Automatic melody harmonization with triad chords: A comparative study
نویسندگان
چکیده
The task of automatic melody harmonization aims to build a model that generates chord sequence as the harmonic accompaniment given multiple-bar sequence. In this paper, we present comparative study evaluating performance canonical approaches task, including template matching, hidden Markov model, genetic algorithm and deep learning. evaluation is conducted on dataset 9226 melody/chord pairs, considering 48 different triad chords. We report result an objective using six metrics subjective with 202 participants, showing learning method performs best.
منابع مشابه
Automatic Transcription of Melody, Bass Line, and Chords in Polyphonic Music
This article proposes a method for the automatic transcription of the melody, bass line, and chords in polyphonic pop music. The method uses a frame-wise pitch-salience estimator as a feature extraction front-end. For the melody and bass-line transcription, this is followed by acoustic modeling of note events and musicological modeling of note transitions. The acoustic models include a model fo...
متن کاملa comparative study of language learning strategies employmed by bilinguals and monolinguals with reference to attitudes and motivation
هدف از این تحقیق بررسی برخی عوامل ادراکی واحساسی یعنی استفاده از شیوه های یادگیری زبان ، انگیزه ها ونگرش نسبت به زبان انگلیسی در رابطه با زمینه زبانی زبان آموزان می باشد. هدف بررسی این نکته بود که آیا اختلافی چشمگیر میان زبان آموزان دو زبانه و تک زبانه در میزان استفاده از شیوه های یادگیری زبان ، انگیزه ها نگرش و سطح مهارت زبانی وجود دارد. همچنین سعی شد تا بهترین و موثرترین عوامل پیش بینی کننده ...
15 صفحه اولMixing Constraints and Objects: a Case Study in Automatic Harmonization
We propose an extension of Smalltalk with f ini te-domain constraint sat isfact ion mechanisms. Our system, called BackTalk, allows the definition of constraints over arbitrary Smalltalk objects, and implements efficient algorithms for constraints satisfaction. We exemplify the use of BackTalk on a problem known to be complex, automatic harmonization. We outline several previous attempts to sol...
متن کاملMelody Harmonization in Evolutionary Music Using Multiobjective Genetic Algorithms
This paper describes a multiobjective approach for melody harmonization in evolutionary music. There are numerous methods and a myriad of results to a process of harmonization of a given melody. Some implicit rules can be extracted from musical theory, but some harmonic aspects can only be defined by preferences of a composer. Thus, a multiobjective approach may be useful to allow an evolutiona...
متن کاملMachine Learning in Automatic Music Chords Generation
Melodies and chords compose a basic music piece. Assigning chords for a music melody is an important step in music composition. This project is to apply machine learning techniques to assign chords to follow several measures of melody and generate pleasant music pieces. In real music chord assignment process, to choose which chord to use for a measure, musicians normally consider the notes in t...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Journal of New Music Research
سال: 2021
ISSN: ['1744-5027', '0929-8215']
DOI: https://doi.org/10.1080/09298215.2021.1873392