Postdoctoral Research Visit F/M Deep Generative Models for Robust and Generalizable Audio-Visual Speech Enhancement
il y a 3 semaines
Context and Key Features of the Position
This postdoctoral research position is part of the REAVISE project, a collaborative effort between INRIA and the University of Lorraine, funded by the French National Research Agency (ANR). The project aims to develop a unified audio-visual speech enhancement (AVSE) framework, leveraging recent breakthroughs in statistical signal processing, machine learning, and deep neural networks.
The postdoctoral researcher will be supervised by a renowned associate professor at the University of Lorraine and will be part of the INRIA Grenoble team. The research environment is dynamic and collaborative, with opportunities for knowledge sharing and skill development.
ObjectivesThe main objectives of this project are:
- Develop a neural architecture that assesses the reliability of lip images, providing a normalized reliability score at the output.
- 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, enabling a flexible and robust framework for audio-visual fusion and enhancement.
The ideal candidate should have a Master's degree or equivalent in speech/audio processing, computer vision, machine learning, or a related field. Strong programming skills in Python and PyTorch, as well as deep learning knowledge, are essential. Good written and spoken English skills are also required.
BenefitsThe position offers a competitive salary, subsidized meals, partial reimbursement of public transport costs, and a comprehensive benefits package, including annual leave, RTT, and teleworking options. Professional equipment and access to vocational training are also available.
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Villers-lès-Nancy, Grand Est, France INRIA Temps pleinJob DescriptionContext and Key FeaturesThis 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...
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Villers-lès-Nancy, Grand Est, France INRIA Temps pleinJob DescriptionContext and Advantages of the PositionThis postdoctoral research position is part of the REAVISE project, a collaborative effort between INRIA and the University of Lorraine, funded by the French National Research Agency (ANR). The project aims to develop a unified audio-visual speech enhancement (AVSE) framework, leveraging recent...
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Villers-lès-Nancy, Grand Est, France INRIA Temps pleinContext and ObjectivesThis 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...
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Villers-lès-Nancy, Grand Est, France INRIA Temps pleinJob DescriptionContext and Key FeaturesThis postdoctoral research position is part of the REAVISE project, a collaborative effort between INRIA and the University of Lorraine, focusing on the development of a unified audio-visual speech enhancement framework. The project aims to leverage recent breakthroughs in statistical signal processing, machine...
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Villers-lès-Nancy, Grand Est, France INRIA Temps pleinJob DescriptionContext and Advantages of the PositionThis postdoctoral research position is part of the REAVISE project, a collaborative effort between INRIA and the University of Lorraine, funded by the French National Research Agency (ANR). The project aims to develop a unified audio-visual speech enhancement (AVSE) framework, leveraging recent...
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Villers-lès-Nancy, Grand Est, France INRIA Temps pleinContext and strengths of the positionThis postdoctoral research is part of the REAVISE project: "Robust and Efficient Deep Learning based Audiovisual Speech Enhancement" funded by the French National Research Agency (ANR). The general objective of REAVISE is to develop a unified audio-visual speech enhancement (AVSE) framework. This will leverage recent...
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Villers-lès-Nancy, Grand Est, France INRIA Temps pleinContext and advantages of the positionThis postdoctoral research is part of the REAVISE project: "Robust and Efficient Deep Learning based Audiovisual Speech Enhancement" funded by the French National Research Agency (ANR). The general objective of REAVISE is to develop a unified audio-visual speech enhancement (AVSE) framework. This will leverage recent...
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Villers-lès-Nancy, Grand Est, France INRIA Temps pleinJob DescriptionContext and Key FeaturesThis postdoctoral research position is part of the REAVISE project, a collaborative effort between INRIA and the University of Lorraine, funded by the French National Research Agency (ANR). The project aims to develop a unified audio-visual speech enhancement (AVSE) framework, leveraging recent breakthroughs in...
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Villers-lès-Nancy, Grand Est, France INRIA Temps pleinJob Context and RequirementsThis postdoctoral research position is part of the REAVISE project, a collaborative effort between INRIA and the University of Lorraine, focusing on the development of a unified audio-visual speech enhancement framework. The project aims to leverage recent breakthroughs in statistical signal processing, machine learning, and deep...
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Villers-lès-Nancy, Grand Est, France INRIA Temps pleinJob DescriptionContext and Advantages of the PositionThis postdoctoral research position is part of the REAVISE project, a collaborative effort between INRIA and the University of Lorraine, aimed at developing a unified audio-visual speech enhancement framework. The project focuses on leveraging recent breakthroughs in statistical signal processing, machine...
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Villers-lès-Nancy, Grand Est, France INRIA Temps pleinJob DescriptionAs a postdoctoral researcher at INRIA, you will be part of the REAVISE project, which aims to develop a unified audio-visual speech enhancement framework. This project leverages recent breakthroughs in statistical signal processing, machine learning, and deep neural networks to create a robust and efficient AVSE system.Key...
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Villers-lès-Nancy, Grand Est, France INRIA Temps pleinJob DescriptionContext and Key FeaturesThis postdoctoral research position is part of the REAVISE project, a 3-year research initiative funded by the French National Research Agency (ANR). The project aims to develop a unified audio-visual speech enhancement framework, leveraging recent breakthroughs in statistical signal processing, machine learning, and...
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Villers-lès-Nancy, Grand Est, France INRIA Temps pleinJob DescriptionContext and Key FeaturesThis postdoctoral research position is part of the REAVISE project, a 3-year research initiative funded by the French National Research Agency (ANR). The project aims to develop a unified audio-visual speech enhancement framework, leveraging recent breakthroughs in statistical signal processing, machine learning, and...
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