CHROMA-BASED SCALE MATCHING FOR AUDIO TONALITY ANALYSIS
- Christof Weiss, Julian Habryka
- Computer Science
- 2014
An algorithm for visualizing the tonal characteristics of classical music audio recordings and calculates the maximal likelihood for all transpositions of a scale to measure the occurrence of the respective scale type.
Investigating style evolution of Western classical music: A computational approach
- Christof Weiss, Matthias Mauch, S. Dixon, Meinard Müller
- Computer Science
- 1 December 2019
In these studies, independent evidence of historical periods that broadly agrees with traditional views as well as recent data-driven experiments are found, showing that computational experiments can provide novel insights into the evolution of styles.
Local Key Estimation In Classical Music Recordings: A Cross-Version Study on Schubert’s Winterreise
- Hendrik Schreiber, Christof Weiss, Meinard Müller
- Computer ScienceIEEE International Conference on Acoustics…
- 1 May 2020
This work approaches local key estimation on a unique cross-version dataset comprising nine performances of Schubert’s song cycle Winterreise—a challenging scenario of high musical ambiguity and subjectivity and compares an HMM-based system with a CNN-based approach.
Tonal complexity features for style classification of classical music
- Christof Weiss, Meinard Müller
- Computer ScienceIEEE International Conference on Acoustics…
- 19 April 2015
A set of novel audio features for classifying the style of classical music that rely on statistical measures based on a chroma feature representation of the audio data and are robust to timbral variations are proposed.
Dagstuhl ChoirSet: A Multitrack Dataset for MIR Research on Choral Singing
- Sebastian Rosenzweig, Helena Cuesta, Christof Weiss, F. Scherbaum, E. Gómez, Meinard Müller
- Computer ScienceTransactions of the International Society for…
- 29 July 2020
Detailed insights are given into all stages of creating Dagstuhl ChoirSet (DCS), a multitrack dataset of a cappella choral music designed to support MIR research on choral singing.
Analyzing Measure Annotations for Western Classical Music Recordings
- Christof Weiss, Vlora Arifi-Müller, Thomas Prätzlich, Rainer Kleinertz, Meinard Müller
- Computer ScienceInternational Society for Music Information…
- 2016
The inconsistencies of the different annotations are discussed and possible musical reasons for deviations are studied to propose a kernel-based method for automatically estimating confidences of the computed annotations which may serve as a first step towards improving the quality of this automatic method.
Investigating CNN-based Instrument Family Recognition for Western Classical Music Recordings
- Michael Taenzer, J. Abeßer, S. Mimilakis, Christof Weiss, Meinard Müller
- Computer ScienceInternational Society for Music Information…
- 2019
While data augmentation and the normalization of spectral patches turned out to be beneficial, pre-processing strategies such as logarithmic compression and channel-energy normalization did not lead to substantial improvements in generalization capability of the models.
Local Key Estimation in Music Recordings: A Case Study Across Songs, Versions, and Annotators
- Christof Weiss, Hendrik Schreiber, Meinard Müller
- Computer ScienceIEEE/ACM Transactions on Audio Speech and…
- 13 October 2020
A cross-annotator study of Schubert's song cycle Winterreise annotated by three different music theory experts reveals that a substantial part of the systems’ errors coincides with annotator disagreement and can be traced back to musically explainable relationships among different keys.
Towards Measuring Intonation Quality of Choir Recordings: A Case Study on Bruckner's Locus Iste
- Christof Weiss, Sebastian J. Schlecht, Sebastian Rosenzweig, Meinard Müller
- Computer ScienceInternational Society for Music Information…
- 2019
An intonation cost measure that can be computed from choir recordings and may help to assess the singers’intonation quality is introduced and shows interesting trends, indicating the potential of the method for real-world applications.
Computational methods for tonality-based style analysis of classical music audio recordings
- Christof Weiss
- Art
- 25 August 2017
Im Zuge der fortschreitenden Digitalisierung ist eine deutliche Veranderung des Musikangebots festzustellen. Streamingdienste, Downloadportale und private Archive stellen umfangreiche Kollektionen…
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