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Datasets › XD-Violence

XD-Violence

Introduced by Peng Wu et al. in Not only Look, but also Listen: Learning Multimodal Violence Detection under Weak Supervision9 Jul 2020 archive 2025-07-28

XD-Violence is a large-scale audio-visual dataset for violence detection in videos.

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Anomaly Detection In Surveillance Videos XD-Violence CFA-HLGAtt AP 86.34 Cross-Modal Fusion and Attention Mechanism for Weakly... — 17 Compare
Video Anomaly Detection XD-Violence no rows — — 0 Compare

Papers archive 2025-07-28

15 shown of 15 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 58. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Aligning First, Then Fusing: A Novel Weakly Supervised Multimodal Violence Detection Method 1 1 13 Jan 2025 not harvested
Cross-Modal Fusion and Attention Mechanism for Weakly Supervised Video Anomaly Detection 0 1 29 Dec 2024 not harvested
MTFL: Multi-Timescale Feature Learning for Weakly-Supervised Anomaly Detection in Surveillance Videos 1 2 8 Oct 2024 not harvested
Distilling Aggregated Knowledge for Weakly-Supervised Video Anomaly Detection 0 1 5 Jun 2024 not harvested
Multi-scale Bottleneck Transformer for Weakly Supervised Multimodal Violence Detection 1 1 8 May 2024 not harvested
BatchNorm-based Weakly Supervised Video Anomaly Detection 1 1 26 Nov 2023 ran 3 of 5 samples (2 unverified; 5 pointer-only for licence)
Learning Prompt-Enhanced Context Features for Weakly-Supervised Video Anomaly Detection 1 1 26 Jun 2023 ran 0 of 9 samples (9 unverified)
Learning Weakly Supervised Audio-Visual Violence Detection in Hyperbolic Space 1 1 30 May 2023 not harvested
MGFN: Magnitude-Contrastive Glance-and-Focus Network for Weakly-Supervised Video Anomaly Detection 1 1 28 Nov 2022 not harvested
Self-supervised Sparse Representation for Video Anomaly Detection 1 1 23 Oct 2022 not harvested
Consistency-based Self-supervised Learning for Temporal Anomaly Localization 1 1 10 Aug 2022 not harvested
Modality-Aware Contrastive Instance Learning with Self-Distillation for Weakly-Supervised Audio-Visual Violence Detection 1 1 12 Jul 2022 ran 2 of 10 samples (8 unverified)
Audio-Guided Attention Network for Weakly Supervised Violence Detection 1 1 21 Feb 2022 not harvested
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning 3 1 25 Jan 2021 ran 4 of 5 samples (1 unverified; 5 pointer-only for licence)
Not only Look, but also Listen: Learning Multimodal Violence Detection under Weak Supervision 1 1 9 Jul 2020 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Video Anomaly DetectionAnomaly Detection In Surveillance Videos

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

VideosAudio

Languages archive 2025-07-28

EnglishFrench

Variants archive 2025-07-28

  • XD-Violence

1 variant name, as the archive lists them.

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