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Randomly weighted cnns for (music) audio classification
The computer vision literature shows that randomly weighted neural networks perform
reasonably as feature extractors. Following this idea, we study how non-trained (randomly …
reasonably as feature extractors. Following this idea, we study how non-trained (randomly …
Deep learning approaches in topics of singing information processing
Singing, the vocal productionof musical tones, is one of the most important elements of
music. Addressing the needs of real-world applications, the study of technologies related to …
music. Addressing the needs of real-world applications, the study of technologies related to …
[PDF][PDF] Automatic Pronunciation Evaluation of Singing.
In this work, we develop a strategy to automatically evaluate pronunciation of singing. We
apply singing-adapted automatic speech recognizer (ASR) in a two-stage approach for …
apply singing-adapted automatic speech recognizer (ASR) in a two-stage approach for …
Score-informed networks for music performance assessment
The assessment of music performances in most cases takes into account the underlying
musical score being performed. While there have been several automatic approaches for …
musical score being performed. While there have been several automatic approaches for …
DeepDDK: A deep learning based oral-diadochokinesis analysis software
Oromotor dysfunction caused by neurological disorders can result in significant speech and
swallowing impairments. Current diagnostic methods to assess oromotor function are …
swallowing impairments. Current diagnostic methods to assess oromotor function are …
Creating an a cappella singing audio dataset for automatic **gju singing evaluation research
The data-driven computational research on automatic **gju (also known as Bei**g or
Peking opera) singing evaluation lacks a suitable and comprehensive a cappella singing …
Peking opera) singing evaluation lacks a suitable and comprehensive a cappella singing …
Towards reference-independent rhythm assessment of solo singing
Rhythm is an important aspect of singing in music information retrieval. From the principles
of music theory, note duration is related to the time signature of a song, therefore it provides …
of music theory, note duration is related to the time signature of a song, therefore it provides …
End-to-end lyrics transcription informed by pitch and onset estimation
This paper presents an automatic lyrics transcription (ALT) method for music recordings that
leverages the framewise semitone-level sung pitches estimated in a multi-task learning …
leverages the framewise semitone-level sung pitches estimated in a multi-task learning …
[PDF][PDF] Deep neural networks for music and audio tagging
J Pons Puig - 2019 - jordipons.me
Automatic music and audio tagging can help increase the retrieval and re-use possibilities of
many audio databases that remain poorly labeled. In this dissertation, we tackle the task of …
many audio databases that remain poorly labeled. In this dissertation, we tackle the task of …
Towards an efficient deep learning model for musical onset detection
In this paper, we propose an efficient and reproducible deep learning model for musical
onset detection (MOD). We first review the state-of-the-art deep learning models for MOD …
onset detection (MOD). We first review the state-of-the-art deep learning models for MOD …