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DARTS search space (DSS) has become a canonical benchmark for NAS whereas some emerging works pointed out the issue of narrow accuracy range and claimed it would hurt the method ranking. We observe some recent studies already suffer from…

Machine Learning · Computer Science 2023-06-13 Jiuling Zhang , Zhiming Ding

This paper presents the CHiME-8 DASR challenge which carries on from the previous edition CHiME-7 DASR (C7DASR) and the past CHiME-6 challenge. It focuses on joint multi-channel distant speech recognition (DASR) and diarization with one or…

Audio and Speech Processing · Electrical Eng. & Systems 2024-07-24 Samuele Cornell , Taejin Park , Steve Huang , Christoph Boeddeker , Xuankai Chang , Matthew Maciejewski , Matthew Wiesner , Paola Garcia , Shinji Watanabe

Recently, multi-channel speech enhancement has drawn much interest due to the use of spatial information to distinguish target speech from interfering signal. To make full use of spatial information and neural network based masking…

Audio and Speech Processing · Electrical Eng. & Systems 2022-10-18 Shubo Lv , Yihui Fu , Yukai Jv , Lei Xie , Weixin Zhu , Wei Rao , Yannan Wang

This paper provides a baseline system for First-shot-compliant unsupervised anomaly detection (ASD) for machine condition monitoring. First-shot ASD does not allow systems to do machine-type dependent hyperparameter tuning or tool…

Audio and Speech Processing · Electrical Eng. & Systems 2023-03-02 Noboru Harada , Daisuke Niizumi , Yasunori Ohishi , Daiki Takeuchi , Masahiro Yasuda

Physical environments and circumstances are fundamentally dynamic, yet current 3D datasets and evaluation benchmarks tend to concentrate on either dynamic scenarios or dynamic situations in isolation, resulting in incomplete comprehension.…

Computer Vision and Pattern Recognition · Computer Science 2025-10-14 Ruiping Liu , Junwei Zheng , Yufan Chen , Zirui Wang , Kunyu Peng , Kailun Yang , Jiaming Zhang , Marc Pollefeys , Rainer Stiefelhagen

Foley sound presents the background sound for multimedia content and the generation of Foley sound involves computationally modelling sound effects with specialized techniques. In this work, we proposed a system for DCASE 2023 challenge…

Sound · Computer Science 2023-09-18 Yi Yuan , Haohe Liu , Xubo Liu , Xiyuan Kang , Mark D. Plumbley , Wenwu Wang

Although fully end-to-end speaker diarization systems have made significant progress in recent years, modular systems often achieve superior results in real-world scenarios due to their greater adaptability and robustness. Historically,…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-26 Ruoyu Wang , Shutong Niu , Gaobin Yang , Jun Du , Shuangqing Qian , Tian Gao , Jia Pan

Human-robot interaction in natural settings requires filtering out the different sources of sounds from the environment. Such ability usually involves the use of microphone arrays to localize, track and separate sound sources online.…

Audio and Speech Processing · Electrical Eng. & Systems 2018-12-04 Francois Grondin , Francois Michaud

One key aspect differentiating data-driven single- and multi-channel speech enhancement and dereverberation methods is that both the problem formulation and complexity of the solutions are considerably more challenging in the latter case.…

Audio and Speech Processing · Electrical Eng. & Systems 2024-04-24 Arthur N. dos Santos , Bruno S. Masiero , Túlio C. L. Mateus

While Large Audio-Language Models (LALMs) have been shown to exhibit degraded instruction-following capabilities, their ability to infer task patterns from in-context examples under audio conditioning remains unstudied. To address this gap,…

This paper describes the Royalflush speaker diarization system submitted to the Multi-channel Multi-party Meeting Transcription Challenge(M2MeT). Our system comprises speech enhancement, overlapped speech detection, speaker embedding…

Sound · Computer Science 2022-02-21 Jingguang Tian , Xinhui Hu , Xinkang Xu

How to solve the data scarcity problem for end-to-end speech-to-text translation (ST)? It's well known that data augmentation is an efficient method to improve performance for many tasks by enlarging the dataset. In this paper, we propose…

Computation and Language · Computer Science 2022-12-08 Xuxin Cheng , Qianqian Dong , Fengpeng Yue , Tom Ko , Mingxuan Wang , Yuexian Zou

ADD in real-world scenarios has evolved from speech-only spoofing to more challenging component-level settings, where speech and environmental sounds may be independently manipulated. To tackle this, we propose EnvTriCascade, an…

Sound · Computer Science 2026-05-19 Hengyan Huang , Xiaoxuan Guo , Jiayi Zhou , Yuankun Xie , Jian Liu , Haonan Cheng , Long Ye , Qin Zhang

In ICASSP 2023 speech signal improvement challenge, we developed a dual-stage neural model which improves speech signal quality induced by different distortions in a stage-wise divide-and-conquer fashion. Specifically, in the first stage,…

Audio and Speech Processing · Electrical Eng. & Systems 2023-03-15 Mingshuai Liu , Shubo Lv , Zihan Zhang , Runduo Han , Xiang Hao , Xianjun Xia , Li Chen , Yijian Xiao , Lei Xie

3D understanding is a key capability for real-world AI assistance. High-quality data plays an important role in driving the development of the 3D understanding community. Current 3D scene understanding datasets often provide geometric and…

Computer Vision and Pattern Recognition · Computer Science 2025-12-02 Zirui Wang , Tao Zhang

Recent advances in audio generation have increased the risk of realistic environmental sound manipulation, motivating the ESDD 2026 Challenge as the first large-scale benchmark for Environmental Sound Deepfake Detection (ESDD). We propose…

We present results and analyses from the third VoicePrivacy Challenge held in 2024, which focuses on advancing voice anonymization technologies. The task was to develop a voice anonymization system for speech data that conceals a speaker's…

Most prior work on task-oriented dialogue systems are restricted to a limited coverage of domain APIs, while users oftentimes have domain related requests that are not covered by the APIs. This challenge track aims to expand the coverage of…

Computation and Language · Computer Science 2021-02-05 Seokhwan Kim , Mihail Eric , Behnam Hedayatnia , Karthik Gopalakrishnan , Yang Liu , Chao-Wei Huang , Dilek Hakkani-Tur

This paper describes our Triple X speech recognition system submitted to Task 1 of the Multi-Lingual Conversational Speech Language Modeling (MLC-SLM) Challenge. Our work focuses on optimizing speech recognition accuracy in multilingual…

Computation and Language · Computer Science 2026-03-16 Miaomiao Gao , Xiaoxiao Xiang , Yiwen Guo

This paper describes the FlySpeech speaker diarization system submitted to the second \textbf{M}ultimodal \textbf{I}nformation Based \textbf{S}peech \textbf{P}rocessing~(\textbf{MISP}) Challenge held in ICASSP 2022. We develop an end-to-end…

Sound · Computer Science 2023-07-31 Li Zhang , Huan Zhao , Yue Li , Bowen Pang , Yannan Wang , Hongji Wang , Wei Rao , Qing Wang , Lei Xie