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This paper presents a self-supervised method for visual detection of the active speaker in a multi-person spoken interaction scenario. Active speaker detection is a fundamental prerequisite for any artificial cognitive system attempting to…

Computer Vision and Pattern Recognition · Computer Science 2019-07-19 Kalin Stefanov , Jonas Beskow , Giampiero Salvi

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

Self-supervised learning (SSL) has helped extend speech technologies to more languages by reducing the need for labeled data. However, models are still far from supporting the world's 7000+ languages. We propose XEUS, a Cross-lingual…

Computation and Language · Computer Science 2024-07-03 William Chen , Wangyou Zhang , Yifan Peng , Xinjian Li , Jinchuan Tian , Jiatong Shi , Xuankai Chang , Soumi Maiti , Karen Livescu , Shinji Watanabe

The objective of automatic speaker verification (ASV) systems is to determine whether a given test speech utterance corresponds to a claimed enrolled speaker. These systems have a wide range of applications, and ensuring their reliability…

Audio and Speech Processing · Electrical Eng. & Systems 2025-05-27 Amro Asali , Yehuda Ben-Shimol , Itshak Lapidot

In this work, we present our deployment-ready Speech-to-Speech Machine Translation (SSMT) system for English-Hindi, English-Marathi, and Hindi-Marathi language pairs. We develop the SSMT system by cascading Automatic Speech Recognition…

Computation and Language · Computer Science 2023-05-23 Shivam Mhaskar , Vineet Bhat , Akshay Batheja , Sourabh Deoghare , Paramveer Choudhary , Pushpak Bhattacharyya

We propose two improvements to target-speaker voice activity detection (TS-VAD), the core component in our proposed speaker diarization system that was submitted to the 2022 Multi-Channel Multi-Party Meeting Transcription (M2MeT) challenge.…

Audio and Speech Processing · Electrical Eng. & Systems 2022-02-11 Maokui He , Xiang Lv , Weilin Zhou , JingJing Yin , Xiaoqi Zhang , Yuxuan Wang , Shutong Niu , Yuhang Cao , Heng Lu , Jun Du , Chin-Hui Lee

It is now well-known that automatic speaker verification (ASV) systems can be spoofed using various types of adversaries. The usual approach to counteract ASV systems against such attacks is to develop a separate spoofing countermeasure…

Cryptography and Security · Computer Science 2024-01-30 Xuechen Liu , Md Sahidullah , Kong Aik Lee , Tomi Kinnunen

Large-scale self-supervised Pre-Trained Models (PTMs) have shown significant improvements in the speaker verification (SV) task by providing rich feature representations. In this paper, we utilize w2v-BERT 2.0, a model with approximately…

Audio and Speech Processing · Electrical Eng. & Systems 2026-03-10 Ze Li , Ming Cheng , Ming Li

In this paper, we propose a pipeline to find the number of speakers, as well as audios belonging to each of these now identified speakers in a source of audio data where number of speakers or speaker labels are not known a priori. We used…

With the advancements in singing voice generation and the growing presence of AI singers on media platforms, the inaugural Singing Voice Deepfake Detection (SVDD) Challenge aims to advance research in identifying AI-generated singing voices…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-27 You Zhang , Yongyi Zang , Jiatong Shi , Ryuichi Yamamoto , Tomoki Toda , Zhiyao Duan

Code-switching refers to the usage of two languages within a sentence or discourse. It is a global phenomenon among multilingual communities and has emerged as an independent area of research. With the increasing demand for the…

Computation and Language · Computer Science 2018-10-02 Ganji Sreeram , Kunal Dhawan , Rohit Sinha

Voice-activated systems are integrated into a variety of desktop, mobile, and Internet-of-Things (IoT) devices. However, voice spoofing attacks, such as impersonation and replay attacks, in which malicious attackers synthesize the voice of…

Sound · Computer Science 2022-05-31 Hanqing Guo , Qiben Yan , Nikolay Ivanov , Ying Zhu , Li Xiao , Eric J. Hunter

A number of studies have successfully developed speaker verification or presentation attack detection systems. However, studies integrating the two tasks remain in the preliminary stages. In this paper, we propose two approaches for…

Audio and Speech Processing · Electrical Eng. & Systems 2020-09-29 Hye-jin Shim , Jee-weon Jung , Ju-ho Kim , Seung-bin Kim , Ha-Jin Yu

In multilingual societies, social conversations often involve code-mixed speech. The current speech technology may not be well equipped to extract information from multi-lingual multi-speaker conversations. The DISPLACE challenge entails a…

Audio and Speech Processing · Electrical Eng. & Systems 2023-06-06 Shikha Baghel , Shreyas Ramoji , Sidharth , Ranjana H , Prachi Singh , Somil Jain , Pratik Roy Chowdhuri , Kaustubh Kulkarni , Swapnil Padhi , Deepu Vijayasenan , Sriram Ganapathy

High-fidelity speech can be synthesized by end-to-end text-to-speech models in recent years. However, accessing and controlling speech attributes such as speaker identity, prosody, and emotion in a text-to-speech system remains a challenge.…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-05 Zexin Cai , Chuxiong Zhang , Ming Li

India has 1369 languages of which 22 are official. About 13 different scripts are used to represent these languages. A Common Label Set (CLS) was developed based on phonetics to address the issue of large vocabulary of units required in the…

Computation and Language · Computer Science 2025-02-24 Utkarsh P

This paper describes our speaker diarization system submitted to the Multi-channel Multi-party Meeting Transcription (M2MeT) challenge, where Mandarin meeting data were recorded in multi-channel format for diarization and automatic speech…

Audio and Speech Processing · Electrical Eng. & Systems 2022-02-07 Naijun Zheng , Na Li , Xixin Wu , Lingwei Meng , Jiawen Kang , Haibin Wu , Chao Weng , Dan Su , Helen Meng

Automatic speech recognition (ASR) is a key area in computational linguistics, focusing on developing technologies that enable computers to convert spoken language into text. This field combines linguistics and machine learning. ASR models,…

Computation and Language · Computer Science 2024-06-27 Anish Saha , A. G. Ramakrishnan

We present a thorough analysis of the findings of the latest iteration of the Singing Voice Conversion Challenge, a scientific event aiming to compare and understand different voice conversion systems in a controlled environment. Compared…

We present a CLSRIL-23, a self supervised learning based audio pre-trained model which learns cross lingual speech representations from raw audio across 23 Indic languages. It is built on top of wav2vec 2.0 which is solved by training a…

Computation and Language · Computer Science 2022-01-14 Anirudh Gupta , Harveen Singh Chadha , Priyanshi Shah , Neeraj Chhimwal , Ankur Dhuriya , Rishabh Gaur , Vivek Raghavan
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