Event Detection

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

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

14 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

30 shown of 280 papers with code (940 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.

• CNN Architectures for Large-Scale Audio Classification
  29 Sep 2016 16 repositories listed Syntology ran 0 of 3 samples · 3 unverified
  Convolutional Neural Networks (CNNs) have proven very effective in image classification and show promise for audio.
• Optimal Hyperparameters for Deep LSTM-Networks for Sequence Labeling Tasks
  21 Jul 2017 6 repositories listed
  Selecting optimal parameters for a neural network architecture can often make the difference between mediocre and state-of-the-art performance.
• Abnormal Event Detection in Videos using Spatiotemporal Autoencoder
  6 Jan 2017 5 repositories listed Syntology ran 2 of 3 samples · 1 unverified · 3 pointer-only (licence)
  We present an efficient method for detecting anomalies in videos.
• FunAudioLLM: Voice Understanding and Generation Foundation Models for Natural Interaction Between Humans and LLMs
  4 Jul 2024 3 repositories listed Syntology ran 10 of 10 samples · 0 unverified
  This report introduces FunAudioLLM, a model family designed to enhance natural voice interactions between humans and large language models (LLMs).
• WavCaps: A ChatGPT-Assisted Weakly-Labelled Audio Captioning Dataset for Audio-Language Multimodal Research
  30 Mar 2023 3 repositories listed Syntology ran 0 of 12 samples · 12 unverified
  To address this data scarcity issue, we introduce WavCaps, the first large-scale weakly-labelled audio captioning dataset, comprising approximately 400k audio clips with paired captions.
• ROAD: The ROad event Awareness Dataset for Autonomous Driving
  23 Feb 2021 3 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  We also report the performance on the ROAD tasks of Slowfast and YOLOv5 detectors, as well as that of the winners of the ICCV2021 ROAD challenge, which highlight the challenges faced by situation awareness in autonomous…
• What Makes Training Multi-Modal Classification Networks Hard?
  29 May 2019 3 repositories listed Syntology ran 1 of 11 samples · 10 unverified
  Consider end-to-end training of a multi-modal vs.
• CosyVoice 3: Towards In-the-wild Speech Generation via Scaling-up and Post-training
  23 May 2025 2 repositories listed Syntology ran 1 of 4 samples · 3 unverified
  Despite these advancements, CosyVoice 2 exhibits limitations in language coverage, domain diversity, data volume, text formats, and post-training techniques.
• Towards Effective, Efficient and Unsupervised Social Event Detection in the Hyperbolic Space
  14 Dec 2024 2 repositories listed
  Specifically, the proposed framework first models social messages into semantic-based message anchors, and then leverages the structure of the anchor graph and the expressiveness of the hyperbolic space to acquire…
• Effective Pre-Training of Audio Transformers for Sound Event Detection
  14 Sep 2024 2 repositories listed
  For five transformers, we obtain a substantial performance improvement over previously available checkpoints both on AudioSet frame-level predictions and on frame-level sound event detection downstream tasks, confirming…
• RECOVAR: Representation Covariances on Deep Latent Spaces for Seismic Event Detection
  25 Jul 2024 2 repositories listed
  While modern deep learning methods have shown great promise in the problem of earthquake detection, the most successful methods so far have been based on supervised learning, which requires large datasets with…
• Mind the Domain Gap: a Systematic Analysis on Bioacoustic Sound Event Detection
  27 Mar 2024 2 repositories listed
  A recent development in the field is the introduction of the task known as few-shot bioacoustic sound event detection, which aims to train a versatile animal sound detector using only a small set of audio samples.
• Bryndza at ClimateActivism 2024: Stance, Target and Hate Event Detection via Retrieval-Augmented GPT-4 and LLaMA
  9 Feb 2024 2 repositories listed
  This study details our approach for the CASE 2024 Shared Task on Climate Activism Stance and Hate Event Detection, focusing on Hate Speech Detection, Hate Speech Target Identification, and Stance Detection as…
• Tactics2D: A Highly Modular and Extensible Simulator for Driving Decision-making
  18 Nov 2023 2 repositories listed
  Simulation is a prospective method for generating diverse and realistic traffic scenarios to aid in the development of driving decision-making systems.
• A Comprehensive Python Library for Deep Learning-Based Event Detection in Multivariate Time Series Data and Information Retrieval in NLP
  25 Oct 2023 2 repositories listed
  In this paper, we present a new deep learning supervised method for detecting events in multivariate time series data.
• Performance and energy balance: a comprehensive study of state-of-the-art sound event detection systems
  5 Oct 2023 2 repositories listed
  In recent years, deep learning systems have shown a concerning trend toward increased complexity and higher energy consumption.
• Self-supervised Audio Teacher-Student Transformer for Both Clip-level and Frame-level Tasks
  7 Jun 2023 2 repositories listed
  In order to tackle both clip-level and frame-level tasks, this paper proposes Audio Teacher-Student Transformer (ATST), with a clip-level version (named ATST-Clip) and a frame-level version (named ATST-Frame),…
• Sound Event Localization and Detection for Real Spatial Sound Scenes: Event-Independent Network and Data Augmentation Chains
  5 Sep 2022 2 repositories listed
  Our system submitted to the DCASE 2022 Task 3 is based on our previous proposed Event-Independent Network V2 (EINV2) with a novel data augmentation method.
• RCT: Random Consistency Training for Semi-supervised Sound Event Detection
  21 Oct 2021 2 repositories listed
  Sound event detection (SED), as a core module of acoustic environmental analysis, suffers from the problem of data deficiency.
• Couple Learning for semi-supervised sound event detection
  12 Oct 2021 2 repositories listed
  The recently proposed Mean Teacher method, which exploits large-scale unlabeled data in a self-ensembling manner, has achieved state-of-the-art results in several semi-supervised learning benchmarks.
• Transferring Knowledge Distillation for Multilingual Social Event Detection
  6 Aug 2021 2 repositories listed
  Experiments on both synthetic and real-world datasets show the framework to be highly effective at detection in both multilingual data and in languages where training samples are scarce.
• Knowledge-Preserving Incremental Social Event Detection via Heterogeneous GNNs
  21 Jan 2021 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  The complexity and streaming nature of social messages make it appealing to address social event detection in an incremental learning setting, where acquiring, preserving, and extending knowledge are major concerns.
• ACCDOA: Activity-Coupled Cartesian Direction of Arrival Representation for Sound Event Localization and Detection
  29 Oct 2020 2 repositories listed
  Conventional NN-based methods use two branches for a sound event detection (SED) target and a direction-of-arrival (DOA) target.
• A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in Video
  27 Aug 2020 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  Following the standard formulation of abnormal event detection as outlier detection, we propose a background-agnostic framework that learns from training videos containing only normal events.
• Embed2Detect: Temporally Clustered Embedded Words for Event Detection in Social Media
  10 Jun 2020 2 repositories listed
  Social media is becoming a primary medium to discuss what is happening around the world.
• Literary Event Detection
  1 Jul 2019 2 repositories listed
  In this work we present a new dataset of literary events{---}events that are depicted as taking place within the imagined space of a novel.
• Scaling Video Analytics on Constrained Edge Nodes
  24 May 2019 2 repositories listed
  As video camera deployments continue to grow, the need to process large volumes of real-time data strains wide area network infrastructure.
• Adaptive pooling operators for weakly labeled sound event detection
  26 Apr 2018 2 repositories listed
  In this work, we treat SED as a multiple instance learning (MIL) problem, where training labels are static over a short excerpt, indicating the presence or absence of sound sources but not their temporal locality.
• Recurrent Neural Networks for Polyphonic Sound Event Detection in Real Life Recordings
  4 Apr 2016 2 repositories listed
  In this paper we present an approach to polyphonic sound event detection in real life recordings based on bi-directional long short term memory (BLSTM) recurrent neural networks (RNNs).
• Hybrid Disagreement-Diversity Active Learning for Bioacoustic Sound Event Detection
  27 May 2025 1 repository listed
  Bioacoustic sound event detection (BioSED) is crucial for biodiversity conservation but faces practical challenges during model development and training: limited amounts of annotated data, sparse events, species…

Syntology lines on 9 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.