audio-visual event localization

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 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

2 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.

Most implemented papers archive 2025-07-28

13 shown of 13 papers with code (26 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.

• Positive Sample Propagation along the Audio-Visual Event Line
  1 Apr 2021 2 repositories listed Syntology ran 1 of 2 samples · 1 unverified · 2 pointer-only (licence)
  To encourage the network to extract high correlated features for positive samples, a new audio-visual pair similarity loss is proposed.
• Dual-modality seq2seq network for audio-visual event localization
  20 Feb 2019 2 repositories listed Syntology ran 4 of 6 samples · 2 unverified · 6 pointer-only (licence)
  Audio-visual event localization requires one to identify theevent which is both visible and audible in a video (eitherat a frame or video level).
• Audio-Visual Event Localization in Unconstrained Videos
  23 Mar 2018 2 repositories listed Syntology ran 3 of 4 samples · 1 unverified · 4 pointer-only (licence)
  In this paper, we introduce a novel problem of audio-visual event localization in unconstrained videos.
• Dense Audio-Visual Event Localization under Cross-Modal Consistency and Multi-Temporal Granularity Collaboration
  17 Dec 2024 1 repository listed Syntology ran 0 of 14 samples · 14 unverified · 14 pointer-only (licence)
  Specifically, the CMCC module contains two branches: a cross-modal interaction branch and a temporal consistency-gated branch.
• Towards Open-Vocabulary Audio-Visual Event Localization
  18 Nov 2024 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  In this paper, we advance the field by introducing the Open-Vocabulary Audio-Visual Event Localization (OV-AVEL) problem, which requires localizing audio-visual events and predicting explicit categories for both seen…
• CACE-Net: Co-guidance Attention and Contrastive Enhancement for Effective Audio-Visual Event Localization
  4 Aug 2024 1 repository listed Syntology ran 8 of 9 samples · 1 unverified
  Specifically, we have enhanced the model's ability to discern subtle differences between event and background and improved the accuracy of event classification in our model.
• UniAV: Unified Audio-Visual Perception for Multi-Task Video Event Localization
  4 Apr 2024 1 repository listed Syntology ran 10 of 15 samples · 5 unverified
  Video localization tasks aim to temporally locate specific instances in videos, including temporal action localization (TAL), sound event detection (SED) and audio-visual event localization (AVEL).
• Modality-Independent Teachers Meet Weakly-Supervised Audio-Visual Event Parser
  27 May 2023 1 repository listed Syntology ran 6 of 6 samples · 0 unverified
  Audio-visual learning has been a major pillar of multi-modal machine learning, where the community mostly focused on its modality-aligned setting, i.
• Dense-Localizing Audio-Visual Events in Untrimmed Videos: A Large-Scale Benchmark and Baseline
  22 Mar 2023 1 repository listed Syntology ran 6 of 13 samples · 7 unverified
  To better adapt to real-life applications, in this paper we focus on the task of dense-localizing audio-visual events, which aims to jointly localize and recognize all audio-visual events occurring in an untrimmed video.
• Leveraging the Video-level Semantic Consistency of Event for Audio-visual Event Localization
  11 Oct 2022 1 repository listed
  In contrast to existing methods, we propose a novel video-level semantic consistency guidance network for the AVE localization task.
• ActionFormer: Localizing Moments of Actions with Transformers
  16 Feb 2022 1 repository listed
  Self-attention based Transformer models have demonstrated impressive results for image classification and object detection, and more recently for video understanding.
• Cross-Modal Background Suppression for Audio-Visual Event Localization
  1 Jan 2022 1 repository listed
  Audiovisual Event (AVE) localization requires the model to jointly localize an event by observing audio and visual information.
• MM-Pyramid: Multimodal Pyramid Attentional Network for Audio-Visual Event Localization and Video Parsing
  24 Nov 2021 1 repository listed Syntology ran 1 of 6 samples · 5 unverified
  Recognizing and localizing events in videos is a fundamental task for video understanding.

Syntology lines on 10 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.