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Related papers: Speech Quality Assessment in Crowdsourcing: Compar…

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Speech enhancement techniques improve the quality or the intelligibility of an audio signal by removing unwanted noise. It is used as preprocessing in numerous applications such as speech recognition, hearing aids, broadcasting and…

Audio and Speech Processing · Electrical Eng. & Systems 2023-06-05 Angélica S. Z. Suárez , Clément Laroche , Line H. Clemmensen , Sneha Das

The ITU-T Recommendation P.808 provides a crowdsourcing approach for conducting a subjective assessment of speech quality using the Absolute Category Rating (ACR) method. We provide an open-source implementation of the ITU-T Rec. P.808 that…

Audio and Speech Processing · Electrical Eng. & Systems 2020-11-05 Babak Naderi , Ross Cutler

In crowdsourced subjective video quality assessment, practitioners often face a choice between Absolute Category Rating (ACR), ACR with Hidden Reference (ACR-HR), and Comparison Category Rating (CCR). We conducted a P.910-compliant,…

Multimedia · Computer Science 2025-09-25 Babak Naderi , Ross Cutler

The gold standard for measuring video quality is the subjective test, and the most prevalent is the ITU-T Rec. P.910, a lab-based subjective standard in use for the past two decades. However, in practice using ITU-T Rec. P.910 is slow,…

Image and Video Processing · Electrical Eng. & Systems 2023-08-30 Babak Naderi , Ross Cutler

The subjective quality of transmitted speech is traditionally assessed in a controlled laboratory environment according to ITU-T Rec. P.800. In turn, with crowdsourcing, crowdworkers participate in a subjective online experiment using their…

The quality of the speech communication systems, which include noise suppression algorithms, are typically evaluated in laboratory experiments according to the ITU-T Rec. P.835, in which participants rate background noise, speech signal,…

Audio and Speech Processing · Electrical Eng. & Systems 2021-04-19 Babak Naderi , Ross Cutler

Subjective speech quality assessment is the gold standard for evaluating speech enhancement processing and telecommunication systems. The commonly used standard ITU-T Rec. P.800 defines how to measure speech quality in lab environments, and…

Audio and Speech Processing · Electrical Eng. & Systems 2023-10-15 Babak Naderi , Ross Cutler , Nicolae-Catalin Ristea

The quality of acoustic echo cancellers (AECs) in real-time communication systems is typically evaluated using objective metrics like ERLE and PESQ, and less commonly with lab-based subjective tests like ITU-T Rec. P.831. We will show that…

Audio and Speech Processing · Electrical Eng. & Systems 2022-03-01 Ross Cutler , Babak Naderi , Markus Loide , Sten Sootla , Ando Saabas

In speech quality estimation for speech enhancement (SE) systems, subjective listening tests so far are considered as the gold standard. This should be even more true considering the large influx of new generative or hybrid methods into the…

Audio and Speech Processing · Electrical Eng. & Systems 2025-07-28 Marvin Sach , Yihui Fu , Kohei Saijo , Wangyou Zhang , Samuele Cornell , Robin Scheibler , Chenda Li , Anurag Kumar , Wei Wang , Yanmin Qian , Shinji Watanabe , Tim Fingscheidt

Crowdsourcing systems have been used to accumulate massive amounts of labeled data for applications such as computer vision and natural language processing. However, because crowdsourced labeling is inherently dynamic and uncertain,…

Machine Learning · Computer Science 2023-10-26 Mohammad S. Majdi , Jeffrey J. Rodriguez

Crowdsourcing micro-task platforms facilitate subjective media quality assessment by providing access to a highly scale-able, geographically distributed and demographically diverse pool of crowd workers. Those workers participate in the…

Multimedia · Computer Science 2020-10-01 Babak Naderi , Sebastian Möller

Crowdsourcing enables one to leverage on the intelligence and wisdom of potentially large groups of individuals toward solving problems. Common problems approached with crowdsourcing are labeling images, translating or transcribing text,…

Human-Computer Interaction · Computer Science 2018-01-09 Florian Daniel , Pavel Kucherbaev , Cinzia Cappiello , Boualem Benatallah , Mohammad Allahbakhsh

Crowdsourcing offers a practical method for ranking and scoring large amounts of items. To investigate the algorithms and incentives that can be used in crowdsourcing quality evaluations, we built CrowdGrader, a tool that lets students…

Social and Information Networks · Computer Science 2013-08-27 Luca de Alfaro , Michael Shavlovsky

Crowdsourcing provides a flexible approach for leveraging human intelligence to solve large-scale problems, gaining widespread acceptance in domains like intelligent information processing, social decision-making, and crowd ideation.…

Human-Computer Interaction · Computer Science 2024-12-06 Lei Chai , Hailong Sun , Jing Zhang

Online crowdsourcing provides a scalable and inexpensive means to collect knowledge (e.g. labels) about various types of data items (e.g. text, audio, video). However, it is also known to result in large variance in the quality of recorded…

Human-Computer Interaction · Computer Science 2018-12-10 Yuan Jin , Mark Carman , Ye Zhu , Yong Xiang

Crowdsourcing is a mechanism by means of which groups of people are able to execute a task by sharing ideas, efforts and resources. Thanks to the online technologies, crowdsourcing has become in the last decade an even more utilized process…

Physics and Society · Physics 2022-03-16 Daniele Vilone

We tackle a new task of training neural network models that can assess subjective impressions conveyed through speech and assign scores accordingly, inspired by the work on automatic speech quality assessment (SQA). Speech impressions are…

Sound · Computer Science 2025-06-25 Yuto Kondo , Hirokazu Kameoka , Kou Tanaka , Takuhiro Kaneko , Noboru Harada

The development of rigorous quality assessment model relies on the collection of reliable subjective data, where the perceived quality of visual multimedia is rated by the human observers. Different subjective assessment protocols can be…

Artificial Intelligence · Computer Science 2020-10-02 Suiyi Ling , Jing Li , Anne Flore Perrin , Zhi Li , Lukáš Krasula , Patrick Le Callet

High quality transcription data is crucial for training automatic speech recognition (ASR) systems. However, the existing industry-level data collection pipelines are expensive to researchers, while the quality of crowdsourced transcription…

Computation and Language · Computer Science 2023-09-27 Jian Gao , Hanbo Sun , Cheng Cao , Zheng Du

Speech Quality Assessment (SQA) and Continuous Speech Emotion Recognition (CSER) are two key tasks in speech technology, both relying on listener ratings. However, these ratings are inherently biased due to individual listener factors.…

Audio and Speech Processing · Electrical Eng. & Systems 2025-07-22 Cheng-Hung Hu , Yusuke Yasuda , Akifumi Yoshimoto , Tomoki Toda
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