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Schubert Winterreise dataset: A multimodal scenario for music analysis
This article presents a multimodal dataset comprising various representations and
annotations of Franz Schubert's song cycle Winterreise. Schubert's seminal work constitutes …
annotations of Franz Schubert's song cycle Winterreise. Schubert's seminal work constitutes …
Local key estimation in music recordings: A case study across songs, versions, and annotators
While global key and chord estimation for both popular and classical music recordings have
received a lot of attention, little research has been devoted to estimating the local key for …
received a lot of attention, little research has been devoted to estimating the local key for …
[PDF][PDF] AugmentedNet: A Roman Numeral Analysis Network with Synthetic Training Examples and Additional Tonal Tasks.
AugmentedNet is a new convolutional recurrent neural network for predicting Roman
numeral labels. The network architecture is characterized by a separate convolutional block …
numeral labels. The network architecture is characterized by a separate convolutional block …
Development of an intelligent model for musical key estimation using machine learning techniques
Every piece of music is characterized by its key, melody, harmony, metre, and rhythm.
Musical information retrieval tasks like transcription, chord estimation, and harmony analysis …
Musical information retrieval tasks like transcription, chord estimation, and harmony analysis …
Training deep pitch-class representations with a multi-label CTC loss
Despite the success of end-to-end approaches, chroma (or pitch-class) features remain a
useful mid-level representation of music audio recordings due to their direct interpretability …
useful mid-level representation of music audio recordings due to their direct interpretability …
[PDF][PDF] Modeling and Estimating Local Tempo: A Case Study on Chopin's Mazurkas.
Even though local tempo estimation promises musicological insights into expressive musical
performances, it has never received as much attention in the music information retrieval …
performances, it has never received as much attention in the music information retrieval …
Learning multi-pitch estimation from weakly aligned score-audio pairs using a multi-label CTC loss
Detecting the simultaneous activity of pitches in music audio recordings is a central task
within music processing, commonly known as multi-pitch estimation or frame-wise …
within music processing, commonly known as multi-pitch estimation or frame-wise …
[PDF][PDF] Classifying Leitmotifs in Recordings of Operas by Richard Wagner.
From the 19th century on, several composers of Western opera made use of leitmotifs (short
musical ideas referring to semantic entities such as characters, places, items, or feelings) for …
musical ideas referring to semantic entities such as characters, places, items, or feelings) for …
[HTML][HTML] Towards leitmotif activity detection in opera recordings
This paper approaches the automatic detection of musical patterns in audio recordings with
a particular focus on leitmotifs, which are specific types of patterns associated with certain …
a particular focus on leitmotifs, which are specific types of patterns associated with certain …
[PDF][PDF] A Cross-Version Approach to Audio Representation Learning for Orchestral Music.
Deep learning systems have become popular for tackling a variety of music information
retrieval tasks. However, these systems often require large amounts of labeled data for …
retrieval tasks. However, these systems often require large amounts of labeled data for …