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Melody Transcription From Music Audio: Approaches and Evaluation

Graham E. Poliner, Daniel P. W. Ellis, Andreas F. Ehmann, Emilia Gomez, Sebastian Streich, Beesuan Ong
2007 IEEE Transactions on Audio, Speech, and Language Processing  
We go on to describe the results of full-scale evaluations of melody transcription systems conducted in 2004 and 2005, including an overview of the systems submitted, details of how the evaluations were  ...  Although the process of analyzing an audio recording of a music performance is complex and difficult even for a human listener, there are limited forms of information that may be tractably extracted and  ...  Evaluation Metrics Algorithms submitted to the contests were required to estimate the fundamental frequency of the predominant melody on a regular time grid.  ... 
doi:10.1109/tasl.2006.889797 fatcat:4h44nm7uibcgjgwojs6jzd2xse

Automatic Music Transcription as We Know it Today

Anssi P. Klapuri
2004 Journal of New Music Research  
The main emphasis is laid on estimating the multiple fundamental frequencies of several concurrent sounds.  ...  The aim of this overview is to describe methods for the automatic transcription of Western polyphonic music.  ...  Figure 3 illustrates the beating phenomenon for the harmonic overtones 15-19 of a signal with 220 Hz fundamental frequency.  ... 
doi:10.1080/0929821042000317840 fatcat:fwg3vtwerfcv5g5f43win2zvvy

Accurate tempo estimation based on harmonic + noise decomposition

Miguel Alonso, Gael Richard, Bertrand David
2006 EURASIP Journal on Advances in Signal Processing  
This is followed by a periodicity estimation block that calculates the salience of musical accents for a large number of potential periods.  ...  In this paper we present an innovative tempo estimation system that processes acoustic audio signals and does not use any high level musical knowledge.  ...  ACKNOWLEDGEMENT The authors would like to thank the anonymous reviewers for their constructive comments, suggestions and corrections.  ... 
doi:10.1155/2007/82795 fatcat:km33mhvijve33js7e32tcripw4

A Computationally Efficient Scheme for Dominant Harmonic Source Separation

Mathieu Lagrange, Luis Gustavo Martins, George Tzanetakis
2008 Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing  
We propose in this paper a new scheme for the purpose of efficient dominant harmonic source separation.  ...  This is achieved by considering a new harmonicity cue which is first compared with state-of-the-art cues using a generic evaluation methodology.  ...  For the separation experiment, we use a dataset consisting of 10 polyphonic music signals of different genres for which we have the original vocal and music accompaniment tracks before mixing, as well  ... 
doi:10.1109/icassp.2008.4517572 dblp:conf/icassp/LagrangeMT08 fatcat:k7faptqqjjezrfwzguzdo265tq

Polyphonic Transcription Based On Temporal Evolution Of Spectral Similarity Of Gaussian Mixture Models

Francisco Canadas-Quesada, Julio Carabias-Orti, Nicolas Ruiz-Reyes, Pedro Vera-Candeas
2009 Zenodo  
Publication in the conference proceedings of EUSIPCO, Glasgow, Scotland, 2009  ...  Construction of spectral harmonic patterns For each F0 candidate, a spectral harmonic pattern is estimated in the log-frequency domain.  ...  These excerpts represents 36% of evaluation test used in [12] which were chosen randomly. For each excerpt, approximately the first 20 seconds were selected for the analysis.  ... 
doi:10.5281/zenodo.41570 fatcat:czkjpyannrfp3pwndhxcfzu4e4

A Corpus Of Annotated Irish Traditional Dance Music Recordings: Design And Benchmark Evaluations

Pierre Beauguitte, Bryan Duggan, John D. Kelleher
2016 Zenodo  
It returns note-level transcriptions, by estimating the fundamental frequency from the harmonicity of the signal, and segmenting the resulting continuous pitch track according to its continuity as well  ...  Evaluations conducted in [19] for Melodia on audio datasets from the MIREX evaluation resulted in Overall Accuracy of 0.77, Raw Chroma Accuracy of 0.83 and Raw Pitch Accuracy of 0.81.  ... 
doi:10.5281/zenodo.1417333 fatcat:26dxmw2fjbf3nk6iaefkgammse

Efficient methods for joint estimation of multiple fundamental frequencies in music signals

Antonio Pertusa, José M. Iñesta
2012 EURASIP Journal on Advances in Signal Processing  
This study presents efficient techniques for multiple fundamental frequency estimation in music signals.  ...  For this purpose, a set of fundamental frequency candidates are first selected at each frame, and several hypothetical combinations of them are generated.  ...  Acknowledgements This study was supported by the project DRIMS (code TIN2009-14247-C02), the Consolider Ingenio 2010 research programme (project MIPRCV, CSD2007-00018), and the PASCAL2 Network of Excellence  ... 
doi:10.1186/1687-6180-2012-27 fatcat:lmmggouv2zfjxgsrvic3jpt6yu

Addressing user satisfaction in melody extraction

Belén Nieto, Emilia Gómez, Julián Urbano, Justin Salamon
2014 Zenodo  
Finally, this research shows that there is much scope for future work refining new evaluation metrics to better capture user preferences.  ...  In view of the results it can be checked how different kind of errors have a different impact in the quality perceived by the users, in such a way that the result of the perceptual evaluation need not  ...  However, as the fundamental aim of MIR systems is to help users in searching music information, the evaluation of MIR systems should begin to move towards a user-centric approach.  ... 
doi:10.5281/zenodo.3755521 fatcat:j5uut4rwvvcrrbgafipqdz7aqy

Deconstruct, analyse, reconstruct: How to improve tempo, beat, and downbeat estimation

Sebastian Böck, Matthew Davies
2020 Zenodo  
To this end, we devise a novel multi-task approach for the simultaneous estimation of tempo, beat, and downbeat.  ...  In this paper, we undertake a critical assessment of a state-of-the-art deep neural network approach for computational rhythm analysis.  ...  For tempo estimation, we report Accuracy 1 and Accuracy 2 scores with a tolerance of ±4% as used in [49] .  ... 
doi:10.5281/zenodo.4245497 fatcat:562a4tnkmzgdvfsplrqngasvv4

An Analysis/Synthesis Framework For Automatic F0 Annotation Of Multitrack Datasets

Justin Salamon, Rachel M. Bittner, Jordi Bonada, Juan J. Bosch, Emilia Gómez, Juan Pablo Bello
2017 Zenodo  
The algorithm first segments the signal into periods corresponding to the fundamental frequency.  ...  Instead, we use it as the input to a wideband harmonic modelling algorithm that estimates not just the frequency of the f 0 , but the frequency, amplitude and phase of every harmonic in the signal.  ... 
doi:10.5281/zenodo.1415588 fatcat:t5wwbkvmwvdsha7aclwoawh7mi

A Comparison of Deep Learning Methods for Timbre Analysis in Polyphonic Automatic Music Transcription

Carlos Hernandez-Olivan, Ignacio Zay Pinilla, Carlos Hernandez-Lopez, Jose R. Beltran
2021 Electronics  
Automatic music transcription (AMT) is a critical problem in the field of music information retrieval (MIR).  ...  Our polyphonic transcription model for non-piano instruments outperforms the state-of-the-art model, such as for bass instruments, which has an F-score of 0.9516 versus 0.7102.  ...  Acknowledgments: Thanks to David Diaz-Guerra and Tristan Behrens for their support and availability. Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/electronics10070810 fatcat:cpogzlgwofcuniram2vxqejofq

Multiple fundamental frequency estimation using Gaussian smoothness

Antonio Pertusa, Jose M. Inesta
2008 Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing  
In this work, in order to detect the fundamental frequencies that are present in a signal, a set of candidates are selected from the spectrum, and all their possible combinations are generated.  ...  A multiple fundamental frequency estimator is the main piece of these systems, whereas tempo detection and key estimation complement them to correctly extract the score.  ...  CONCLUSIONS AND FUTURE WORK A simple approach for multiple fundamental frequency estimation was presented in this work, yielding competitive results and performance.  ... 
doi:10.1109/icassp.2008.4517557 dblp:conf/icassp/PertusaI08 fatcat:msf3btca6necnlsfgcc2z74dpi

Chroma-based Predominant Melody and Bass Line Extraction from Music Audio Signals

Justin Salamon, Emilia Gómez
2008 Zenodo  
Next, the evaluation methodology and music collections and metrics used for evaluation are discussed, followed by the evaluation results.  ...  In this dissertation we present the research work we have carried out on melody and bass line extraction from music audio signals using chroma features.  ...  Thanks to Narcís Parés and Paul Verschure for the hard work in creating the CSIM program of which I was part this year, and to all my colleagues from both the CSIM and TICMA Masters programs.  ... 
doi:10.5281/zenodo.3744783 fatcat:bcef7zqvsrfcrafg2v4uvda2xu

Noisy Speech Based Temporal Decomposition to Improve Fundamental Frequency Estimation [article]

A. Queiroz, R. Coelho
2021 arXiv   pre-print
Moreover, the performance metrics of the F0 estimation techniques show that the novel solution is able to better improve F0 detection accuracy when compared to competitive approaches under different noisy  ...  This paper introduces a novel method to separate noisy speech into low or high frequency frames, in order to improve fundamental frequency (F0) estimation accuracy.  ...  Following, GE and MAE metrics In [14], this ratio is computed on a logarithmic frequency are adopted to evaluate the accuracy for the competitive scale.  ... 
arXiv:2112.09896v1 fatcat:blhqk6cjq5cevgsqupnvbkv66m

Polyphonic pitch detection by matching spectral and autocorrelation peaks

Sebastian Kraft, Udo Zolzer
2015 2015 23rd European Signal Processing Conference (EUSIPCO)  
The proposed algorithm is compared to other systems in an evaluation with common data sets and yields good results in the range of state of the art systems.  ...  In this paper, a polyphonic pitch detection approach is presented, which is based on the iterative analysis of the autocorrelation function.  ...  CONCLUSION Starting from the two channel auditory front-end of Tolonen, a new method for the extraction of multiple fundamental frequencies from polyphonic signals was derived.  ... 
doi:10.1109/eusipco.2015.7362594 dblp:conf/eusipco/KraftZ15 fatcat:abqnxuydcfaw5emhqxtdbrjigm
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