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20212026
most citedA Real-time Speaker Diarization System Based on Spatial Spectrum

17 citations · 43 across the 13 of their papers we have counts for

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8 papers · 1 filter

cs.SD2026

Hidden-Domain Routing for All-Type Audio Deepfake Detection

Yifan Gao, Yao Tian, Hongbin Suo +1

All-type audio deepfake detection requires authenticity decisions across speech, environmental sound, singing voice, and music, while the audio type is unavailable at inference tim…

cs.SD2026

Robust LLM-based Audio-Visual Speech Recognition with Sparse Modality Alignment and Visual Unit-Guided Refinement

Fei Su, Cancan Li, Juan Liu +3

Audio-Visual Speech Recognition (AVSR) integrates acoustic and visual information to enhance robustness in adverse acoustic conditions. Recent advances in Large Language Models (LL…

cs.SD2026★ 2 cited

Multi-channel multi-speaker transformer for speech recognition

Guo Yifan, Tian Yao, Suo Hongbin +1

With the development of teleconferencing and in-vehicle voice assistants, far-field multi-speaker speech recognition has become a hot research topic. Recently, a multi-channel tran…

cs.SD2023★ 9 cited

Outlier-aware Inlier Modeling and Multi-scale Scoring for Anomalous Sound Detection via Multitask Learning

Yucong Zhang, Hongbin Suo, Yulong Wan +1

This paper proposes an approach for anomalous sound detection that incorporates outlier exposure and inlier modeling within a unified framework by multitask learning. While outlier…

cs.SD2022

PRISM: Pre-trained Indeterminate Speaker Representation Model for Speaker Diarization and Speaker Verification

Siqi Zheng, Hongbin Suo, Qian Chen

Speaker embedding has been a fundamental feature for speaker-related tasks such as verification, clustering, and diarization. Traditionally, speaker embeddings are represented as f…

cs.SD2022

Reformulating Speaker Diarization as Community Detection With Emphasis On Topological Structure

Siqi Zheng, Hongbin Suo

Clustering-based speaker diarization has stood firm as one of the major approaches in reality, despite recent development in end-to-end diarization. However, clustering methods hav…

cs.SD2021

BeamTransformer: Microphone Array-based Overlapping Speech Detection

Siqi Zheng, Shiliang Zhang, Weilong Huang +5

We propose BeamTransformer, an efficient architecture to leverage beamformer's edge in spatial filtering and transformer's capability in context sequence modeling. BeamTransformer…

cs.SD2021★ 17 cited

A Real-time Speaker Diarization System Based on Spatial Spectrum

Siqi Zheng, Weilong Huang, Xianliang Wang +3

In this paper we describe a speaker diarization system that enables localization and identification of all speakers present in a conversation or meeting. We propose a novel systema…