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Speech-to-text services aim to transcribe input audio as accurately as possible. They increasingly play a role in everyday life, for example in personal voice assistants or in customer-company interactions. We evaluate Open AI's Whisper, a…

计算与语言 · 计算机科学 2024-05-06 Allison Koenecke , Anna Seo Gyeong Choi , Katelyn X. Mei , Hilke Schellmann , Mona Sloane

People frequently use speech-to-text systems to compose short texts with voice. However, current voice-based interfaces struggle to support composing more detailed, contextually complex texts, especially in scenarios where users are on the…

人机交互 · 计算机科学 2025-08-07 Hamza El Alaoui , Atieh Taheri , Yi-Hao Peng , Jeffrey P. Bigham

Eye typing interfaces enable a person to enter text into an interface using only their own eyes. But despite the inherent advantages of touchless operation and intuitive design, such eye-typing interfaces often suffer from slow typing…

人机交互 · 计算机科学 2023-12-15 Zhe Zeng , Xiao Wang , Felix Wilhelm Siebert , Hailong Liu

High-fidelity singing voices usually require higher sampling rate (e.g., 48kHz) to convey expression and emotion. However, higher sampling rate causes the wider frequency band and longer waveform sequences and throws challenges for singing…

音频与语音处理 · 电气工程与系统科学 2020-09-04 Jiawei Chen , Xu Tan , Jian Luan , Tao Qin , Tie-Yan Liu

Large-scale end-to-end models such as Whisper have shown strong performance on diverse speech tasks, but their internal behavior on pathological speech remains poorly understood. Understanding how dysarthric speech is represented across…

音频与语音处理 · 电气工程与系统科学 2025-10-07 Zhengjun Yue , Devendra Kayande , Zoran Cvetkovic , Erfan Loweimi

Because an impulse radio ultra-wideband (IR-UWB) radar can detect targets with high accuracy, work through occluding materials, and operate without contact, it is an attractive hardware solution for building silent speech interfaces, which…

音频与语音处理 · 电气工程与系统科学 2022-12-13 Sunghwa Lee , Younghoon Shin

Any audio recording encapsulates the unique fingerprint of the associated acoustic environment, namely the background noise and reverberation. Considering the scenario of a room equipped with a fixed smart speaker device with one or more…

音频与语音处理 · 电气工程与系统科学 2022-12-05 Francesco Nespoli , Daniel Barreda , Patrick A. Naylor

Frustrating text entry interface has been a major obstacle in participating in social activities in augmented reality (AR). Popular options, such as mid-air keyboard interface, wireless keyboards or voice input, either suffer from poor…

计算机视觉与模式识别 · 计算机科学 2023-11-03 Xingyu Fu , Mingze Xi

Monitoring respiratory health with the use of channel state information (CSI) has shown promising results. Many existing methods focus on monitoring only the respiratory rate, while others focus on monitoring the motion of the chest as a…

新兴技术 · 计算机科学 2025-08-01 James Rhodes , Lawrence Ong , Duy T. Ngo

While passive surfaces offer numerous benefits for interaction in mixed reality, reliably detecting touch input solely from head-mounted cameras has been a long-standing challenge. Camera specifics, hand self-occlusion, and rapid movements…

计算机视觉与模式识别 · 计算机科学 2024-10-10 Paul Streli , Mark Richardson , Fadi Botros , Shugao Ma , Robert Wang , Christian Holz

Speech intelligibility is crucial in language learning for effective communication. Thus, to develop computer-assisted language learning systems, automatic speech intelligibility detection (SID) is necessary. Most of the works have assessed…

声音 · 计算机科学 2023-06-16 Nayan Anand , Meenakshi Sirigiraju , Chiranjeevi Yarra

Diffusion models have shown impressive potential on talking head generation. While plausible appearance and talking effect are achieved, these methods still suffer from temporal, 3D or expression inconsistency due to the error accumulation…

计算机视觉与模式识别 · 计算机科学 2024-11-26 Haijie Yang , Zhenyu Zhang , Hao Tang , Jianjun Qian , Jian Yang

OpenAI's Whisper Automated Speech Recognition model excels in generalizing across diverse datasets and domains. However, this broad adaptability can lead to diminished performance in tasks requiring recognition of specific vocabularies.…

人工智能 · 计算机科学 2025-08-12 Vishakha Lall , Yisi Liu

Despite the growing advancements in Automatic Speech Recognition (ASR) models, the development of robust models for underrepresented languages, such as Nepali, remains a challenge. This research focuses on making an exhaustive and…

计算与语言 · 计算机科学 2024-11-20 Sanjay Rijal , Shital Adhikari , Manish Dahal , Manish Awale , Vaghawan Ojha

Recent advancements in wireless perception technologies, including mmWave, WiFi, and acoustics, have expanded their application in human motion tracking and health monitoring. They are promising alternatives to traditional camera-based…

网络与互联网体系结构 · 计算机科学 2025-04-08 Yin Li , Rajalakshmi Nandakumar

This paper proposes a novel user-defined keyword spotting framework that accurately detects audio keywords based on text enrollment. Since audio data possesses additional acoustic information compared to text, there are discrepancies…

音频与语音处理 · 电气工程与系统科学 2024-10-23 Youkyum Kim , Jaemin Jung , Jihwan Park , Byeong-Yeol Kim , Joon Son Chung

Automatic speech recognition has recently seen a significant advancement with large foundational models such as Whisper. However, these models often struggle to perform well in low-resource languages, such as Indian languages. This paper…

计算与语言 · 计算机科学 2024-12-30 Kumud Tripathi , Raj Gothi , Pankaj Wasnik

Recent advances in machine learning and natural language processing have fostered the enormous prosperity of smart voice assistants and their services, e.g., Alexa, Google Home, Siri, etc. However, voice spoofing attacks are deemed to be…

密码学与安全 · 计算机科学 2023-09-28 Chenpei Huang , Hui Zhong , Jie Lian , Pavana Prakash , Dian Shi , Yuan Xu , Miao Pan

The field of audio captioning has seen significant advancements in recent years, driven by the availability of large-scale audio datasets and advancements in deep learning techniques. In this technical report, we present our approach to…

声音 · 计算机科学 2023-05-18 Marek Kadlčík , Adam Hájek , Jürgen Kieslich , Radosław Winiecki

Modern end-to-end automatic speech recognition (ASR) models like Whisper not only suffer from reduced recognition accuracy in noise, but also exhibit overconfidence - assigning high confidence to wrong predictions. We conduct a systematic…

音频与语音处理 · 电气工程与系统科学 2025-09-10 Mingyue Huo , Yuheng Zhang , Yan Tang
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