Schubert Winterreise dataset: A multimodal scenario for music analysis

C Weiß, F Zalkow, V Arifi-Müller, M Müller… - Journal on Computing …, 2021 - dl.acm.org
This article presents a multimodal dataset comprising various representations and
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

C Weiß, H Schreiber, M Müller - IEEE/ACM Transactions on …, 2020 - ieeexplore.ieee.org
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 …

[PDF][PDF] AugmentedNet: A Roman Numeral Analysis Network with Synthetic Training Examples and Additional Tonal Tasks.

NN López, M Gotham, I Fu**aga - ISMIR, 2021 - researchgate.net
AugmentedNet is a new convolutional recurrent neural network for predicting Roman
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

A George, XA Mary, ST George - Multimedia Tools and Applications, 2022 - Springer
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 …

Training deep pitch-class representations with a multi-label CTC loss

C Weiss, G Peeters - … Society for Music Information Retrieval Conference …, 2021 - hal.science
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 …

[PDF][PDF] Modeling and Estimating Local Tempo: A Case Study on Chopin's Mazurkas.

H Schreiber, F Zalkow, M Müller - ISMIR, 2020 - academia.edu
Even though local tempo estimation promises musicological insights into expressive musical
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

C Weiß, G Peeters - 2021 IEEE Workshop on Applications of …, 2021 - ieeexplore.ieee.org
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 …

[PDF][PDF] Classifying Leitmotifs in Recordings of Operas by Richard Wagner.

M Krause, F Zalkow, J Zalkow, C Weiß, M Müller - ISMIR, 2020 - researchgate.net
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 …

[HTML][HTML] Towards leitmotif activity detection in opera recordings

M Krause, M Müller, C Weiß - Transactions of the International …, 2021 - transactions.ismir.net
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 …

[PDF][PDF] A Cross-Version Approach to Audio Representation Learning for Orchestral Music.

M Krause, C Weiß, M Müller - ISMIR, 2023 - archives.ismir.net
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 …