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Whisper is a state-of-the-art automatic speech recognition (ASR) model (Radford et al., 2022). Although Swiss German dialects are allegedly not part of Whisper's training data, preliminary experiments showed that Whisper can transcribe…

Computation and Language · Computer Science 2024-05-10 Eyal Liron Dolev , Clemens Fidel Lutz , Noëmi Aepli

In today's digital age, video content is prevalent, serving as a primary source of information, education, and entertainment. However, the Deaf and Hard of Hearing (DHH) community often faces significant challenges in accessing video…

Artificial Intelligence · Computer Science 2025-05-22 Nadeen Fathallah , Monika Bhole , Steffen Staab

For d/Deaf and hard of hearing (DHH) people, captioning is an essential accessibility tool. Significant developments in artificial intelligence (AI) mean that Automatic Speech Recognition (ASR) is now a part of many popular applications.…

Computation and Language · Computer Science 2024-08-30 Korbinian Kuhn , Verena Kersken , Benedikt Reuter , Niklas Egger , Gottfried Zimmermann

Audio often serves as an auxiliary modality in video understanding tasks of audio-visual large language models (LLMs), merely assisting in the comprehension of visual information. However, a thorough understanding of videos significantly…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Yudong Yang , Jimin Zhuang , Guangzhi Sun , Changli Tang , Yixuan Li , Peihan Li , Yifan Jiang , Wei Li , Zejun Ma , Chao Zhang

Automated Audio Captioning (AAC) systems attempt to generate a natural language sentence, a caption, that describes the content of an audio recording, in terms of sound events. Existing datasets provide audio-caption pairs, with captions…

Sound · Computer Science 2023-09-15 Matéo Cousin , Étienne Labbé , Thomas Pellegrini

In this work, we studied the synthesis of Swiss German speech using different Text-to-Speech (TTS) models. We evaluated the TTS models on three corpora, and we found, that VITS models performed best, hence, using them for further testing.…

Computation and Language · Computer Science 2023-06-01 Tobias Bollinger , Jan Deriu , Manfred Vogel

Due to the scarcity of labeled dialectal speech, audio dialect classification is a challenging task for most languages, including Swiss German. In this work, we explore the ability of large language models (LLMs) as agents in understanding…

Computation and Language · Computer Science 2026-04-01 Tobias Bystrich , Lukas Hamm , Maria Hassan , Lea Fischbach , Lucie Flek , Akbar Karimi

We describe a system for large-scale audiovisual translation and dubbing, which translates videos from one language to another. The source language's speech content is transcribed to text, translated, and automatically synthesized into…

Computer Vision and Pattern Recognition · Computer Science 2020-11-09 Yi Yang , Brendan Shillingford , Yannis Assael , Miaosen Wang , Wendi Liu , Yutian Chen , Yu Zhang , Eren Sezener , Luis C. Cobo , Misha Denil , Yusuf Aytar , Nando de Freitas

In this era of technological advancements, several cutting-edge techniques are being implemented to enhance Autonomous Driving (AD) systems, focusing on improving safety, efficiency, and adaptability in complex driving environments.…

Computation and Language · Computer Science 2025-02-27 Md Robiul Islam

Accessibility remains a critical concern in today's society, as many technologies are not developed to support the full range of user needs. Existing multi-agent systems (MAS) often cannot provide comprehensive assistance for users in need…

Multiagent Systems · Computer Science 2025-07-16 Aleksandr Algazinov , Matt Laing , Paul Laban

The auditory system plays a substantial role in shaping the overall human perceptual experience. While prevailing large language models (LLMs) and visual language models (VLMs) have shown their promise in solving a wide variety of language…

Audio and Speech Processing · Electrical Eng. & Systems 2025-02-19 Jinhua Liang , Xubo Liu , Wenwu Wang , Mark D. Plumbley , Huy Phan , Emmanouil Benetos

Large Language Models (LLMs), AI models trained on massive text corpora with remarkable language understanding and generation capabilities, are transforming the field of Autonomous Driving (AD). As AD systems evolve from rule-based and…

Artificial Intelligence · Computer Science 2024-07-30 Yun Li , Kai Katsumata , Ehsan Javanmardi , Manabu Tsukada

Audio description, a form of trans-modal media translation, allows people who are blind or visually impaired access to visually-oriented, socio-cultural, or historical public discourse alike. Although audio description has gained more…

Human-Computer Interaction · Computer Science 2018-09-18 Philipp Jordan , Brett Oppegaard

Spoken language identification (LID) technologies have improved in recent years from discriminating largely distinct languages to discriminating highly similar languages or even dialects of the same language. One aspect that has been mostly…

Audio and Speech Processing · Electrical Eng. & Systems 2020-01-30 Andrew Titus , Jan Silovsky , Nanxin Chen , Roger Hsiao , Mary Young , Arnab Ghoshal

Alzheimer's Disease (AD) is an irreversible neurodegenerative disease affecting 50 million people worldwide. Low-cost, accurate identification of key markers of AD is crucial for timely diagnosis and intervention. Language impairment is one…

Computation and Language · Computer Science 2025-05-27 Tingyu Mo , Jacqueline C. K. Lam , Victor O. K. Li , Lawrence Y. L. Cheung

Understanding the distance between human languages is central to linguistics, anthropology, and tracing human evolutionary history. Yet, while linguistics has long provided rich qualitative accounts of cross-linguistic variation, a unified…

Computation and Language · Computer Science 2026-03-19 Yue Zhao , Jiatao Gu , Paloma Jeretič , Weijie Su

In this paper, we introduce ASDKit, a toolkit for anomalous sound detection (ASD) task. Our aim is to facilitate ASD research by providing an open-source framework that collects and carefully evaluates various ASD methods. First, ASDKit…

Audio and Speech Processing · Electrical Eng. & Systems 2025-07-15 Takuya Fujimura , Kevin Wilkinghoff , Keisuke Imoto , Tomoki Toda

Automatic lyric transcription (ALT) is a nascent field of study attracting increasing interest from both the speech and music information retrieval communities, given its significant application potential. However, ALT with audio data alone…

Audio and Speech Processing · Electrical Eng. & Systems 2023-02-20 Xiangming Gu , Longshen Ou , Danielle Ong , Ye Wang

Audio-Language Models (ALMs), trained on paired audio-text data, are designed to process, understand, and reason about audio-centric multimodal content. Unlike traditional supervised approaches that use predefined labels, ALMs leverage…

Sound · Computer Science 2026-03-13 Yi Su , Jisheng Bai , Qisheng Xu , Kele Xu , Yong Dou

Auditory attention decoding (AAD) is a technique used to identify and amplify the talker that a listener is focused on in a noisy environment. This is done by comparing the listener's brainwaves to a representation of all the sound sources…

Audio and Speech Processing · Electrical Eng. & Systems 2023-02-14 Cong Han , Vishal Choudhari , Yinghao Aaron Li , Nima Mesgarani