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Automatic Speech Recognition (ASR) systems in the clinical domain face significant challenges, notably the need to recognise specialised medical vocabulary accurately and meet stringent precision requirements. We introduce United-MedASR, a…

音频与语音处理 · 电气工程与系统科学 2024-12-03 Sourav Banerjee , Ayushi Agarwal , Promila Ghosh

Transformer-based end-to-end (E2E) automatic speech recognition (ASR) systems have recently gained wide popularity, and are shown to outperform E2E models based on recurrent structures on a number of ASR tasks. However, like other E2E…

音频与语音处理 · 电气工程与系统科学 2020-11-30 Mohan Li , Catalin Zorila , Rama Doddipatla

As human-machine voice interfaces provide easy access to increasingly intelligent machines, many state-of-the-art automatic speech recognition (ASR) systems are proposed. However, commercial ASR systems usually have poor performance on…

计算与语言 · 计算机科学 2023-09-28 Yanan Jia

Dysarthric speech reconstruction (DSR) typically employs a cascaded system that combines automatic speech recognition (ASR) and sentence-level text-to-speech (TTS) to convert dysarthric speech into normally-prosodied speech. However,…

声音 · 计算机科学 2026-03-03 Minghui Wu , Haitao Tang , Jiahuan Fan , Ruizhi Liao , Yanyong Zhang

Endoscopic surgery is the gold standard for robotic-assisted minimally invasive surgery, offering significant advantages in early disease detection and precise interventions. However, the complexity of surgical scenes, characterized by high…

计算机视觉与模式识别 · 计算机科学 2025-06-10 Guankun Wang , Rui Tang , Mengya Xu , Long Bai , Huxin Gao , Hongliang Ren

Despite the rapid progress of automatic speech recognition (ASR) technologies in the past few decades, recognition of disordered speech remains a highly challenging task to date. Disordered speech presents a wide spectrum of challenges to…

音频与语音处理 · 电气工程与系统科学 2022-03-01 Shansong Liu , Mengzhe Geng , Shoukang Hu , Xurong Xie , Mingyu Cui , Jianwei Yu , Xunying Liu , Helen Meng

Automated Speech Recognition (ASR) is an interdisciplinary application of computer science and linguistics that enable us to derive the transcription from the uttered speech waveform. It finds several applications in Military like…

计算与语言 · 计算机科学 2022-04-05 Priyank Dubey , Bilal Shah

Automatic speech recognition (ASR) in clinical dialogue demands robustness to full-duplex interaction, speaker overlap, and low-latency constraints, yet open benchmarks remain scarce. We present MMedFD, the first real-world Chinese…

音频与语音处理 · 电气工程与系统科学 2025-09-29 Hongzhao Chen , XiaoYang Wang , Jing Lan , Hexiao Ding , Yufeng Jiang , MingHui Yang , DanHui Xu , Jun Luo , Nga-Chun Ng , Gerald W. Y. Cheng , Yunlin Mao , Jung Sun Yoo

Although end-to-end (E2E) trainable automatic speech recognition (ASR) has shown great success by jointly learning acoustic and linguistic information, it still suffers from the effect of domain shifts, thus limiting potential applications.…

音频与语音处理 · 电气工程与系统科学 2023-08-28 Keqi Deng , Philip C. Woodland

Automatic Speech Recognition (ASR) for low-resource Dravidian languages like Telugu and Kannada faces significant challenges in specialized medical domains due to limited annotated data and morphological complexity. This work proposes a…

音频与语音处理 · 电气工程与系统科学 2026-04-23 Sri Charan Devarakonda , Ravi Sastry Kolluru , Manjula Sri Rayudu , Rashmi Kapoor , Madhu G , Anil Kumar Vuppala

Off-the-shelf pre-trained Automatic Speech Recognition (ASR) systems are an increasingly viable service for companies of any size building speech-based products. While these ASR systems are trained on large amounts of data, domain mismatch…

音频与语音处理 · 电气工程与系统科学 2020-03-18 Anirudh Mani , Shruti Palaskar , Nimshi Venkat Meripo , Sandeep Konam , Florian Metze

Nowadays, speech is becoming a more common, if not standard, interface to technology. This can be seen in the trend of technology changes over the years. Increasingly, voice is used to control programs, appliances and personal devices…

人机交互 · 计算机科学 2019-09-10 Abraham Glasser

Compared with automatic speech recognition (ASR), the human auditory system is more adept at handling noise-adverse situations, including environmental noise and channel distortion. To mimic this adeptness, auditory models have been widely…

计算与语言 · 计算机科学 2016-09-16 Peng Dai , Xue Teng , Frank Rudzicz , Ing Yann Soon

Accent variability has posed a huge challenge to automatic speech recognition~(ASR) modeling. Although one-hot accent vector based adaptation systems are commonly used, they require prior knowledge about the target accent and cannot handle…

声音 · 计算机科学 2022-04-22 Xun Gong , Yizhou Lu , Zhikai Zhou , Yanmin Qian

Automatic speech recognition (ASR) plays a pivotal role in our daily lives, offering utility not only for interacting with machines but also for facilitating communication for individuals with partial or profound hearing impairments. The…

音频与语音处理 · 电气工程与系统科学 2025-01-14 Billel Essaid , Hamza Kheddar , Noureddine Batel , Muhammad E. H. Chowdhury , Abderrahmane Lakas

We present a Conformer-based end-to-end neural diarization (EEND) model that uses both acoustic input and features derived from an automatic speech recognition (ASR) model. Two categories of features are explored: features derived directly…

计算与语言 · 计算机科学 2022-07-13 Aparna Khare , Eunjung Han , Yuguang Yang , Andreas Stolcke

This paper reports on the results from a pilot study investigating the impact of automatic speech recognition (ASR) technology on interpreting quality in remote healthcare interpreting settings. Employing a within-subjects experiment design…

计算与语言 · 计算机科学 2025-02-06 Shiyi Tan , Constantin Orăsan , Sabine Braun

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,…

计算与语言 · 计算机科学 2024-06-27 Anish Saha , A. G. Ramakrishnan

Automatic recognition of disordered and elderly speech remains a highly challenging task to date due to the difficulty in collecting such data in large quantities. This paper explores a series of approaches to integrate domain adapted SSL…

声音 · 计算机科学 2023-06-23 Shujie Hu , Xurong Xie , Zengrui Jin , Mengzhe Geng , Yi Wang , Mingyu Cui , Jiajun Deng , Xunying Liu , Helen Meng

This paper addresses end-to-end automatic speech recognition (ASR) for long audio recordings such as lecture and conversational speeches. Most end-to-end ASR models are designed to recognize independent utterances, but contextual…

计算与语言 · 计算机科学 2021-04-20 Takaaki Hori , Niko Moritz , Chiori Hori , Jonathan Le Roux
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