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Music similarity search is useful for a variety of creative tasks such as replacing one music recording with another recording with a similar "feel", a common task in video editing. For this task, it is typically necessary to define a…

音频与语音处理 · 电气工程与系统科学 2020-08-14 Jongpil Lee , Nicholas J. Bryan , Justin Salamon , Zeyu Jin , Juhan Nam

Recent years have witnessed the success of deep learning on the visual sound separation task. However, existing works follow similar settings where the training and testing datasets share the same musical instrument categories, which to…

多媒体 · 计算机科学 2022-03-28 Xinchi Zhou , Dongzhan Zhou , Wanli Ouyang , Hang Zhou , Ziwei Liu , Di Hu

In this study an Artificial Neural Network was trained to classify musical instruments, using audio samples transformed to the frequency domain. Different features of the sound, in both time and frequency domain, were analyzed and compared…

声音 · 计算机科学 2017-05-16 Babak Toghiani-Rizi , Marcus Windmark

Deep neural networks have frequently been used to directly learn representations useful for a given task from raw input data. In terms of overall performance metrics, machine learning solutions employing deep representations frequently have…

机器学习 · 计算机科学 2019-10-21 Jaehun Kim , Julián Urbano , Cynthia C. S. Liem , Alan Hanjalic

In music source separation, a standard training data augmentation procedure is to create new training samples by randomly combining instrument stems from different songs. These random mixes have mismatched characteristics compared to real…

音频与语音处理 · 电气工程与系统科学 2024-02-29 Chang-Bin Jeon , Gordon Wichern , François G. Germain , Jonathan Le Roux

Quantification of stylistic differences between musical artists is of academic interest to the music community, and is also useful for other applications such as music information retrieval and recommendation systems. Information about…

应用统计 · 统计学 2020-12-23 Anna K. Yanchenko , Peter D. Hoff

In this paper, we present an EEG study of two music improvisation experiments. Professional musicians with high level of improvisation skills were asked to perform music either according to notes (composed music) or in improvisation. Each…

神经元与认知 · 定量生物学 2015-06-18 Xiaogeng Wan , Bjorn Cruts , Henrik Jeldtoft Jensen

While musicians generally perform better than non-musicians in various auditory discrimination tasks, effects of specific instrumental training have received little attention. The effects of instrument-specific musical training on auditory…

神经元与认知 · 定量生物学 2017-08-15 Sarah A. Sauvé , Marcus T. Pearce

Music listening involves many simultaneous neural operations, including auditory processing, working memory, temporal sequencing, pitch tracking, anticipation, reward, and emotion, and thus, a full investigation of music cognition would…

神经元与认知 · 定量生物学 2022-01-19 Melia E. Bonomo , Anthony K. Brandt , J. Todd Frazier , Christof Karmonik

A music mashup combines audio elements from two or more songs to create a new work. To reduce the time and effort required to make them, researchers have developed algorithms that predict the compatibility of audio elements. Prior work has…

声音 · 计算机科学 2021-03-29 Jiawen Huang , Ju-Chiang Wang , Jordan B. L. Smith , Xuchen Song , Yuxuan Wang

Many audio processing tasks require perceptual assessment. The ``gold standard`` of obtaining human judgments is time-consuming, expensive, and cannot be used as an optimization criterion. On the other hand, automated metrics are efficient…

音频与语音处理 · 电气工程与系统科学 2020-05-19 Pranay Manocha , Adam Finkelstein , Richard Zhang , Nicholas J. Bryan , Gautham J. Mysore , Zeyu Jin

Music large-scale form, the structure of musical units ranging over several bars, are studied using EEG measurements of 25 participants listened to the first four minutes of a piece of electronic dance music (EDM). Grand-averages of…

神经元与认知 · 定量生物学 2020-05-15 Lenz Hartmann , Rolf Bader

Binaural sound localization is usually considered a discrimination task, where interaural time (ITD) and level (ILD) disparities at pure frequency channels are utilized to identify a position of a sound source. In natural conditions…

神经元与认知 · 定量生物学 2014-03-04 Wiktor Młynarski , Jürgen Jost

Quantitative analysis of commonalities and differences between recorded music performances is an increasingly common task in computational musicology. A typical scenario involves manual annotation of different recordings of the same piece…

多媒体 · 计算机科学 2020-09-28 Thassilo Gadermaier , Gerhard Widmer

In the context of music information retrieval, similarity-based approaches are useful for a variety of tasks that benefit from a query-by-example scenario. Music however, naturally decomposes into a set of semantically meaningful factors of…

音频与语音处理 · 电气工程与系统科学 2021-11-03 Sebastian Ribecky , Jakob Abeßer , Hanna Lukashevich

Sixty participants provided dissimilarity ratings between various singing techniques. Multidimensional scaling, class averaging and clustering techniques were used to analyse timbral spaces and how they change between different singers,…

声音 · 计算机科学 2021-11-17 Brendan O'Connor , Simon Dixon , George Fazekas

Audio deepfakes have reached a level of realism that makes it increasingly difficult to distinguish between human and artificial voices, which poses risks such as identity theft or spread of disinformation. Despite these concerns, research…

音频与语音处理 · 电气工程与系统科学 2025-12-11 Eugenia San Segundo , Aurora López-Jareño , Xin Wang , Junichi Yamagishi

The melodic consonance of a sequence of tones is explained using the overtone series: the overtones form "flow lines" that link the tones melodically; the strength of these flow lines determines the melodic consonance. This hypothesis…

神经元与认知 · 定量生物学 2007-05-23 Jared E. Anderson

Auditory streaming enables the brain to organize sequences of sounds into perceptually distinct sources, such as following a conversation in a noisy environment. A typical experiment for investigating perceptual boundaries and bistability…

神经元与认知 · 定量生物学 2025-07-22 Asim Alawfi , Farzaneh Darki , Jan Sieber

We introduce Purrfect Pitch, a system consisting of a wearable haptic device and a custom-designed learning interface for musical ear training. We focus on the ability to identify musical intervals (sequences of two musical notes), which is…

人机交互 · 计算机科学 2024-07-16 Sam Chin , Cathy Mengying Fang , Nikhil Singh , Ibrahim Ibrahim , Joe Paradiso , Pattie Maes