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Melody Extraction from Polyphonic Music by Deep Learning Approaches: A Review [article]

Gurunath Reddy M and K. Sreenivasa Rao and Partha Pratim Das
2022 arXiv   pre-print
The available deep models have been categorized based on the type of neural network used and the output representation they use for predicting melody.  ...  A section describing the explainability of the block-box melody extraction deep neural networks is included. The performance of 25 melody extraction methods is compared.  ...  A hybrid neural network is proposed in [12] based on the human perception of the pitch for singing melody extraction from polyphonic music.  ... 
arXiv:2202.01078v1 fatcat:ptmc2gl455ezrburr7lvbmpxqq

Music information retrieval

George Tzanetakis
2009 Proceedings of the seventeen ACM international conference on Multimedia - MM '09  
duplex theory of pitch (virtual & spectral pitch) Pitch Perception II  One perception -two overlapping mechanisms  Counting cycles of period < 800Hz  Place of excitation along basilar membrane  ...  of MIR systems based on the "classic" approach has been reaching a plateau  Approximately 75% for genre classification MIREX 2007 10 genres 700 30-second clips / genre 70 Copyright 2009  ... 
doi:10.1145/1631272.1631450 dblp:conf/mm/Tzanetakis09 fatcat:hoeomnmsxfb4devx52midzgfn4

The Overlooked Tradition of "Personal Music" and Its Place in the Evolution of Music

Aleksey Nikolsky, Eduard Alekseyev, Ivan Alekseev, Varvara Dyakonova
2020 Frontiers in Psychology  
The foundation of timbre-based music seems to have vocal roots and rests on "personal song"-a system of personal identification through individualized patterns of rhythm, timbre, and pitch contour, utilized  ...  We would like to present evidence to the contrary-in support of the existence of indigenous music systems based on the discretization and patterning of aspects of timbre, rather than pitch.  ...  Perceptual primacy of dimensions: support for a model of dimensional interaction. J. Exp. Psychol. Hum. Percept.  ... 
doi:10.3389/fpsyg.2019.03051 pmid:32132941 pmcid:PMC7040865 fatcat:eczny5bxxjcqpla5zuovcsg6zu

Calculation of the A term of magnetic circular dichroism based on time dependent-density functional theory I. Formulation and implementation

Michael Seth, Tom Ziegler, Arup Banerjee, Jochen Autschbach, Stan J. A. van Gisbergen, Evert J. Baerends
2004 Journal of Chemical Physics  
The effects of reverberation on different cues for source segregation, including pitch and location, will be discussed. ͓Work supported by AFOSR and NIH.͔ 11:15 5aAA11.  ...  Based on the bats' position in space, which can be accessed through a infrared 3D-video system, and the simultaneous recordings of 16 small microphones, the sonar beams emitted by the bats and the sonar  ...  A recurrent connectionist network was designed to test this hypothesis. The network contained ten input and output nodes, which represented notes in a melody.  ... 
doi:10.1063/1.1747828 pmid:15268124 fatcat:hwyfald5a5f4njmw5h7p6vjhnu

Underwater noise due to precipitation

Lawrence A. Crum, Hugh C. Pumphrey, Andrea Prosperetti, Leif Bjorno
1989 Journal of the Acoustical Society of America  
However, the extraordinary spatial and temporal variability of the ocean has frustrated underwater acousticians for decades.  ...  Sound propagation is the preeminent technique for sensing, identifying, and communicating under the ocean surface.  ...  Simulating pitch perception and sensitivity to phase using a peripheral auditory model.  ... 
doi:10.1121/1.2026824 fatcat:xbwjl6wggjh5xee7ci2vcphfd4

Ultrasound cleaning of microfilters

Jens Hald, Irina Bjo/rno/, Leif Bjo/rno/
1999 Journal of the Acoustical Society of America  
A variant of this model is able to account for the sharing of acoustic evidence among streams, as would occur in ''duplex'' perception of speech. 5:20 4pSCb9.  ...  The core of the model is a two-layer neural oscillator network, in which lateral connections among oscillators encode harmonicity as well as proximity in time and frequency.  ...  Patterson ͑Ctr. for the Neural Basis of Hearing, Physiol.  ... 
doi:10.1121/1.426158 fatcat:aw6lnww2kffhdfw6tazc4hkdqa

Low‐frequency pressure wave propagation in liquid‐filled, flexible tubes

Cato Bjelland, Leif Bjo/rno/
1992 Journal of the Acoustical Society of America  
An analysis based on an acoustical model of the sensor yields the open-circuit sensitivity, which permits determination of the surface pressure levels.  ...  Medwin and Daniel's (1990) measurements of the sound spectrum under gently spilling waves are shown to be consistent with a simple model of the acoustics based on the resonant relaxation of individual  ...  This presentation considers the feasibility of using a neural network to pgrform fault detection on the aecelerometer data.  ... 
doi:10.1121/1.403122 fatcat:x23kvbg555hpnktivjgqhvxspq

Treatment of early and late reflections in a hybrid computer model for room acoustics

Graham Naylor
1992 Journal of the Acoustical Society of America  
An artificial neural network model of human sound localization. T. R. Anderson (Armstrong Lab., AL/CFBA, Wright-Patterson AFB, Dayton, OH 45433-6573), J. A.  ...  The results for the horizontal plane are compared to the predictions of the duplex theory of sound localization.  ...  The method uses an observing neural network called a meta-neural network (MNN) to direct the training of a conventional word-to-action mapping neural network.  ... 
doi:10.1121/1.404930 fatcat:xeehcxepjvhuzmnaeudpqxtnvu

Predicting room acoustical behavior with the ODEON computer model

Graham Naylor, Jens Holger Rindel
1992 Journal of the Acoustical Society of America  
An artificial neural network model of human sound localization. T. R. Anderson (Armstrong Lab., AL/CFBA, Wright-Patterson AFB, Dayton, OH 45433-6573), J. A.  ...  The results for the horizontal plane are compared to the predictions of the duplex theory of sound localization.  ...  The method uses an observing neural network called a meta-neural network (MNN) to direct the training of a conventional word-to-action mapping neural network.  ... 
doi:10.1121/1.404931 fatcat:z4hbezklfzgu7hyy7qvos3wyo4

Modeling and experiments with low‐frequency pressure wave propagation in liquid‐filled, flexible tubes

Cato Bjelland, Leif Bjo/rno/
1992 Journal of the Acoustical Society of America  
An artificial neural network model of human sound localization. T. R. Anderson (Armstrong Lab., AL/CFBA, Wright-Patterson AFB, Dayton, OH 45433-6573), J. A.  ...  The results for the horizontal plane are compared to the predictions of the duplex theory of sound localization.  ...  The method uses an observing neural network called a meta-neural network (MNN) to direct the training of a conventional word-to-action mapping neural network.  ... 
doi:10.1121/1.404777 fatcat:xhmwz65h5bbqxbt52khae2rq7q

Theoretical and experimental investigation of the insertion loss of a dissipative muffler

Christian Pommer, Viggo Tarnow
1986 Journal of the Acoustical Society of America  
The resuits of several simulations are reported, and the implications of the approach for models of human speech perception, as well as possible applications for machine-based speech recognition systems  ...  The system consists of feature extraction, acoustical scoring, and linguistic scoring. Feature extraction is based on vector quantized reel-warped cepstrai coefficients.  ...  , based on a model of a bond with finite rigidity.  ... 
doi:10.1121/1.2024087 fatcat:tcee6inawvhubc6ftuk2ffhyce

The role of spectral cues and minimum bandwidth in the auditory perception of distance

Ramiro Oscar Vergara Ferrari, Esteban Calcagno, Manuel C. Eguia
2010 Journal of the Acoustical Society of America  
the pitch melody and other phonetic details of the prosodic features.  ...  The species' leg sensory organs with the underlying neural network are sensitive enough to enable communication through a plant on a distance of several meters.  ... 
doi:10.1121/1.3508786 fatcat:wcm45muntjfybnrlv2hrxcjsgq

Discrimination of short speech‐like formant transitions

Astrid van Wieringen, Louis C. W. Pols
1992 Journal of the Acoustical Society of America  
An artificial neural network model of human sound localization. T. R. Anderson (Armstrong Lab., AL/CFBA, Wright-Patterson AFB, Dayton, OH 45433-6573), J. A.  ...  The results for the horizontal plane are compared to the predictions of the duplex theory of sound localization.  ...  Previous results are extended to two neural network implementations of continuity mapping. Both networks are tested on a two-dimensional spatial analog of the articulator tracking problem.  ... 
doi:10.1121/1.405128 fatcat:dbtewzqvijhkta6op7ul3ribti

SPATIALIZATION IN MUSIC: THE ANALYSIS AND INTERPRETATION OF SPATIAL GESTURES

Jason Solomon
unpublished
The classification of spatial gestures is based on theories of form perception taken from Gestalt psychology.  ...  for structural unification and the conveyance of meaning.  ...  Emphasis Original. passes: the "path" that a melody weaves through pitch space is the melody.  ... 
fatcat:gjtzt4jztbfp5i2ot3pt5jdx74

Audio for Virtual, Augmented and Mixed Realities: Proceedings of ICSA 2019 ; 5th International Conference on Spatial Audio ; September 26th to 28th, 2019, Ilmenau, Germany

Verband Deutscher Tonmeister, Thüringer Universitäts- Und Landesbibliothek Jena, Stephan Werner
2019
The ICSA 2019 focuses on a multidisciplinary bringing together of developers, scientists, users, and content creators of and for spatial audio systems and services.  ...  A special focus is on audio for so-called virtual, augmented, and mixed realities.  ...  Heller A. and E. M. Benjamin  ... 
doi:10.22032/dbt.39936 fatcat:vr2ietxqwfgnzkunxqwc6zc4gm
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