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相关论文: Sound Event Localization and Detection Using Activ…

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While direction of arrival (DOA) of sound events is generally estimated from multichannel audio data recorded in a microphone array, sound events usually derive from visually perceptible source objects, e.g., sounds of footsteps come from…

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 estimation problem,…

音频与语音处理 · 电气工程与系统科学 2026-04-21 Davide Berghi , Philip J. B. Jackson

Sound Event Localization and Detection (SELD) combines the Sound Event Detection (SED) with the corresponding Direction Of Arrival (DOA). Recently, adopted event oriented multi-track methods affect the generality in polyphonic environments…

声音 · 计算机科学 2026-02-02 Xueping Zhang , Yaxiong Chen , Ruilin Yao , Yunfei Zi , Shengwu Xiong

Joint sound event localization and detection (SELD) is an emerging audio signal processing task adding spatial dimensions to acoustic scene analysis and sound event detection. A popular approach to modeling SELD jointly is using…

声音 · 计算机科学 2021-09-28 Parthasaarathy Sudarsanam , Archontis Politis , Konstantinos Drossos

Sound event localization and detection (SELD) is an emerging research topic that aims to unify the tasks of sound event detection and direction-of-arrival estimation. As a result, SELD inherits the challenges of both tasks, such as noise,…

音频与语音处理 · 电气工程与系统科学 2021-10-28 Thi Ngoc Tho Nguyen , Karn N. Watcharasupat , Zhen Jian Lee , Ngoc Khanh Nguyen , Douglas L. Jones , Woon Seng Gan

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 classification with…

音频与语音处理 · 电气工程与系统科学 2025-09-09 Davide Berghi , Philip J. B. Jackson

Performance of sound event localization and detection (SELD) in real scenes is limited by small size of SELD dataset, due to difficulty in obtaining sufficient amount of realistic multi-channel audio data recordings with accurate label. We…

音频与语音处理 · 电气工程与系统科学 2022-06-27 Byeong-Yun Ko , Hyeonuk Nam , Seong-Hu Kim , Deokki Min , Seung-Deok Choi , Yong-Hwa Park

We aim to perform sound event localization and detection (SELD) using wearable equipment for a moving human, such as a pedestrian. Conventional SELD tasks have dealt only with microphone arrays located in static positions. However,…

音频与语音处理 · 电气工程与系统科学 2024-03-05 Masahiro Yasuda , Shoichiro Saito , Akira Nakayama , Noboru Harada

We propose a new task for sound event detection (SED): sound event triage (SET). The goal of SET is to detect an arbitrary number of high-priority event classes while allowing misdetections of low-priority event classes where the priority…

声音 · 计算机科学 2023-01-12 Noriyuki Tonami , Keisuke Imoto

This report presents the dataset and baseline of Task 3 of the DCASE2021 Challenge on Sound Event Localization and Detection (SELD). The dataset is based on emulation of real recordings of static or moving sound events under real conditions…

音频与语音处理 · 电气工程与系统科学 2021-07-06 Archontis Politis , Sharath Adavanne , Daniel Krause , Antoine Deleforge , Prerak Srivastava , Tuomas Virtanen

Sound event detection and sound event localization requires different features from audio input signals. While sound event detection mainly relies on time-frequency patterns to distinguish different event classes, sound event localization…

音频与语音处理 · 电气工程与系统科学 2019-11-27 T. N. T. Nguyen , D. L. Jones , R. Ranjan , S. Jayabalan , W. S. Gan

Polyphonic sound event localization and detection is not only detecting what sound events are happening but localizing corresponding sound sources. This series of tasks was first introduced in DCASE 2019 Task 3. In 2020, the sound event…

音频与语音处理 · 电气工程与系统科学 2020-10-02 Yin Cao , Turab Iqbal , Qiuqiang Kong , Yue Zhong , Wenwu Wang , Mark D. Plumbley

Polyphonic Sound Event Detection (SED) in real-world recordings is a challenging task because of the dynamic polyphony level, intensity, and duration of sound events. Current polyphonic SED systems fail to model the temporal structure of…

音频与语音处理 · 电气工程与系统科学 2019-08-02 Arjun Pankajakshan , Helen L. Bear , Emmanouil Benetos

Sound event detection (SED) and acoustic scene classification (ASC) are important research topics in environmental sound analysis. Many research groups have addressed SED and ASC using neural-network-based methods, such as the convolutional…

声音 · 计算机科学 2021-02-24 Noriyuki Tonami , Keisuke Imoto , Ryosuke Yamanishi , Yoichi Yamashita

This paper presents a new learning strategy for the Sound Event Detection (SED) system to tackle the issues of i) knowledge migration from a pre-trained model to a new target model and ii) learning new sound events without forgetting the…

机器学习 · 计算机科学 2020-03-30 Eunjeong Koh , Fatemeh Saki , Yinyi Guo , Cheng-Yu Hung , Erik Visser

Joint sound event localization and detection (SELD) is an integral part of developing context awareness into communication interfaces of mobile robots, smartphones, and home assistants. For example, an automatic audio focus for video…

音频与语音处理 · 电气工程与系统科学 2021-06-29 Pasi Pertilä , Emre Cakir , Aapo Hakala , Eemi Fagerlund , Tuomas Virtanen , Archontis Politis , Antti Eronen

While multitask and transfer learning has shown to improve the performance of neural networks in limited data settings, they require pretraining of the model on large datasets beforehand. In this paper, we focus on improving the performance…

音频与语音处理 · 电气工程与系统科学 2021-06-15 Soham Deshmukh , Bhiksha Raj , Rita Singh

Sound event detection (SED) is the task of tagging the absence or presence of audio events and their corresponding interval within a given audio clip. While SED can be done using supervised machine learning, where training data is fully…

声音 · 计算机科学 2021-02-08 Heinrich Dinkel , Mengyue Wu , Kai Yu

The goal of acoustic (or sound) events detection (AED or SED) is to predict the temporal position of target events in given audio segments. This task plays a significant role in safety monitoring, acoustic early warning and other scenarios.…

音频与语音处理 · 电气工程与系统科学 2019-11-26 Wenhao Ding , Liang He

Sound event detection (SED) has gained increasing attention with its wide application in surveillance, video indexing, etc. Existing models in SED mainly generate frame-level prediction, converting it into a sequence multi-label…

声音 · 计算机科学 2021-11-15 Zhirong Ye , Xiangdong Wang , Hong Liu , Yueliang Qian , Rui Tao , Long Yan , Kazushige Ouchi