Papers Sound Event Localization and Detection
“Sound Event Localization and Detection” 태그가 달린 논문 70편 · 필터 해제
From General-Purpose Audio Tagging to Spatially Grounded Sound Event Localization and Detection
This report investigates the extension of pretrained General-Purpose Audio Tagging (GP-AT) models toward spatially grounded Sound Event Localization and Detection (SELD). The proposed AT2SELD framework couples a pretrain…
Sound Event Localization and DetectionNeural Architecture SearchAudio TaggingToS: A Team of Specialists ensemble framework for Stereo Sound Event Localization and Detection with distance estimation in Video
Sound event localization and detection with distance estimation (3D SELD) in video involves identifying active sound events at each time frame while estimating their spatial coordinates. This multimodal task requires joi…
Sound Event Localization and DetectionIntegrating Spatial and Semantic Embeddings for Stereo Sound Event Localization in Videos
In this study, we address the multimodal task of stereo sound event localization and detection with source distance estimation (3D SELD) in regular video content. 3D SELD is a complex task that combines temporal event cl…
Sound Event Localization and DetectionAcoustic Imaging for UAV Detection: Dense Beamformed Energy Maps and U-Net SELD
We introduce a U-net model for 360° acoustic source localization formulated as a spherical semantic segmentation task. Rather than regressing discrete direction-of-arrival (DoA) angles, our model segments beamformed audi…
Sound Event Localization and DetectionSound Source LocalizationSemantic SegmentationStereo Sound Event Localization and Detection with Onscreen/offscreen Classification
This paper presents the objective, dataset, baseline, and metrics of Task 3 of the DCASE2025 Challenge on sound event localization and detection (SELD). In previous editions, the challenge used four-channel audio formats…
Sound Event Localization and DetectionSpatial and Semantic Embedding Integration for Stereo Sound Event Localization and Detection in Regular Videos
This report presents our systems submitted to the audio-only and audio-visual tracks of the DCASE2025 Task 3 Challenge: Stereo Sound Event Localization and Detection (SELD) in Regular Video Content. SELD is a complex tas…
Sound Event Localization and DetectionStereo sound event localization and detection based on PSELDnet pretraining and BiMamba sequence modeling
Pre-training methods have achieved significant performance improvements in sound event localization and detection (SELD) tasks, but existing Transformer-based models suffer from high computational complexity. In this wor…
DecoderMambaSound Event Localization and DetectionCST-former: Multidimensional Attention-based Transformer for Sound Event Localization and Detection in Real Scenes
Sound event localization and detection (SELD) is a task for the classification of sound events and the identification of direction of arrival (DoA) utilizing multichannel acoustic signals. For effective classification an…
Event DetectionSound Event Localization and DetectionReverberation-based Features for Sound Event Localization and Detection with Distance Estimation
Sound event localization and detection (SELD) involves predicting active sound event classes over time while estimating their positions. The localization subtask in SELD is usually treated as a direction of arrival estim…
Direction of Arrival EstimationSound Event Localization and DetectionAn Experimental Study on Joint Modeling for Sound Event Localization and Detection with Source Distance Estimation
In traditional sound event localization and detection (SELD) tasks, the focus is typically on sound event detection (SED) and direction-of-arrival (DOA) estimation, but they fall short of providing full spatial informati…
Event DetectionSound Event DetectionSound Event Localization and DetectionMVANet: Multi-Stage Video Attention Network for Sound Event Localization and Detection with Source Distance Estimation
Sound event localization and detection with source distance estimation (3D SELD) involves not only identifying the sound category and its direction-of-arrival (DOA) but also predicting the source's distance, aiming to pr…
Data AugmentationSound Event Localization and DetectionClass-Incremental Learning for Sound Event Localization and Detection
This paper investigates the feasibility of class-incremental learning (CIL) for Sound Event Localization and Detection (SELD) tasks. The method features an incremental learner that can learn new sound classes independent…
class-incremental learningClass Incremental LearningContinual LearningIncremental Learning+1PSELDNets: Pre-trained Neural Networks on Large-scale Synthetic Datasets for Sound Event Localization and Detection
Sound event localization and detection (SELD) has seen substantial advancements through learning-based methods. These systems, typically trained from scratch on specific datasets, have shown considerable generalization c…
Direction of Arrival EstimationSound Event Localization and DetectionDOA-Aware Audio-Visual Self-Supervised Learning for Sound Event Localization and Detection
This paper describes sound event localization and detection (SELD) for spatial audio recordings captured by firstorder ambisonics (FOA) microphones. In this task, one may train a deep neural network (DNN) using FOA data …
Contrastive LearningSelf-Supervised LearningSound Event Localization and DetectionLeveraging Reverberation and Visual Depth Cues for Sound Event Localization and Detection with Distance Estimation
This report describes our systems submitted for the DCASE2024 Task 3 challenge: Audio and Audiovisual Sound Event Localization and Detection with Source Distance Estimation (Track B). Our main model is based on the audio…
Sound Event Localization and DetectionReal-Time Sound Event Localization and Detection: Deployment Challenges on Edge Devices
Sound event localization and detection (SELD) is critical for various real-world applications, including smart monitoring and Internet of Things (IoT) systems. Although deep neural networks (DNNs) represent the state-of-…
Raspberry Pi 3Sound Event Localization and DetectionLearning Spatially-Aware Language and Audio Embeddings
Humans can picture a sound scene given an imprecise natural language description. For example, it is easy to imagine an acoustic environment given a phrase like "the lion roar came from right behind me!". For a machine t…
AttributeContrastive LearningPositionSemantic Retrieval+1Learning Multi-Target TDOA Features for Sound Event Localization and Detection
Sound event localization and detection (SELD) systems using audio recordings from a microphone array rely on spatial cues for determining the location of sound events. As a consequence, the localization performance of su…
Sound Event Localization and DetectionSELD-Mamba: Selective State-Space Model for Sound Event Localization and Detection with Source Distance Estimation
In the Sound Event Localization and Detection (SELD) task, Transformer-based models have demonstrated impressive capabilities. However, the quadratic complexity of the Transformer's self-attention mechanism results in co…
Computational EfficiencyEvent DetectionMambaSound Event Detection+1Squeeze-and-Excite ResNet-Conformers for Sound Event Localization, Detection, and Distance Estimation for DCASE 2024 Challenge
This technical report details our systems submitted for Task 3 of the DCASE 2024 Challenge: Audio and Audiovisual Sound Event Localization and Detection (SELD) with Source Distance Estimation (SDE). We address only the a…
Sound Event Localization and Detection