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A Pascal challenge entitled monaural multi-talker speech recognition was developed, targeting the problem of robust automatic speech recognition against speech like noises which significantly degrades the performance of automatic speech…

Computation and Language · Computer Science 2016-10-06 Mahdi Khademian , Mohammad Mehdi Homayounpour

The joint training of speech enhancement and speaker embedding networks for speaker recognition is widely adopted under noisy acoustic environments. While effective, this paradigm often fails to leverage the generalization and robustness…

Audio and Speech Processing · Electrical Eng. & Systems 2026-04-29 Chong-Xin Gan , Peter Bell , Man-Wai Mak , Zhe Li , Zezhong Jin , Zilong Huang , Kong Aik Lee

Pan-sharpening involves reconstructing missing high-frequency information in multi-spectral images with low spatial resolution, using a higher-resolution panchromatic image as guidance. Although the inborn connection with frequency domain,…

Computer Vision and Pattern Recognition · Computer Science 2024-01-05 Xuanhua He , Keyu Yan , Rui Li , Chengjun Xie , Jie Zhang , Man Zhou

This paper is concerned with the task of speaker verification on audio with multiple overlapping speakers. Most speaker verification systems are designed with the assumption of a single speaker being present in a given audio segment.…

Audio and Speech Processing · Electrical Eng. & Systems 2023-04-10 Jenthe Thienpondt , Nilesh Madhu , Kris Demuynck

In recent research, slight performance improvement is observed from automatic speech recognition systems to audio-visual speech recognition systems in the end-to-end framework with low-quality videos. Unmatching convergence rates and…

Computation and Language · Computer Science 2024-03-12 Yusheng Dai , Hang Chen , Jun Du , Xiaofei Ding , Ning Ding , Feijun Jiang , Chin-Hui Lee

Speaker diarization systems are challenged by a trade-off between the temporal resolution and the fidelity of the speaker representation. By obtaining a superior temporal resolution with an enhanced accuracy, a multi-scale approach is a way…

Audio and Speech Processing · Electrical Eng. & Systems 2022-03-31 Tae Jin Park , Nithin Rao Koluguri , Jagadeesh Balam , Boris Ginsburg

Speech emotion recognition has evolved from research to practical applications. Previous studies of emotion recognition from speech have focused on developing models on certain datasets like IEMOCAP. The lack of data in the domain of…

Audio and Speech Processing · Electrical Eng. & Systems 2023-09-21 Bagus Tris Atmaja , Akira Sasou

This paper presents a multifunctional speech synthesis system that integrates voice cloning and emotion control speech synthesis within a unified framework. The goal of this work is to address longstanding challenges in achieving highly…

Computation and Language · Computer Science 2025-08-15 Fengping Tian , Chenyang Lyu , Xuanfan Ni , Haoqin Sun , Qingjuan Li , Zhiqiang Qian , Haijun Li , Longyue Wang , Zhao Xu , Weihua Luo , Kaifu Zhang

Automatic speaker verification systems are vulnerable to a variety of access threats, prompting research into the formulation of effective spoofing detection systems to act as a gate to filter out such spoofing attacks. This study…

Sound · Computer Science 2022-11-21 Zhenyu Wang , John H. L. Hansen

Image-language learning has made unprecedented progress in visual understanding. These developments have come at high costs, as contemporary vision-language models require large model scales and amounts of data. We here propose a much…

Computer Vision and Pattern Recognition · Computer Science 2023-06-02 AJ Piergiovanni , Anelia Angelova

Speech-driven talking face synthesis (TFS) focuses on generating lifelike facial animations from audio input. Current TFS models perform well in English but unsatisfactorily in non-English languages, producing wrong mouth shapes and rigid…

Computer Vision and Pattern Recognition · Computer Science 2025-10-09 Zibo Su , Kun Wei , Jiahua Li , Xu Yang , Cheng Deng

Facial expression recognition (FER) in the wild is a challenging task affected by the image quality and has attracted broad interest in computer vision. There is no research using feature fusion and ensemble strategy for FER simultaneously.…

Computer Vision and Pattern Recognition · Computer Science 2024-11-22 Guangyao Zhou , Yuanlun Xie , Yiqin Fu , Zhaokun Wang

The goal of this work is to enhance balanced multimodal understanding in audio-visual large language models (AV-LLMs) by addressing modality bias without additional training. In current AV-LLMs, audio and video features are typically…

Computer Vision and Pattern Recognition · Computer Science 2025-10-01 Chaeyoung Jung , Youngjoon Jang , Jongmin Choi , Joon Son Chung

Cross-lingual speech emotion recognition (SER) remains a challenging task due to differences in phonetic variability and speaker-specific expressive styles across languages. Effectively capturing emotion under such diverse conditions…

Computation and Language · Computer Science 2025-09-26 Shreya G. Upadhyay , Carlos Busso , Chi-Chun Lee

In recent years, the rapid progress in speaker verification (SV) technology has been driven by the extraction of speaker representations based on deep learning. However, such representations are still vulnerable to emotion variability. To…

Sound · Computer Science 2025-05-27 Jingguang Tian , Xinhui Hu , Xinkang Xu

This paper presents CAMEO -- a curated collection of multilingual emotional speech datasets designed to facilitate research in emotion recognition and other speech-related tasks. The main objectives were to ensure easy access to the data,…

Computation and Language · Computer Science 2026-01-28 Iwona Christop , Maciej Czajka

This paper describes the UZH-CL system submitted to the FAME2026 Challenge. The challenge focuses on cross-modal verification under unique multilingual conditions, specifically unseen and unheard languages. Our approach investigates two…

Audio and Speech Processing · Electrical Eng. & Systems 2025-12-03 Aref Farhadipour , Teodora Vukovic , Volker Dellwo

Recognizing emotions in spoken communication is crucial for advanced human-machine interaction. Current emotion detection methodologies often display biases when applied cross-corpus. To address this, our study amalgamates 16 diverse…

Computation and Language · Computer Science 2023-11-16 Mohamed Osman , Tamer Nadeem , Ghada Khoriba

Potentially idiomatic expressions (PIEs) construe meanings inherently tied to the everyday experience of a given language community. As such, they constitute an interesting challenge for assessing the linguistic (and to some extent…

Computation and Language · Computer Science 2026-02-25 Dilara Torunoğlu-Selamet , Dogukan Arslan , Rodrigo Wilkens , Wei He , Doruk Eryiğit , Thomas Pickard , Adriana S. Pagano , Aline Villavicencio , Gülşen Eryiğit , Ágnes Abuczki , Aida Cardoso , Alesia Lazarenka , Dina Almassova , Amalia Mendes , Anna Kanellopoulou , Antoni Brosa-Rodríguez , Baiba Saulite , Beata Wojtowicz , Bolette Pedersen , Carlos Manuel Hidalgo-Ternero , Chaya Liebeskind , Danka Jokić , Diego Alves , Eleni Triantafyllidi , Erik Velldal , Fred Philippy , Giedre Valunaite Oleskeviciene , Ieva Rizgeliene , Inguna Skadina , Irina Lobzhanidze , Isabell Stinessen Haugen , Jauza Akbar Krito , Jelena M. Marković , Johanna Monti , Josue Alejandro Sauca , Kaja Dobrovoljc , Kingsley O. Ugwuanyi , Laura Rituma , Lilja Øvrelid , Maha Tufail Agro , Manzura Abjalova , Maria Chatzigrigoriou , María del Mar Sánchez Ramos , Marija Pendevska , Masoumeh Seyyedrezaei , Mehrnoush Shamsfard , Momina Ahsan , Muhammad Ahsan Riaz Khan , Nathalie Carmen Hau Norman , Nilay Erdem Ayyıldız , Nina Hosseini-Kivanani , Noémi Ligeti-Nagy , Numaan Naeem , Olha Kanishcheva , Olha Yatsyshyna , Daniil Orel , Petra Giommarelli , Petya Osenova , Radovan Garabik , Regina E. Semou , Rozane Rebechi , Salsabila Zahirah Pranida , Samia Touileb , Sanni Nimb , Sarfraz Ahmad , Sarvinoz Sharipova , Shahar Golan , Shaoxiong Ji , Sopuruchi Christian Aboh , Srdjan Sucur , Stella Markantonatou , Sussi Olsen , Vahide Tajalli , Veronika Lipp , Voula Giouli , Yelda Yeşildal Eraydın , Zahra Saaberi , Zhuohan Xie

Target speaker extraction, which aims at extracting a target speaker's voice from a mixture of voices using audio, visual or locational clues, has received much interest. Recently an audio-visual target speaker extraction has been proposed…

Audio and Speech Processing · Electrical Eng. & Systems 2021-02-03 Hiroshi Sato , Tsubasa Ochiai , Keisuke Kinoshita , Marc Delcroix , Tomohiro Nakatani , Shoko Araki