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Speaker Attentive Speech Emotion Recognition
Clément Le Moine, Nicolas Obin, Axel Roebel
Speech Emotion Recognition (SER) task has known significant improvements over the last years with the advent of Deep Neural Networks (DNNs). However, even the most successful metho…
Towards end-to-end F0 voice conversion based on Dual-GAN with convolutional wavelet kernels
Clément Le Moine Veillon, Nicolas Obin, Axel Roebel
This paper presents a end-to-end framework for the F0 transformation in the context of expressive voice conversion. A single neural network is proposed, in which a first module is…
Att-HACK: An Expressive Speech Database with Social Attitudes
Clément Le Moine, Nicolas Obin
This paper presents Att-HACK, the first large database of acted speech with social attitudes. Available databases of expressive speech are rare and very often restricted to the pri…
CycleGAN Voice Conversion of Spectral Envelopes using Adversarial Weights
Rafael Ferro, Nicolas Obin, Axel Roebel
This paper tackles GAN optimization and stability issues in the context of voice conversion. First, to simplify the conversion task, we propose to use spectral envelopes as inputs.…