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Title Description Supervisors Status
Assessment of Low-rank approximation techniques in sound field reconstruction Room modes can significantly impair the quality of sound diffusion, in particular at low-frequencies and in small auditoria. In practice, … Thach Pham Vu Finished
Better uncertainty estimates for DNNs DNNs are increasingly used in sensitive environments such as healthcare. In these sensitive environments a number of important questions arise. … Konstantinos Pitas Finished
Geometric Deep Learning for Fluid Dynamics Use Machine Learning on graphs and manifolds to solve problems in computational fluid dynamics. Michaël Defferrard Finished
Music outside the head In nature and most daily life situations, sounds of the world are naturally perceived as coming from outside the head. … Vincent Grimaldi Finished
Spherical Convolutional Neural Networks In the last 5 years, the field of Machine Learning has been revolutionized by the success of Deep Learning. Thanks … Michaël Defferrard Finished
Implementation of a low computational cost reverb algorithm The LTS2-Acoustics is working on binaural audio synthesis for applications in hearing aid technologies. Our activities deal with the improvement … Gilles André Courtois, Vincent Grimaldi Finished
Development of an active noise control device for cabin noise reduction According to the World's Health Organization (WHO), occupational noise represents one of the most important source of Noise-Induced Hearing Losses … Hervé Lissek Finished
Detection of fake news in sites and online networks There are numerous sources of information on the net. They can be more or less biaised or reliable and it … Benjamin Ricaud Finished
Detection of sounds with deep learning Classification of images and detection of objects in images have reached an impressive accuracy in the recent years, thanks to … Benjamin Ricaud Finished
Wikipedia activity analysis In this project we want to understand dynamic processes on networks and we will be using Wikipedia as an enormous … Benjamin Ricaud Finished
Improving virtual audio perception with headphones The LTS2-Acoustics is working on binaural audio synthesis for applications in hearing aid technologies. Our activities deal with the improvement … Gilles André Courtois, Vincent Grimaldi Finished
In-Situ Assessment of Active Electroacoustic Absorbers in Rooms at Low-Frequencies Room modes can significantly impair the quality of sound diffusion, in particular at low-frequencies and in small auditoria. These low-frequency … Thach Pham Vu Finished
Deep learning on 3D point clouds for object detection The goal of this project is to apply, adapt, and further develop the recently proposed graph convolutional neural networks [1] … Michaël Defferrard, Frank de Morsier Finished
Development of a remote quiet zone demo In many workspaces, low-frequency noises (LFN), as experienced with industrial machinery, electric transformer and air flow machinery, are the most … Romain Boulandet Finished
Convolutional Neural Networks on Graphs and Stationarity The Fourier spectrum is often not sufficient to discriminate complex signals because it does not take into account higher-order moments. … Nathanaël Perraudin, Michaël Defferrard Finished
Deep Learning for score generation Deep learning has become one of the most important tools in Machine Learning as it has imposed itself as the … Nathanaël Perraudin, Michaël Defferrard Finished
Music Information Retrieval on FMA The goal of this semester project is to provide baselines for genre classification, and maybe other problems in Music Information … Michaël Defferrard Finished
Fast Graph Clustering We live in a world of data but unfortunately, we still need the tools to exploit all the information that … Lionel Martin Finished
De-autotune the music! Autotune is one of the most spread voice effect in the music industry, which consists in modifying, on the fly, … Hervé Lissek Finished
Development of an active mute for wind instruments Electroacoustic resonators are devices comprising (at least) one electrodynamic loudspeaker and an electronic instrumentation (feedback based on pressure/velocity sensing, shunt … Thach Pham Vu Finished
Development of an active guitar board Acoustic guitars are appreciated for their bright and clean ringing sound, combined with a relatively balanced frequency spectrum due to … Thach Pham Vu Finished
Binaural sound localization in hearing aid system The LTS2-Acoustics has developed a binaural localization algorithm for hearing aid purpose. Strong technical constraints have restricted the possible signal … Gilles André Courtois Finished
Design of a new flat loudspeaker concept The electrodynamic moving-coil loudspeaker, as patented by Kellogg and Rice in 1924, is the most spread electroacoustic diffuser in the … Thomas Laurence Finished
Playing with neural network In this project, the student is asked to learn the use of neural networks. First, he will implement a simple … Nathanaël Perraudin Finished
Compressive sensing applied to the characterization of low-frequency room modes Rooms with wide dimensions present a modal behaviour due to stationnary waves at low frequencies. This behaviour may have prejudicial … Benjamin Ricaud Finished