Improving Polyphonic Melody Extraction by Dynamic Programming Based Dual F0 Tracking
نویسندگان
چکیده
The suitability of optimal path finding methods for vocal melody extraction in polyphonic music is well recognized since they combine local pitch strength and temporal smoothness considerations in a global sense. However, when such single-F0 tracking systems are applied to sound mixtures in which pitched accompaniment is of comparable strength to the singing voice, they suffer from irrecoverable degradations. In this study we investigate the use of an optimal path finding method that is allowed to dynamically track multiple F0 paths, specifically two, through the F0 candidate space. It is shown that when such a system is applied to typical polyphonic mixtures with vocal solo the melodic information is indeed retrieved. Audio examples are available at http://www.ee.iitb.ac.in/daplab/DualF0TrackingResults_DAFx
منابع مشابه
An Efficient Signal-Matching Approach to Melody Indexing and Search Using Continuous Pitch Contours and Wavelets
We describe a method of indexing and efficiently searching music melodies based on their continuous dominant fundamental frequency (f0) contours without obtaining notelevel transcriptions. Each f0 contour is encoded by a redundant set of wavelet coefficients that represent its shape in level-normalized form at various locations and time scales. This allows a query melody to be exhaustively comp...
متن کاملExtracting Predominant Melody of Polyphonic Music based on Harmonic Structure
In this paper, we propose a method for extracting predominant melody of polyphonic music based on harmonic structure. We extract all meaningful spectral peaks contained in the polyphonic signal and select the F0 candidates by verifying the required condition of harmonic structure. Then, we determine the predominant F0 by running the pitch tracking based on the rank of F0 candidates which is com...
متن کاملDeep Salience Representations for F0 Estimation in Polyphonic Music
Estimating fundamental frequencies in polyphonic music remains a notoriously difficult task in Music Information Retrieval. While other tasks, such as beat tracking and chord recognition have seen improvement with the application of deep learning models, little work has been done to apply deep learning methods to fundamental frequency related tasks including multi-f0 and melody tracking, primar...
متن کاملNote Event Modeling for Audio Melody Extraction
This paper outlines a method for the MIREX05 contest “Audio Melody Extraction”. The method aims at extracting the fundamental frequency (F0) trajectory of the predominant melody, such as the lead singing, within polyphonic and multitimbral audio signals. The method is based on a multiple-F0 estimator front-end followed by the probabilistic modeling of note events and their relationships. The pe...
متن کاملSinging Melody Extraction in Polyphonic Music by Harmonic Tracking
This paper proposes an effective method for automatic melody extraction in polyphonic music, especially vocal melody songs. The method is based on subharmonic summation spectrum and harmonic structure tracking strategy. Performance of the method is evaluated using the LabROSA database 1 . The pitch extraction accuracy of our method is 82.2% on the whole database, while 79.4% on the vocal part.
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2009