Emmanuel Deruty·Oct 9, 2025The failure of chromas as pitch descriptors in MIRChromas are widely used MIR features for capturing pitch. A major chroma resource is the Million Song Dataset (MSD), which has been used…
Prashant Mishra·Apr 19, 2025Bringing DAWs, plugins, game audio & MIR closerThe audio industry has 3 main isolated sub domains that rarely collaborate. This article proposes ideas to bring them together, to unlock…
Katsiaryna Ruksha·Dec 12, 2024Music Information Retrieval: Modeling Audio DataPerhaps there is no other type of data with as much variety in modeling approaches as audio data. In this article, we will explore various…
InTDS ArchivebyEmmanouil Karystinaios·Oct 27, 2024Voice and Staff Separation in Symbolic Piano Music with GNNsThis post covers my recent paper Cluster and Separate: A GNN Approach to Voice and Staff Prediction for Score Engraving published at ISMIR…A response icon1A response icon1
Lim Wen Qing·Oct 26, 2024Karaoke Chaos — Part II: Singing Pitch TranscriptionCan we achieve pitch perfection in the midst of chaos? The fun continues, as we train a model to transcribe singing pitch, and then…
Lim Wen Qing·Oct 20, 2024Karaoke Chaos — Part I: Multi-Singer SeparationImagine singing your heart out in a karaoke room but your tone deaf friend is trying to harmonise in the background. How can we remove…
InTDS ArchivebyEmmanouil Karystinaios·Oct 17, 2024GraphMuse: A Python Library for Symbolic Music Graph ProcessingYes, music and graphs do mix!A response icon4A response icon4
InTDS ArchivebyEmmanouil Karystinaios·Jul 9, 2024Perception-Inspired Graph Convolution for Music Understanding TasksThis article discusses MusGConv, a perception-inspired graph convolution block for symbolic musical applications.A response icon1A response icon1
Emmanouil Karystinaios·Jun 24, 2024From Notes to Insights: Visualizing Graph Neural Network Explanations with SMUG-ExplainDiscover SMUG-Explain, a framework that makes GNNs in music interpretable and explore its applications in cadence detection and…
Katsiaryna Ruksha·Feb 15, 2024Music Information Retrieval: Feature EngineeringIn the first article on MIR, I explained what audio data are, what basic transformations and knowledge is required to start working with…A response icon1A response icon1