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09/15/2023
A Real-Time Active Speaker Detection System Integrating an Audio-Visual Signal with a Spatial Querying Mechanism
We introduce a distinctive real-time, causal, neural network-based activ...
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09/14/2023
Multi-dimensional Speech Quality Assessment in Crowdsourcing
Subjective speech quality assessment is the gold standard for evaluating...
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09/14/2023
VCD: A Video Conferencing Dataset for Video Compression
Commonly used datasets for evaluating video codecs are all very high qua...
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09/02/2023
Full Reference Video Quality Assessment for Machine Learning-Based Video Codecs
Machine learning-based video codecs have made significant progress in th...
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06/05/2023
DeepVQE: Real Time Deep Voice Quality Enhancement for Joint Acoustic Echo Cancellation, Noise Suppression and Dereverberation
Acoustic echo cancellation (AEC), noise suppression (NS) and dereverbera...
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05/24/2023
PLCMOS – a data-driven non-intrusive metric for the evaluation of packet loss concealment algorithms
Speech quality assessment is a problem for every researcher working on m...
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04/02/2023
Meeting effectiveness and inclusiveness: large-scale measurement, identification of key features, and prediction in real-world remote meetings
Workplace meetings are vital to organizational collaboration, yet relati...
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03/22/2023
LSTM-based Video Quality Prediction Accounting for Temporal Distortions in Videoconferencing Calls
Current state-of-the-art video quality models, such as VMAF, give excell...
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03/21/2023
ICASSP 2023 Deep Noise Suppression Challenge
Deep Speech Enhancement Challenge is the 5th edition of deep noise suppr...
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10/24/2022
Real-time Speech Interruption Analysis: From Cloud to Client Deployment
Meetings are an essential form of communication for all types of organiz...
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04/11/2022
INTERSPEECH 2022 Audio Deep Packet Loss Concealment Challenge
Audio Packet Loss Concealment (PLC) is the hiding of gaps in audio strea...
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02/27/2022
ICASSP 2022 Acoustic Echo Cancellation Challenge
The ICASSP 2022 Acoustic Echo Cancellation Challenge is intended to stim...
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02/27/2022
ICASSP 2022 Deep Noise Suppression Challenge
The Deep Noise Suppression (DNS) challenge is designed to foster innovat...
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10/08/2021
Aura: Privacy-preserving augmentation to improve test set diversity in noise suppression applications
Noise suppression models running in production environments are commonly...
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10/08/2021
Performance optimizations on deep noise suppression models
We study the role of magnitude structured pruning as an architecture sea...
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10/08/2021
MusicNet: Compact Convolutional Neural Network for Real-time Background Music Detection
With the recent growth of remote and hybrid work, online meetings often ...
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10/06/2021
AECMOS: A speech quality assessment metric for echo impairment
Traditionally, the quality of acoustic echo cancellers is evaluated usin...
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10/05/2021
DNSMOS P.835: A Non-Intrusive Perceptual Objective Speech Quality Metric to Evaluate Noise Suppressors
Human subjective evaluation is the gold standard to evaluate speech qual...
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04/09/2021
Speech Quality Assessment in Crowdsourcing: Comparison Category Rating Method
Traditionally, Quality of Experience (QoE) for a communication system is...
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02/19/2021
Meeting Effectiveness and Inclusiveness in Remote Collaboration
A primary goal of remote collaboration tools is to provide effective and...
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01/06/2021
Interspeech 2021 Deep Noise Suppression Challenge
The Deep Noise Suppression (DNS) challenge is designed to foster innovat...
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11/23/2020
Resonance: Replacing Software Constants with Context-Aware Models in Real-time Communication
Large software systems tune hundreds of 'constants' to optimize their ru...
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10/28/2020
DNSMOS: A Non-Intrusive Perceptual Objective Speech Quality metric to evaluate Noise Suppressors
Human subjective evaluation is the gold standard to evaluate speech qual...
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10/25/2020
A Crowdsourcing Extension of the ITU-T Recommendation P.835 with Validation
The quality of the speech communication systems, which include noise sup...
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10/25/2020
Crowdsourcing approach for subjective evaluation of echo impairment
The quality of acoustic echo cancellers (AECs) in real-time communicatio...
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09/10/2020
ICASSP 2021 Acoustic Echo Cancellation Challenge: Datasets and Testing Framework
The ICASSP 2021 Acoustic Echo Cancellation Challenge is intended to stim...
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07/29/2020
DNN No-Reference PSTN Speech Quality Prediction
Classic public switched telephone networks (PSTN) are often a black box ...
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06/23/2020
Lumos: A Library for Diagnosing Metric Regressions in Web-Scale Applications
Web-scale applications can ship code on a daily to weekly cadence. These...
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05/17/2020
An Open source Implementation of ITU-T Recommendation P.808 with Validation
The ITU-T Recommendation P.808 provides a crowdsourcing approach for con...
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05/16/2020
The INTERSPEECH 2020 Deep Noise Suppression Challenge: Datasets, Subjective Testing Framework, and Challenge Results
The INTERSPEECH 2020 Deep Noise Suppression (DNS) Challenge is intended ...
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02/10/2020
Multimodal active speaker detection and virtual cinematography for video conferencing
Active speaker detection (ASD) and virtual cinematography (VC) can signi...
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01/28/2020
Weighted Speech Distortion Losses for Neural-network-based Real-time Speech Enhancement
This paper investigates several aspects of training a RNN (recurrent neu...
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01/23/2020
The INTERSPEECH 2020 Deep Noise Suppression Challenge: Datasets, Subjective Speech Quality and Testing Framework
The INTERSPEECH 2020 Deep Noise Suppression Challenge is intended to pro...
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12/04/2019
Reinforcement learning for bandwidth estimation and congestion control in real-time communications
Bandwidth estimation and congestion control for real-time communications...
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09/17/2019
A scalable noisy speech dataset and online subjective test framework
Background noise is a major source of quality impairments in Voice over ...
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07/03/2019
Supervised Classifiers for Audio Impairments with Noisy Labels
Voice-over-Internet-Protocol (VoIP) calls are prone to various speech im...
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03/16/2019
Non-intrusive speech quality assessment using neural networks
Estimating the perceived quality of an audio signal is critical for many...
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01/22/2019
Trustworthy Experimentation Under Telemetry Loss
Failure to accurately measure the outcomes of an experiment can lead to ...
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08/19/2018
On Design of Problem Token Questions in Quality of Experience Surveys
User surveys for Quality of Experience (QoE) are a critical source of in...
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03/26/2018