基于代检测和分离音符事件从单通道多音频录音的多音调估计
Alejandro Delgado Castro1, John E Szymanski2
1Department of Electrical Engineering, University of Costa Rica, Liberia, Guanacaste, 50101, Costa Rica.
The Journal of the Acoustical Society of America
|October 25, 2023
概括
本研究引入了一种用于基本频率估计的代方法,通过准确检测和分离音符事件来增强音乐信息检索任务,如旋律提取和乐器识别.
科学领域:
- 音乐信息检索 音乐信息检索
- 信号处理 信号处理
- 声学 声学 在声学方面
背景情况:
- 多重基本频率估计对于各种音频分析任务至关重要.
- 现有的方法在复杂的音乐混合中面临挑战.
研究的目的:
- 提出一种代方法来检测和提取笔记事件,以改进基本频率估计.
- 为了提高任务的准确性,如旋律提取和乐器识别.
主要方法:
- 基于和声音特征的音符事件的代检测和提取.
- 估计和完善每个代中主要音符事件的音调轨迹.
- 分离光谱能量并循序渐进地处理剩余信号,直到趋同.
主要成果:
- 拟议的系统显示了准确基本频率估计的潜力.
- 代方法有效地分离了音符事件的光谱能量.
- 该系统显示了作为先进音乐分析的基础阶段的前景.
结论:
- 代音符事件检测和提取方法为基本频率估计提供了强大的方法.
- 这种技术可以显著提高下游音乐信息检索应用程序的性能.
- 进一步的评估证实了其在复杂的音频场景中的准确性和实用性.
相关概念视频
Perceiving Loudness, Pitch, and Location
220
The human brain perceives pitch through two primary mechanisms reflected in place theory and frequency theory. Each mechanism describes how sound waves are interpreted as specific pitches by the brain, offering insights into the intricate processes of auditory perception.
Place theory, or place coding, suggests that different pitches are heard because various sound waves activate specific locations along the cochlea's basilar membrane. The brain determines the pitch of a sound by...
Place theory, or place coding, suggests that different pitches are heard because various sound waves activate specific locations along the cochlea's basilar membrane. The brain determines the pitch of a sound by...
220
IR Spectrum Peak Splitting: Symmetric vs Asymmetric Vibrations
1.0K
Identical bonds within a polyatomic group can stretch symmetrically (in-phase) or asymmetrically (out-of-phase). Similar to hydrogen bonding, these vibrations also influence the shape of the IR peak. Generally, asymmetric stretching frequencies are higher than symmetric stretching frequencies. For example, primary amines exhibit two distinct IR peaks between 3300–3500 cm−1 corresponding to the symmetric and asymmetric N-H stretching, while secondary amines exhibit a single...
1.0K
Sampling Methods: Overview
346
A sample refers to a smaller subset representative of a larger population. In analytical chemistry, studying or analyzing an entire population is often impractical or impossible. Therefore, samples are used to draw inferences and generalize the whole population. The sampling method selects individuals or items from a population to create a sample. Standard sampling methods include random, judgemental, systematic, stratified, and cluster sampling.
In analytical chemistry, the choice of...
In analytical chemistry, the choice of...
346
¹³C NMR: Distortionless Enhancement by Polarization Transfer (DEPT)
1.1K
When proton-coupled carbon-13 spectra are simplified by a broadband proton decoupling technique, structural information about the coupled protons is lost. Distortionless enhancement by polarization transfer (DEPT) is a technique that provides information on the number of hydrogens attached to each carbon in a molecule. While the DEPT experiment utilizes complex pulse sequences, the pulse delay and flip angle are specifically manipulated. The resulting signals have different phases depending on...
1.1K
Determination of Expected Frequency
2.2K
Suppose one wants to test independence between the two variables of a contingency table. The values in the table constitute the observed frequencies of the dataset. But how does one determine the expected frequency of the dataset? One of the important assumptions is that the two variables are independent, which means the variables do not influence each other. For independent variables, the statistical probability of any event involving both variables is calculated by multiplying the individual...
2.2K
Bandpass Sampling
188
In signal processing, bandpass sampling is an effective technique for sampling signals that have most of their energy concentrated within a narrow frequency band. This type of signal is known as a bandpass signal. The key principle of bandpass sampling involves sampling the signal at a rate that is greater than twice the signal's bandwidth to prevent aliasing.
A bandpass signal has a spectrum with a lower frequency limit, denoted as ω1, and an upper frequency limit, denoted as ω2....
A bandpass signal has a spectrum with a lower frequency limit, denoted as ω1, and an upper frequency limit, denoted as ω2....
188


