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followers: 21.0 following: 52.0 repos: 18.0 gists: 0.0

Name: Domenico Stefani

Type: User

Company: University of Trento

Bio: AI & Music PostDoc @CIMIL, UNITN, Italy. Visiting researcher at C4DM, Queen Mary University of London. Passionate about audio programming & music

Location: Italy

Blog: www.domenicostefani.com/about.html

Hi 👋 I'm Domenico

I'm a post-doctoral researcher working on AI and music at the CIMIL, University of Trento. Italy 🇮🇹.

My current projects are:

🎸 Deep Learning on embedded computers for Real-time Guitar technique recognition
🎸🎹 Deep Learning on embedded computers for Real-time and offline Emotion Recognition from improvised music
🪐 Spatial Audio VST plugin development

I'm passionate about audio programming (I've been coding JUCE plugins for embedded Elk OS for ~3 years) and would like to get more into DSP and audio plugin development.

More info about my work is on my website 🌐.

I also love to play the guitar and twist knobs on synths like I know what I'm doing 🎛🎹

Some Publications

D. Stefani, S. Peroni, and L. Turchet. A Comparison of Deep Learning Inference Engines for Embedded Real-Time Audio Classification. In Proceedings of the 25-th International Conference on Digital Audio Effects (DAFx20in22), volume 3, pages 256–263, Sept. 2022;
Domenico Stefani and L. Turchet. On the Challenges of Embedded Real-Time Music Information Retrieval. In Proceedings of the 25-th International Conference on Digital Audio Effects (DAFx20in22), volume 3, pages 177–184, Sept. 2022;
D. Stefani and L. Turchet. Real-Time Embedded Deep Learning on Elk Audio OS. in Proceedings of the 4^th International Symposium on the Internet of Sounds (IS²), Pisa, Italy. October 2023
D. Stefani and L. Turchet. Bio-Inspired Optimization of Parametric Onset Detectors. In Proceedings of the 24th International Conference on Digital Audio Effects (DAFx20in21), volume 2, pages 268–275, Sept. 2021;

Domenico Stefani's Projects

adventofcode2020

My solutions for adventofcode.com 2020

aubioonset-performanceanalysis

Analysis of the accuracy and latency of aubioonset methods with different parameters

bioinspiredaiproject

Harnessing Evolutionary Computation to find spaceships in Conway’s Game of Life

bioinspiredonsetdetection

Bio-inspired Optimization for Real-time Onset Detection, Applied to Aubio-onset

cpp-timbreid

An audio feature extraction library for the JUCE framework. Porting of wbrent/timbreID (original Pure Data external) .

deep-classf-runtime-wrappers

Classification wrappers for 4 Deep Learning Embedded Runtimes for Music Information Retrieval, plus utilities to convert a TensorFlow Model

domenicostefani

elk-audio-ai-tutorial

Guide to deploying neural networks in VST plugins, with a specific focus on embedded devices using the Elk Audio OS

expressiveguitar-techniqueclassifier

Expressive guitar technique classifier. Code to train and test multiple classifiers (and perform grid search)

mcfx-mod

Mod of kronihias/mcfx (multichannel cross plattform audio plug-in suite) with master gain and metadata functionalities.

onnxruntime-vstplugin-template

JUCE Template plugins to use the ONNX Runtime for deep learning inference

resume

sparta_multi6dof_project

Project aiming at integrating the MCFX convolution engine into the 6DoF SPARTA plugin, for improved efficiency and multiple sound source support. A collection of spatial audio related VST plug-ins developed using JUCE and the Spatial_Audio_Framework

sushi-gui

Example Python QT application to control Elk's Sushi audio host

testrepo

tflite-interpreter-wrapper

C++ wrapper for the TensorFlow Lite interpreter

tflite-vstplugin-template

JUCE Template plugins to use TensorFlow lite for deep learning inference

visual-demo-expressiveguitartechniqueclassifier

Visual Demo for an expressive guitar technique classifier. The code included here does not perform the classification: it only serves as a visualization tool that receives the classification results via OSC messages

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