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Tomasz Lukaszewicz

dblp:237/3401 · DBLP profile ↗
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1ranked-venue papers
1as first author
1since 2021 · last 2025
0000-0003-0604-1391ORCID · reported

Domains — the database's venue-derived domains; a paper can count in several

Artificial intelligence and machine learning · 1 · 1 first-author · 1 since 2021

Expertise — from the expertise taxonomy: the topics of the expert's papers under the CCF categories. A weight counts papers with recency: 1 for a paper about the topic, 0.3 when the topic is its context, halved every five years.

Computer graphics and multimedia
1 paper
Audio and music processing · 100%

Topics — the 4 heaviest of 4, each with the papers that count most for it

TopicWeightPapersLastEvidence papers
Audio and music processing
music analysis
0.912025
Trajectory of Fifths Based on Chroma Subbands Extraction-A New Approach to Music Representation, Analysis, and Classification · IEEE Trans. Pattern Anal. Mach. Intell. 2025
Audio and music processing › music information retrieval
music classification
0.912025
Trajectory of Fifths Based on Chroma Subbands Extraction-A New Approach to Music Representation, Analysis, and Classification · IEEE Trans. Pattern Anal. Mach. Intell. 2025
Audio and music processing › music information retrieval
music genre classification
0.912025
Trajectory of Fifths Based on Chroma Subbands Extraction-A New Approach to Music Representation, Analysis, and Classification · IEEE Trans. Pattern Anal. Mach. Intell. 2025
Audio and music processing › music technology › computer music
music representation
0.912025
Trajectory of Fifths Based on Chroma Subbands Extraction-A New Approach to Music Representation, Analysis, and Classification · IEEE Trans. Pattern Anal. Mach. Intell. 2025

Methods — techniques the papers use, named apart from their topics

statistical analysis · 0.9short-term spectral analysis · 0.9chroma subband extraction · 0.9
YearPublicationVenuePosition
2025 Trajectory of Fifths Based on Chroma Subbands Extraction-A New Approach to Music Representation, Analysis, and Classification
abstract
In this article, we propose a new method of representing and analyzing music audio records. The method is based on the concept of the trajectory of fifths, which was initially developed for the analysis of music represented in MIDI format. To adapt this concept to the needs of audio signal processing, we implement a short-term spectral analysis of a musical piece, followed by a mapping of its subsequent spectral timeframes onto signatures of fifths reflecting relative intensities of sounds associated with each of the 12 pitch classes. Subsequently, the calculation of the characteristic points of the consecutive signatures of fifths enables the creation of the trajectory of fifths. The results of the experiments and statistical analysis conducted in a set of 8996 audio music pieces belonging to 10 genres indicate that this kind of trajectory, just as its MIDI-compliant precursor, is a source of valuable information (i.e., feature coefficients) concerning the harmonic structure of music, which may find use in audio music classification processes.
Tomasz Lukaszewicz, Dariusz Kania
IEEE Trans. Pattern Anal. Mach. Intell.1