activity
20182026
most citedAI-based soundscape analysis: Jointly identifying sound sources and predicting annoyance

25 citations · 89 across the 24 of their papers we have counts for

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Showing cs.SDShow all

10 papers · 1 filter

cs.SD2022

GCT: Gated Contextual Transformer for Sequential Audio Tagging

Yuanbo Hou, Yun Wang, Wenwu Wang +1

Audio tagging aims to assign predefined tags to audio clips to indicate the class information of audio events. Sequential audio tagging (SAT) means detecting both the class informa…

cs.SD2022

Audio-visual scene classification via contrastive event-object alignment and semantic-based fusion

Yuanbo Hou, Bo Kang, Dick Botteldooren

Previous works on scene classification are mainly based on audio or visual signals, while humans perceive the environmental scenes through multiple senses. Recent studies on audio-…

cs.SD2022

Event-related data conditioning for acoustic event classification

Yuanbo Hou, Dick Botteldooren

Models based on diverse attention mechanisms have recently shined in tasks related to acoustic event classification (AEC). Among them, self-attention is often used in audio-only ta…

cs.SD2022★ 5 cited

Relation-guided acoustic scene classification aided with event embeddings

Yuanbo Hou, Bo Kang, Wout Van Hauwermeiren +1

In real life, acoustic scenes and audio events are naturally correlated. Humans instinctively rely on fine-grained audio events as well as the overall sound characteristics to dist…

cs.SD2022★ 2 cited

CT-SAT: Contextual Transformer for Sequential Audio Tagging

Yuanbo Hou, Zhaoyi Liu, Bo Kang +2

Sequential audio event tagging can provide not only the type information of audio events, but also the order information between events and the number of events that occur in an au…

cs.SD2021

Attention-based cross-modal fusion for audio-visual voice activity detection in musical video streams

Yuanbo Hou, Zhesong Yu, Xia Liang +4

Many previous audio-visual voice-related works focus on speech, ignoring the singing voice in the growing number of musical video streams on the Internet. For processing diverse mu…

cs.SD2020

Rule-embedded network for audio-visual voice activity detection in live musical video streams

Yuanbo Hou, Yi Deng, Bilei Zhu +2

Detecting anchor's voice in live musical streams is an important preprocessing for music and speech signal processing. Existing approaches to voice activity detection (VAD) primari…

cs.SD2019★ 18 cited

Sound Event Detection with Sequentially Labelled Data Based on Connectionist Temporal Classification and Unsupervised Clustering

Yuanbo Hou, Qiuqiang Kong, Shengchen Li +1

Sound event detection (SED) methods typically rely on either strongly labelled data or weakly labelled data. As an alternative, sequentially labelled data (SLD) was proposed. In SL…

cs.SD2018★ 10 cited

Polyphonic audio tagging with sequentially labelled data using CRNN with learnable gated linear units

Yuanbo Hou, Qiuqiang Kong, Jun Wang +1

Audio tagging aims to detect the types of sound events occurring in an audio recording. To tag the polyphonic audio recordings, we propose to use Connectionist Temporal Classificat…

cs.SD2018

Audio Tagging With Connectionist Temporal Classification Model Using Sequential Labelled Data

Yuanbo Hou, Qiuqiang Kong, Shengchen Li

Audio tagging aims to predict one or several labels in an audio clip. Many previous works use weakly labelled data (WLD) for audio tagging, where only presence or absence of sound…