Audio-Visual Active Speaker Detection

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

3 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

13 shown of 13 papers with code (25 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Is Someone Speaking? Exploring Long-term Temporal Features for Audio-visual Active Speaker Detection
  14 Jul 2021 4 repositories listed Syntology ran 2 of 9 samples · 7 unverified · 1 pointer-only (licence)
  Active speaker detection (ASD) seeks to detect who is speaking in a visual scene of one or more speakers.
• End-to-End Active Speaker Detection
  27 Mar 2022 3 repositories listed Syntology ran 3 of 5 samples · 2 unverified · 5 pointer-only (licence)
  Recent advances in the Active Speaker Detection (ASD) problem build upon a two-stage process: feature extraction and spatio-temporal context aggregation.
• LoCoNet: Long-Short Context Network for Active Speaker Detection
  19 Jan 2023 2 repositories listed
  These two contexts are complementary to each other and can help infer the active speaker.
• Learning Long-Term Spatial-Temporal Graphs for Active Speaker Detection
  15 Jul 2022 2 repositories listed
  Active speaker detection (ASD) in videos with multiple speakers is a challenging task as it requires learning effective audiovisual features and spatial-temporal correlations over long temporal windows.
• AVA-ActiveSpeaker: An Audio-Visual Dataset for Active Speaker Detection
  5 Jan 2019 2 repositories listed
  The dataset contains temporally labeled face tracks in video, where each face instance is labeled as speaking or not, and whether the speech is audible.
• LASER: Lip Landmark Assisted Speaker Detection for Robustness
  21 Jan 2025 1 repository listed
  Active Speaker Detection (ASD) aims to identify speaking individuals in complex visual scenes.
• TalkNCE: Improving Active Speaker Detection with Talk-Aware Contrastive Learning
  21 Sep 2023 1 repository listed
  The goal of this work is Active Speaker Detection (ASD), a task to determine whether a person is speaking or not in a series of video frames.
• A Light Weight Model for Active Speaker Detection
  8 Mar 2023 1 repository listed Syntology ran 5 of 6 samples · 1 unverified
  Experimental results on the AVA-ActiveSpeaker dataset show that our framework achieves competitive mAP performance (94.
• Audio-Visual Activity Guided Cross-Modal Identity Association for Active Speaker Detection
  1 Dec 2022 1 repository listed
  Active speaker detection in videos addresses associating a source face, visible in the video frames, with the underlying speech in the audio modality.
• How to Design a Three-Stage Architecture for Audio-Visual Active Speaker Detection in the Wild
  7 Jun 2021 1 repository listed
  Successful active speaker detection requires a three-stage pipeline: (i) audio-visual encoding for all speakers in the clip, (ii) inter-speaker relation modeling between a reference speaker and the background speakers…
• NUS-HLT Report for ActivityNet Challenge 2021 AVA (Speaker)
  1 Jun 2021 1 repository listed
  Active speaker detection (ASD) seeks to detect who is speaking in a visual scene of one or more speakers.
• MAAS: Multi-modal Assignation for Active Speaker Detection
  11 Jan 2021 1 repository listed
  Active speaker detection requires a solid integration of multi-modal cues.
• Active Speakers in Context
  20 May 2020 1 repository listed
  Current methods for active speak er detection focus on modeling short-term audiovisual information from a single speaker.

Syntology lines on 3 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.