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Automatic speech recognition (ASR) models trained on large amounts of audio data are now widely used to convert speech to written text in a variety of applications from video captioning to automated assistants used in healthcare and other…

计算与语言 · 计算机科学 2024-07-22 Changye Li , Trevor Cohen , Serguei Pakhomov

Automatic Speech Recognition (ASR) technology is fundamental in transcribing spoken language into text, with considerable applications in the clinical realm, including streamlining medical transcription and integrating with Electronic…

计算与语言 · 计算机科学 2024-03-27 Nima Ebadi , Kellen Morgan , Adrian Tan , Billy Linares , Sheri Osborn , Emma Majors , Jeremy Davis , Anthony Rios

End-to-end neural network systems for automatic speech recognition (ASR) are trained from acoustic features to text transcriptions. In contrast to modular ASR systems, which contain separately-trained components for acoustic modeling,…

计算与语言 · 计算机科学 2020-04-21 Yonatan Belinkov , Ahmed Ali , James Glass

Automatic speech recognition (ASR) systems are primarily evaluated on transcription accuracy. However, in some use cases such as subtitling, verbatim transcription would reduce output readability given limited screen size and reading time.…

计算与语言 · 计算机科学 2020-05-26 Danni Liu , Jan Niehues , Gerasimos Spanakis

Automatic Speech Recognition (ASR) systems are known to exhibit difficulties when transcribing children's speech. This can mainly be attributed to the absence of large children's speech corpora to train robust ASR models and the resulting…

音频与语音处理 · 电气工程与系统科学 2022-06-22 Jenthe Thienpondt , Kris Demuynck

Ambient AI "scribe" systems promise to reduce clinical documentation burden, but automatic speech recognition (ASR) errors can remain unnoticed without careful review, and high-quality human reference transcripts are often unavailable for…

声音 · 计算机科学 2026-04-17 Abdolamir Karbalaie , Fernando Seoane , Farhad Abtahi

How to handle gender with machine learning is a controversial topic. A growing critical body of research brought attention to the numerous issues transgender communities face with the adoption of current automatic gender recognition (AGR)…

人机交互 · 计算机科学 2021-03-09 Toby Chong , Nolwenn Maudet , Katsuki Harima , Takeo Igarashi

Automatic speech recognition (ASR) systems, increasingly prevalent in education, healthcare, employment, and mobile technology, face significant challenges in inclusivity, particularly for the 80 million-strong global community of people…

计算与语言 · 计算机科学 2024-05-13 Dena Mujtaba , Nihar R. Mahapatra , Megan Arney , J. Scott Yaruss , Hope Gerlach-Houck , Caryn Herring , Jia Bin

Numerous image superresolution (SR) algorithms have been proposed for reconstructing high-resolution (HR) images from input images with lower spatial resolutions. However, effectively evaluating the perceptual quality of SR images remains a…

图像与视频处理 · 电气工程与系统科学 2020-04-15 Wei Zhou , Qiuping Jiang , Yuwang Wang , Zhibo Chen , Weiping Li

Visual context has been shown to be useful for automatic speech recognition (ASR) systems when the speech signal is noisy or corrupted. Previous work, however, has only demonstrated the utility of visual context in an unrealistic setting,…

计算与语言 · 计算机科学 2020-10-20 Tejas Srinivasan , Ramon Sanabria , Florian Metze , Desmond Elliott

In the past few years, there has been a dramatic growth in e-manga (electronic Japanese-style comics). Faced with the booming demand for manga research and the large amount of unlabeled manga data, we raised a new task, called unsupervised…

计算机视觉与模式识别 · 计算机科学 2022-04-12 Zhimin Zhang , Zheng Wang , Wei Hu

We live in a world where 60% of the population can speak two or more languages fluently. Members of these communities constantly switch between languages when having a conversation. As automatic speech recognition (ASR) systems are being…

计算与语言 · 计算机科学 2021-02-16 Siddharth Dalmia , Yuzong Liu , Srikanth Ronanki , Katrin Kirchhoff

Low-resource automatic speech recognition (ASR) is challenging, as the low-resource target language data cannot well train an ASR model. To solve this issue, meta-learning formulates ASR for each source language into many small ASR tasks…

计算与语言 · 计算机科学 2021-04-13 Yubei Xiao , Ke Gong , Pan Zhou , Guolin Zheng , Xiaodan Liang , Liang Lin

Autism spectrum disorder (ASD) represents a neurodevelopmental condition characterized by difficulties in expressing emotions and communication, particularly during early childhood. Understanding the affective state of children at an early…

计算机视觉与模式识别 · 计算机科学 2026-01-28 Aura Loredana Dan

Automatic Speech Recognition (ASR) plays a crucial role in voice-based applications. For applications requiring real-time feedback like Voice Search, streaming capability becomes vital. While LSTM/RNN and CTC based ASR systems are commonly…

声音 · 计算机科学 2023-05-31 Abhinav Goyal , Nikesh Garera

Video generation models internalize physical realism as their prior. Anime deliberately violates physics: smears, impact frames, chibi shifts; and its thousands of coexisting artistic conventions yield no single "physics of anime" a model…

计算机视觉与模式识别 · 计算机科学 2026-05-12 Tencent HY Team

Large language models (LLM) have demonstrated the ability to understand human language by leveraging large amount of text data. Automatic speech recognition (ASR) systems are often limited by available transcribed speech data and benefit…

音频与语音处理 · 电气工程与系统科学 2024-09-26 Prashanth Gurunath Shivakumar , Jari Kolehmainen , Aditya Gourav , Yi Gu , Ankur Gandhe , Ariya Rastrow , Ivan Bulyko

This paper presents a novel streaming automatic speech recognition (ASR) framework for multi-talker overlapping speech captured by a distant microphone array with an arbitrary geometry. Our framework, named t-SOT-VA, capitalizes on…

音频与语音处理 · 电气工程与系统科学 2022-10-05 Naoyuki Kanda , Jian Wu , Xiaofei Wang , Zhuo Chen , Jinyu Li , Takuya Yoshioka

Panoptic segmentation is a fundamental task in computer vision and a crucial component for perception in autonomous vehicles. Recent mask-transformer-based methods achieve impressive performance on standard benchmarks but face significant…

计算机视觉与模式识别 · 计算机科学 2024-12-17 Lojze Žust , Matej Kristan

Large language models (LLMs) have demonstrated several emergent behaviors with scale, including reasoning and fluency in long-form text generation. However, they continue to struggle with tasks requiring precise spatial and positional…

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