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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,…

图像与视频处理 · 电气工程与系统科学 2023-08-30 Babak Naderi , Ross Cutler

Traditionally, Quality of Experience (QoE) for a communication system is evaluated through a subjective test. The most common test method for speech QoE is the Absolute Category Rating (ACR), in which participants listen to a set of…

多媒体 · 计算机科学 2021-04-12 Babak Naderi , Sebastian Möller , Ross Cutler

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…

音频与语音处理 · 电气工程与系统科学 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

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…

音频与语音处理 · 电气工程与系统科学 2023-10-15 Babak Naderi , Ross Cutler , Nicolae-Catalin Ristea

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,…

音频与语音处理 · 电气工程与系统科学 2021-04-19 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…

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,…

多媒体 · 计算机科学 2025-09-25 Babak Naderi , Ross Cutler

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…

音频与语音处理 · 电气工程与系统科学 2023-06-05 Angélica S. Z. Suárez , Clément Laroche , Line H. Clemmensen , Sneha Das

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…

音频与语音处理 · 电气工程与系统科学 2022-03-01 Ross Cutler , Babak Naderi , Markus Loide , Sten Sootla , Ando Saabas

Machine Translation (MT) has achieved remarkable performance, with growing interest in speech translation and multimodal approaches. However, despite these advancements, MT quality assessment remains largely text centric, typically relying…

计算与语言 · 计算机科学 2025-09-18 Sami Ul Haq , Sheila Castilho , Yvette Graham

Human subjective evaluation is the gold standard to evaluate speech quality optimized for human perception. Perceptual objective metrics serve as a proxy for subjective scores. We have recently developed a non-intrusive speech quality…

音频与语音处理 · 电气工程与系统科学 2022-02-07 Chandan K A Reddy , Vishak Gopal , Ross Cutler

The Perceptual Evaluation of Audio Quality (PEAQ) method as described in the International Telecommunication Union (ITU) recommendation ITU-R BS.1387 has been widely used for computationally estimating the quality of perceptually coded…

音频与语音处理 · 电气工程与系统科学 2022-12-06 Pablo M. Delgado , Jürgen Herre

We present the Open ASR Leaderboard, a reproducible benchmarking platform with community contributions from academia and industry. It compares 86 open-source and proprietary systems across 12 datasets, with English short- and long-form and…

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…

社会与信息网络 · 计算机科学 2013-08-27 Luca de Alfaro , Michael Shavlovsky

Automated Audio Captioning (AAC) aims to develop systems capable of describing an audio recording using a textual sentence. In contrast, Audio-Text Retrieval (ATR) systems seek to find the best matching audio recording(s) for a given…

计算与语言 · 计算机科学 2023-08-30 Etienne Labbé , Thomas Pellegrini , Julien Pinquier

We investigate the feasibility of obtaining highly trustworthy results using crowdsourcing on complex engineering tasks. Crowdsourcing is increasingly seen as a potentially powerful way of increasing the supply of labor for solving…

The growing need for labeled training data has made crowdsourcing an important part of machine learning. The quality of crowdsourced labels is, however, adversely affected by three factors: (1) the workers are not experts; (2) the…

计算机科学与博弈论 · 计算机科学 2015-09-08 Nihar B. Shah , Dengyong Zhou , Yuval Peres

Since the inception of crowdsourcing, aggregation has been a common strategy for dealing with unreliable data. Aggregate ratings are more reliable than individual ones. However, many natural language processing (NLP) applications that rely…

人工智能 · 计算机科学 2022-03-25 Ka Wong , Praveen Paritosh

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…

计算与语言 · 计算机科学 2023-09-27 Jian Gao , Hanbo Sun , Cheng Cao , Zheng Du

The creation of relevance assessments by human assessors (often nowadays crowdworkers) is a vital step when building IR test collections. Prior works have investigated assessor quality & behaviour, though into the impact of a document's…

信息检索 · 计算机科学 2023-04-24 Nirmal Roy , Agathe Balayn , David Maxwell , Claudia Hauff
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