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More than two years after its outbreak, the COVID-19 pandemic continues to plague medical systems around the world, putting a strain on scarce resources, and claiming human lives. From the very beginning, various AI-based COVID-19 detection…

Audio and Speech Processing · Electrical Eng. & Systems 2022-06-23 Andreas Triantafyllopoulos , Anastasia Semertzidou , Meishu Song , Florian B. Pokorny , Björn W. Schuller

With the rise of voice-enabled artificial intelligence (AI) systems, quantitative survey researchers have access to a new data-collection mode: AI telephone surveying. By using AI to conduct phone interviews, researchers can scale…

Computation and Language · Computer Science 2025-07-24 Danny D. Leybzon , Shreyas Tirumala , Nishant Jain , Summer Gillen , Michael Jackson , Cameron McPhee , Jennifer Schmidt

Digitization of medical records often relies on smartphone photographs of printed reports, producing images degraded by blur, shadows, and other noise. Conventional OCR systems, optimized for clean scans, perform poorly under such…

Information Retrieval · Computer Science 2025-11-18 Nikita Neveditsin , Pawan Lingras , Salil Patil , Swarup Patil , Vijay Mago

While research on using Artificial Intelligence (AI) through various applications to enhance foreign language pronunciation is expanding, it has primarily focused on aspects such as comprehensibility and intelligibility, largely neglecting…

Audio and Speech Processing · Electrical Eng. & Systems 2025-04-01 Georgios P. Georgiou

Most speech and language technologies are trained with massive amounts of speech and text information. However, most of the world languages do not have such resources or stable orthography. Systems constructed under these almost zero…

The first Natural Office Talkers in Settings of Far-field Audio Recordings (NOTSOFAR-1) Challenge is a pivotal initiative that sets new benchmarks by offering datasets more representative of the needs of real-world business applications…

Sound · Computer Science 2025-03-11 Igor Abramovski , Alon Vinnikov , Shalev Shaer , Naoyuki Kanda , Xiaofei Wang , Amir Ivry , Eyal Krupka

The historical and geographical spread from older to more modern languages has long been studied by examining textual changes and in terms of changes in phonetic transcriptions. However, it is more difficult to analyze language change from…

Applications · Statistics 2017-05-19 Davide Pigoli , Pantelis Z. Hadjipantelis , John S. Coleman , John A. D. Aston

Do our facial expressions change when we speak over video calls? Given two unpaired sets of videos of people, we seek to automatically find spatio-temporal patterns that are distinctive of each set. Existing methods use discriminative…

Computer Vision and Pattern Recognition · Computer Science 2024-06-04 Sumit Sarin , Utkarsh Mall , Purva Tendulkar , Carl Vondrick

A key barrier to making phonetic studies scalable and replicable is the need to rely on subjective, manual annotation. To help meet this challenge, a machine learning algorithm was developed for automatic measurement of a widely used…

Machine Learning · Statistics 2017-03-08 Yossi Adi , Joseph Keshet , Emily Cibelli , Erin Gustafson , Cynthia Clopper , Matthew Goldrick

Collecting everyday speech data for prosodic analysis is challenging due to the confounding of prosody and semantics, privacy constraints, and participant compliance. We introduce and empirically evaluate a content-controlled, privacy-first…

Human-Computer Interaction · Computer Science 2026-03-19 Timo K. Koch , Florian Bemmann , Ramona Schoedel , Markus Buehner , Clemens Stachl

Audio-recordings collected with a child-worn device are a fundamental tool in child language research. Long-form recordings collected over whole days promise to capture children's input and production with minimal observer bias, and…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-03 Loann Peurey , Marvin Lavechin , Tarek Kunze , Manel Khentout , Lucas Gautheron , Emmanuel Dupoux , Alejandrina Cristia

We present VoiceRestore, a novel approach to restoring the quality of speech recordings using flow-matching Transformers trained in a self-supervised manner on synthetic data. Our method tackles a wide range of degradations frequently found…

Audio and Speech Processing · Electrical Eng. & Systems 2025-01-03 Stanislav Kirdey

Information overloading requires the need for summarizers to extract salient information from the text. Currently, there is an overload of dialogue data due to the rise of virtual communication platforms. The rise of Covid-19 has led people…

Computation and Language · Computer Science 2022-12-19 Lakshmi Prasanna Kumar , Arman Kabiri

Research in speech technologies and comparative linguistics depends on access to diverse and accessible speech data. The UCLA Phonetics Lab Archive is one of the earliest multilingual speech corpora, with long-form audio recordings and…

Computation and Language · Computer Science 2024-03-29 Eleanor Chodroff , Blaž Pažon , Annie Baker , Steven Moran

While audio recordings in real life provide insights into social dynamics and conversational behavior, they also raise concerns about the privacy of personal, sensitive data. This article explores the effectiveness of restricting recordings…

Audio and Speech Processing · Electrical Eng. & Systems 2026-02-04 Jule Pohlhausen , Jörg Bitzer

Transformer-based speech recognition models have achieved great success due to the self-attention (SA) mechanism that utilizes every frame in the feature extraction process. Especially, SA heads in lower layers capture various phonetic…

Computation and Language · Computer Science 2022-07-13 Kyuhong Shim , Wonyong Sung

Many hearables contain an in-ear microphone, which may be used to capture the own voice of its user in noisy environments. Since the in-ear microphone mostly records body-conducted speech due to ear canal occlusion, it suffers from…

Audio and Speech Processing · Electrical Eng. & Systems 2024-03-25 Mattes Ohlenbusch , Christian Rollwage , Simon Doclo

Large, curated datasets are required to leverage speech-based tools in healthcare. These are costly to produce, resulting in increased interest in data sharing. As speech can potentially identify speakers (i.e., voiceprints), sharing…

Audio and Speech Processing · Electrical Eng. & Systems 2023-08-23 Daniela A. Wiepert , Bradley A. Malin , Joseph R. Duffy , Rene L. Utianski , John L. Stricker , David T. Jones , Hugo Botha

This paper presents a comparative evaluation of methods for remote heart rate estimation using face videos, i.e., given a video sequence of the face as input, methods to process it to obtain a robust estimation of the subjects heart rate at…

Computer Vision and Pattern Recognition · Computer Science 2020-05-25 Javier Hernandez-Ortega , Julian Fierrez , Aythami Morales , David Diaz