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Automatic Music Transcription: Breaking The Glass Ceiling

Emmanouil Benetos, Simon Dixon, Dimitrios Giannoulis, Holger Kirchhoff, Anssi Klapuri
2012 Zenodo  
One viable way of breaking the glass ceiling is to insert more information into the problem.  ...  INTRODUCTION Automatic music transcription (AMT) is the process of converting an audio recording into some form of musical notation.  ... 
doi:10.5281/zenodo.1415088 fatcat:rfrzyhmfebaanppofxfcbxgei4

Moving Beyond Feature Design: Deep Architectures And Automatic Feature Learning In Music Informatics

Eric J. Humphrey, Juan Pablo Bello, Yann LeCun
2012 Zenodo  
Additionally, researchers have for some time addressed the possibility that we are converging to glass ceilings in content-based areas like acoustic similarity [2] .  ...  We show how deeper architectures are merely extensions of standard approaches, and that robust music representations can be achieved by breaking larger systems into a hierarchy of simpler parts (Section  ... 
doi:10.5281/zenodo.1415725 fatcat:d62erjk6kvcf5agsemw2mcemei

Improving automatic music classification performance by extracting features from different types of data

Cory McKay, Ichiro Fujinaga
2010 Proceedings of the international conference on Multimedia information retrieval - MIR '10  
This paper discusses two sets of automatic musical genre classification experiments. Promising research directions are then proposed based on the results of these experiments.  ...  is a free and open-source software suite designed for applications related to automatic music classification of various kinds.  ...  Mellon Foundation, the Centre for Interdisciplinary Research in Music Media and Technology (CIRMMT), the Social Sciences and Humanities Research Council (SSHRC) and the Canadian Foundation for Innovation  ... 
doi:10.1145/1743384.1743430 dblp:conf/mir/McKayF10 fatcat:zlik7z7qkzg6fnnhgk5ndxc2de

Late multimodal fusion for image and audio music transcription [article]

María Alfaro-Contreras
2022 arXiv   pre-print
is the case of Automatic Music Transcription (AMT).  ...  Music transcription, which deals with the conversion of music sources into a structured digital format, is a key problem for Music Information Retrieval (MIR).  ...  The first author is supported by grant FPU19/04957 from the Spanish Ministerio de Universidades.  ... 
arXiv:2204.03063v3 fatcat:r5ji3cdsbbgwvoeavvy6ei445i

Piano Transcription in the Studio Using an Extensible Alternating Directions Framework

Sebastian Ewert, Mark Sandler
2016 IEEE/ACM Transactions on Audio Speech and Language Processing  
Given a musical audio recording, the goal of automatic music transcription is to determine a score-like representation of the piece underlying the recording.  ...  Despite significant interest within the research community, several studies have reported on a 'glass ceiling' effect, an apparent limit on the transcription accuracy that current methods seem incapable  ...  RELATED WORK As one of the central topics in music processing, automatic music transcription (AMT) has attracted considerable interest within the research community over the years.  ... 
doi:10.1109/taslp.2016.2593801 fatcat:eg2zf2hb5banll4jvin3gtl4cq

Patient iPSC-astrocytes show transcriptional and functional dysregulation in schizophrenia [article]

Marja Koskuvi, Šárka Lehtonen, Kalevi Trontti, Meike Keuters, Ying Chieh Wu, Hennariikka Koivisto, Anastasia Ludwig, Lidiia Plotnikova, Pekka L.J. Virtanen, Noora Räsänen, Satu Kaipainen, Ida Hyötyläinen (+17 others)
2020 bioRxiv   pre-print
Human astrocytes are multifunctional brain cells and may contribute to the pathophysiology of schizophrenia (SCZ).  ...  SCZ astrocyte cell transplantation to the mouse forebrain caused gene expression changes in demyelination, synaptic dysfunction and inflammation pathways of mouse brain cells and resulted in behavioral  ...  The mouse was put into the stem arm of a Y-shaped maze with black plastic walls and a transparent plastic ceiling to prevent peeking over the wall.  ... 
doi:10.1101/2020.10.23.350413 fatcat:jqmrxntw3jeq7b6wtaphw2n4he

Music information retrieval

George Tzanetakis
2009 Proceedings of the seventeen ACM international conference on Multimedia - MM '09  
ICASPP 04 Automatic classification performs as well as the "worst" human "best" human is 20% more accurate Difference is probably smaller today (better features, SVMs) Glass ceiling  Performance  ...  music transcription  Non-transcriptive arguments Split the octave to discrete logarithmically spaced intervals Pitch Detection P Autocorrelation Peaks at multiple of the fundamental frequency  ... 
doi:10.1145/1631272.1631450 dblp:conf/mm/Tzanetakis09 fatcat:hoeomnmsxfb4devx52midzgfn4

Melodic Contour and Mid-Level Global Features Applied to the Analysis of Flamenco Cantes [article]

Francisco Gómez, Joaquín Mora, Emilia Gómez, José Miguel Díaz-Báñez
2015 arXiv   pre-print
We propose the combination of manual and automatic description. First, we use a state-of-the-art automatic transcription method to account for general melodic similarity from music recordings.  ...  Finally, we discuss the advantage of combining automatic and expert annotations as well as the need to include repertoire-specific descriptions for meaningful melodic characterization in traditional music  ...  et al. (2005) , when studying similarity through timbre, have confirmed the presence of this glass ceiling.  ... 
arXiv:1509.04956v1 fatcat:y4y6zaixbrbezcpggp2ruur6ii

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

On The Use Of Note Onsets For Improved Lyrics-To-Audio Alignment In Turkish Makam Music

Georgi Dzhambazov, Ajay Srinivasamurthy, Sertan Sentürk, Xavier Serra
2016 Zenodo  
This work is partly supported by the European Research Council under the European Union's Seventh Framework Program, as part of the CompMusic project (ERC grant agreement 267583) and partly by the AGAUR  ...  We acknowledge as well financial support from the Spanish Ministry of Economy and Competitiveness, through the "María de Maeztu" Programme for Centres/Units of Excellence in R&D" (MDM-2015-0502)  ...  Automatic note segmentation While the general problem of automatic music transcription has been long-investigated, automatic singing transcription has attracted the attention of MIR researchers only in  ... 
doi:10.5281/zenodo.1415987 fatcat:i7qivzgv7jblhlk2jskjsvhdhq

Detecting and Describing Percussive Events in Polyphonic Music

Martin Haro, Perfecto Herrera
2008 Zenodo  
The present thesis deals with the automatic description of percussive events in "real world" polyphonic music.  ...  Then we evaluate the binary models within a whole drum transcription system achieving comparable results with state of the art algorithms.  ...  Acknowledgements First of all I would like to thank Perfecto Herrera for his constant support during the whole process of the thesis. Without his guidance this work could not be done.  ... 
doi:10.5281/zenodo.3744770 fatcat:ygwpor72vzdelk5jelzmlb7j2y

A Study On Music Genre Classification Based On Universal Acoustic Models

Jeremy Reed, Chin-Hui Lee
2006 Zenodo  
A problem in modeling at the note level in music lies in the fact that there are no transcribed databases for music and automatic transcription is not yet a solved problem.  ...  This is consistent with previous solutions to this problem and is often cited as the "glass ceiling" of performance which cannot be surpassed without taking higher level cognitive processing into account  ... 
doi:10.5281/zenodo.1417255 fatcat:wvswrm2kdfch3id2yceq4fydhi

Characterization And Similarity In A Cappella Flamenco Cantes

Joaquín Mora, Francisco Gómez 0001, Emilia Gómez, Francisco Escobar-Borrego, José Miguel Díaz-Báñez
2010 Zenodo  
This includes the automatic extraction of the musical features from music recordings through an automatic transcription procedure. Figure 1 : 1 Figure 1: Manual transcription of a cante (debla).  ...  A combination of these two approaches seems to be the most adequate solution [2] , but there is still a glass ceiling on current systems.  ...  Acknowledgements: This research has been partially funded by the Junta de Andalucía COFLA project (P09-TIC-4840).  ... 
doi:10.5281/zenodo.1415242 fatcat:sgnqf5e3ajaadcdmg3foisqi64

Confronting Transcription via Indian Ocean's Kandisa [article]

Dr. Karishmeh Felfeli-Crawford
Demonstrating the ways in which my training in Irish music academia has avoided sustained engagement with the methodology of transcription, I examined the music of fusion rock band Indian Ocean through  ...  Contemplating the epistemology of transcription (writing into Western musical notation, music that is composed aurally, or improvised) through my subjective experience as a non-Westerner studying "Western  ...  Navigating these elite academic spaces before Philip Ewell shattered the glass ceiling of music theory and analysis proved disastrous for my mental health, but deflecting to ethnomusicology of Western  ... 
doi:10.17613/yrpt-bf86 fatcat:nvfgv6z4tjd5japnh2lckdye4y

The Latin Music Database

Carlos Nascimento Silla, Alessandro L. Koerich, Celso A. A. Kaestner
2008 Zenodo  
Current work in the field is trying to break through the possible glass ceiling that content-based audio classification using timbral features has reached [2] .  ...  The first view is based on the audio signal content, while the second is based on a symbolic form that is obtained using a transcription system.  ... 
doi:10.5281/zenodo.1416282 fatcat:3dutfp25bfchhcrln5qndhbfw4
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