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Mel-filterbanks are fixed, engineered audio features which emulate human perception and have been used through the history of audio understanding up to today. However, their undeniable qualities are counterbalanced by the fundamental limitations of handmade representations. In this talk, I will present LEAF, a new, lightweight, fully learnable neural network that can be used as a drop-in replacement of mel-filterbanks. LEAF learns all operations of audio features extraction, from filtering to pooling, compression and normalization, and can be integrated into any neural network at a negligible parameter cost, to adapt to the task at hand. I will show how LEAF outperforms mel-filterbanks on a wide range of audio signals, including speech, music, audio events and animal sounds, providing a general-purpose learned frontend for audio classification.
Deep Neural Networks are increasingly dominating the research activities in the Analysis/Synthesis team and elsewhere. The session will present some of the recent results of the research activities related to voice processing with deep neur
March 19, 2021 32 min
The subject of automatic speech synthesis began to be popularised as early as the 1990s. Each of us has already had to deal with automatic answering machine voices that made us all suffer in the beginning. Today, however, the progress made
March 19, 2021 29 min
We will present the latest creative tools developed by the RepMus team (ACIDS project), enabling real-time audio synthesis as well as music generation and production and synthesizer control, all in open-source code, as well as Max4Live and
March 19, 2021 20 min
Neural style transfer applied to images has received considerable interest and has triggered many research activities aiming to use the underlying strategies for manipulation of music or sound. While the many fundamental differences between
March 19, 2021 20 min
March 19, 2021 30 min
Dans cette présentation, Greg Beller exposera les développements récents dans le domaine du traitement de la voix. Melodic Scale est un dispositif Max For Live qui modifie automatiquement une ligne mélodique en temps réel, en changeant sa g
March 19, 2021 26 min
March 19, 2021 20 min
An overview of AI for Music and Audio Generation I'll discuss recent advances in AI for music creation, focusing on Machine Learning (ML) and Human-Computer Interaction (HCI) coming from our Magenta project (g.co/magenta). I'll argue tha
March 19, 2021 47 min
The Musical Representations team explores the paradigm of computational creativity using devices inspired by artificial intelligence, particularly in the sense of new symbolic musician-machine interactions. The presentation will focus in pa
March 19, 2021 21 min
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