mlsanityData to 14 Oct 2026

Naver at ActivityNet Challenge 2019 -- Task B Active Speaker Detection (AVA)

arXiv 1906.10555 ↗First posted 25 Jun 2019cs.SD cs.CV eess.AScited by 26

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Abstract (arXiv)

This report describes our submission to the ActivityNet Challenge at CVPR 2019. We use a 3D convolutional neural network (CNN) based front-end and an ensemble of temporal convolution and LSTM classifiers to predict whether a visible person is speaking or not. Our results show significant improvements over the baseline on the AVA-ActiveSpeaker dataset.

Key facts. Cited by 26 papers in the map (data through 14 Oct 2026). First posted on arXiv 25 Jun 2019.

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Citing papers per year: 2021: 9; 2022: 11; 2023: 2; 2024: 4.

26 papers.

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  1. 2021Sub-word Level Lip Reading With Visual Attentioncited by 63
  2. 2021MAAS: Multi-modal Assignation for Active Speaker Detectioncited by 36
  3. 2021How to Design a Three-Stage Architecture for Audio-Visual Active Speaker Detection in the Wildcited by 31
  4. 2022Learning Long-Term Spatial-Temporal Graphs for Active Speaker Detectioncited by 30
  5. 2021UniCon: Unified Context Network for Robust Active Speaker Detectioncited by 28
  6. 2022End-to-End Active Speaker Detectioncited by 25
  7. 2021Look Who's Talking: Active Speaker Detection in the Wildcited by 21
  8. 2022Look&Listen: Multi-Modal Correlation Learning for Active Speaker Detection and Speech Enhancementcited by 20
  9. 2022Rethinking Audio-visual Synchronization for Active Speaker Detectioncited by 9
  10. 2022Using Active Speaker Faces for Diarization in TV showscited by 7
  11. 2022LiveSeg: Unsupervised Multimodal Temporal Segmentation of Long Livestream Videoscited by 6
  12. 2023WASD: A Wilder Active Speaker Detection Datasetcited by 6
14 more
  1. 2024BIAS: A Body-based Interpretable Active Speaker Approachcited by 5
  2. 2024ASDnB: Merging Face with Body Cues For Robust Active Speaker Detectioncited by 5
  3. 2021FaVoA: Face-Voice Association Favours Ambiguous Speaker Detectioncited by 4
  4. 2021Learning Spatial-Temporal Graphs for Active Speaker Detectioncited by 4
  5. 2022Audio-Visual Activity Guided Cross-Modal Identity Association for Active Speaker Detectioncited by 4
  6. 2021Active Speaker Detection as a Multi-Objective Optimization with Uncertainty-based Multimodal Fusioncited by 3
  7. 2022Push-Pull: Characterizing the Adversarial Robustness for Audio-Visual Active Speaker Detectioncited by 3
  8. 2021PicTalky: Augmentative and Alternative Communication Software for Language Developmental Disabilitiescited by 2
  9. 2022UniCon+: ICTCAS-UCAS Submission to the AVA-ActiveSpeaker Task at ActivityNet Challenge 2022cited by 2
  10. 2022End-To-End Audiovisual Feature Fusion for Active Speaker Detectioncited by 1
  11. 2022Unsupervised active speaker detection in media content using cross-modal informationcited by 1
  12. 2023Leveraging Visual Supervision for Array-based Active Speaker Detection and Localizationcited by 1
  13. 2024Audio-Visual Talker Localization in Video for Spatial Sound Reproductioncited by 0
  14. 2024FabuLight-ASD: Unveiling Speech Activity via Body Languagecited by 0