Postdoctoral Research Visit F/M Deep Generative Models for Robust and Generalizable Audio-Visual Speech Enhancement

il y a 2 jours


VillerslèsNancy, Grand Est, France INRIA Temps plein
Job Description

Context and Key Features

This postdoctoral research position is part of the REAVISE project, a collaborative effort between INRIA and the University of Lorraine to develop a unified audio-visual speech enhancement framework. The project aims to leverage recent breakthroughs in statistical signal processing, machine learning, and deep neural networks to create a robust and efficient AVSE system.

The postdoctoral researcher will be supervised by an associate professor at the University of Lorraine and will be part of the INRIA Grenoble team. The researcher will work on developing a neural architecture that assesses the reliability of lip images and designs deep generative models that efficiently exploit the sequential nature of data and effectively fuse audio-visual features.

Main Objectives

  • Develop a neural architecture that provides a normalized reliability score for lip images.
  • Design deep generative models that efficiently exploit the sequential nature of data and effectively fuse audio-visual features.
  • Integrate the visual reliability analysis network within the deep generative model to selectively use visual data.

Requirements

  • Master's degree or equivalent in speech/audio processing, computer vision, machine learning, or a related field.
  • Ability to work independently and as part of a team.
  • Solid programming skills in Python and PyTorch, as well as deep learning knowledge.
  • Good level of written and spoken English.

Benefits

  • Subsidized meals.
  • Partial reimbursement of public transport costs.
  • Leave: 7 weeks of annual leave + 10 extra days off due to RTT + possibility of exceptional leave.
  • Possibility of teleworking and flexible organization of working hours.
  • Professional equipment available.
  • Access to vocational training.
  • Social security coverage.

Salary

2788€ gross/month.



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