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Non-intrusive speech quality assessment is a crucial operation in multimedia applications. The scarcity of annotated data and the lack of a reference signal represent some of the main challenges for designing efficient quality assessment…

音频与语音处理 · 电气工程与系统科学 2021-08-20 Alessandro Ragano , Emmanouil Benetos , Andrew Hines

Performance is one of the most important qualities of software. Several techniques have thus been proposed to improve it, such as program transformations, optimisation of software parameters, or compiler flags. Many automated software…

软件工程 · 计算机科学 2022-08-05 Aymeric Blot , Justyna Petke

Using piezoelectric impedance/admittance sensing for structural health monitoring is promising, owing to the simplicity in circuitry design as well as the high-frequency interrogation capability. The actual identification of fault location…

计算工程、金融与科学 · 计算机科学 2018-10-30 Pei Cao , Qi Shuai , Jiong Tang

We present the requirements and design specification of the open-source Distributed Modular Audio Recognition Framework (DMARF), a distributed extension of MARF. The distributed version aggregates a number of distributed technologies (e.g.…

计算机视觉与模式识别 · 计算机科学 2010-01-31 Serguei A. Mokhov

Imperfect labels are ubiquitous in real-world datasets and seriously harm the model performance. Several recent effective methods for handling noisy labels have two key steps: 1) dividing samples into cleanly labeled and wrongly labeled…

计算机视觉与模式识别 · 计算机科学 2022-02-01 Wenkai Chen , Chuang Zhu , Yi Chen , Mengting Li , Tiejun Huang

This paper proposes a time-domain method to improve speech intelligibility in noisy scenarios. In the proposed approach, a series of Gammatone filters are adopted to detect the harmonic components of speech. The filters outputs are…

音频与语音处理 · 电气工程与系统科学 2021-07-07 A. Queiroz , R. Coelho

This work investigates two strategies for zero-shot non-intrusive speech assessment leveraging large language models. First, we explore the audio analysis capabilities of GPT-4o. Second, we propose GPT-Whisper, which uses Whisper as an…

音频与语音处理 · 电气工程与系统科学 2025-01-22 Ryandhimas E. Zezario , Sabato M. Siniscalchi , Hsin-Min Wang , Yu Tsao

Perceptual audio quality measurement systems algorithmically analyze the output of audio processing systems to estimate possible perceived quality degradation using perceptual models of human audition. In this manner, they save the time and…

音频与语音处理 · 电气工程与系统科学 2023-07-14 Pablo M. Delgado , Jürgen Herre

The MUSHRA framework is widely used for detecting subtle audio quality differences but traditionally relies on expert listeners in controlled environments, making it costly and impractical for model development. As a result, objective…

音频与语音处理 · 电气工程与系统科学 2025-06-03 Laura Lechler , Chamran Moradi , Ivana Balic

As artificial intelligence methods are increasingly applied to complex task scenarios, high dimensional multi-label learning has emerged as a prominent research focus. At present, the curse of dimensionality remains one of the major…

机器学习 · 计算机科学 2025-04-18 Yifan Cao , Zhilong Mi , Ziqiao Yin , Binghui Guo , Jin Dong

Audio deepfakes are increasingly in-differentiable from organic speech, often fooling both authentication systems and human listeners. While many techniques use low-level audio features or optimization black-box model training, focusing on…

声音 · 计算机科学 2025-02-21 Kevin Warren , Daniel Olszewski , Seth Layton , Kevin Butler , Carrie Gates , Patrick Traynor

This work introduces a feature extracted from stereophonic/binaural audio signals aiming to represent a measure of perceived quality degradation in processed spatial auditory scenes. The feature extraction technique is based on a simplified…

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

Data labels in the security field are frequently noisy, limited, or biased towards a subset of the population. As a result, commonplace evaluation methods such as accuracy, precision and recall metrics, or analysis of performance curves…

密码学与安全 · 计算机科学 2022-07-05 Bhavna Soman , Ali Torkamani , Michael J. Morais , Jeffrey Bickford , Baris Coskun

This paper examines a general class of noisy matrix completion tasks where the goal is to estimate a matrix from observations obtained at a subset of its entries, each of which is subject to random noise or corruption. Our specific focus is…

机器学习 · 统计学 2016-11-18 Akshay Soni , Swayambhoo Jain , Jarvis Haupt , Stefano Gonella

The extraction of keypoints in images is at the basis of many computer vision applications, from localization to 3D reconstruction. Keypoints come with a score permitting to rank them according to their quality. While learned keypoints…

计算机视觉与模式识别 · 计算机科学 2024-09-02 Emanuele Santellani , Martin Zach , Christian Sormann , Mattia Rossi , Andreas Kuhn , Friedrich Fraundorfer

The high feature dimensionality is a challenge in music emotion recognition. There is no common consensus on a relation between audio features and emotion. The MER system uses all available features to recognize emotion; however, this is…

声音 · 计算机科学 2022-12-29 Le Cai , Sam Ferguson , Haiyan Lu , Gengfa Fang

Perceptually-inspired objective functions such as the perceptual evaluation of speech quality (PESQ), signal-to-distortion ratio (SDR), and short-time objective intelligibility (STOI), have recently been used to optimize performance of…

音频与语音处理 · 电气工程与系统科学 2023-03-27 Khandokar Md. Nayem , Donald S. Williamson

In this report we propose a solution to problem of the dependency on the experience of the software project quality assurance personnel by providing a transparent, objective and measurement based quality framework. The framework helps the…

软件工程 · 计算机科学 2014-08-19 Zádor Dániel Kelemen , Gábor Bényász , Zoltán Badinka

The performances of the automatic speaker verification (ASV) systems degrade due to the reduction in the amount of speech used for enrollment and verification. Combining multiple systems based on different features and classifiers…

计算机视觉与模式识别 · 计算机科学 2019-02-01 Arnab Poddar , Md Sahidullah , Goutam Saha

To build large scale software systems, Component Based Software Engineering (CBSE) has played a vital role. The current practices of software industry demands more development of a software within time and budget which is highly productive…

软件工程 · 计算机科学 2014-06-17 N. Md Jubair Basha , Chandra Mohan