a multi-genre AVPR dataset collected `in the wild', named CN-Celeb-AV. This dataset contains more than 419k video segments from 1,136 persons from public media. In particular, we put more emphasis on two real-world complexities: (1) data in multiple genres; (2) segments with partial information. A comprehensive study was conducted to compare CN-Celeb-AV with two popular public AVPR benchmark datasets, and the results demonstrated that CN-Celeb-AV is more in line with real-world scenarios and can be regarded as a new benchmark dataset for AVPR research. The dataset also involves a development set that can be used to boost the performance of AVPR systems in real-life situations. The dataset is free for researchers and can be downloaded from http://cnceleb.org/.

Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). Builds on 12 of its 37 references that are in the map. First posted on arXiv 25 May 2023.

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12 of 37 references.

References · 12

  1. 2016Joint Face Detection and Alignment using Multi-task Cascaded Convolutional Networkscited by 895
  2. 2018VoxCeleb2: Deep Speaker Recognitioncited by 862
  3. 2017VoxCeleb: a large-scale speaker identification datasetcited by 714
  4. 2020ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verificationcited by 606
  5. 2021SpeechBrain: A General-Purpose Speech Toolkitcited by 404
  6. 2019CN-CELEB: a challenging Chinese speaker recognition datasetcited by 47
  7. 2020CN-Celeb: multi-genre speaker recognitioncited by 25
  8. 2020Audio-visual Speaker Recognition with a Cross-modal Discriminative Networkcited by 24
  9. 2018Noise-tolerant Audio-visual Online Person Verification using an Attention-based Neural Network Fusioncited by 21
  10. 2013The BOSARIS Toolkit: Theory, Algorithms and Code for Surviving the New DCFcited by 12
  11. 2022The 2021 NIST Speaker Recognition Evaluationcited by 10
  12. 2017Deep Speaker Feature Learning for Text-independent Speaker Verificationcited by 6

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4 papers.