Postdoc On Self-supervised and Semi-supervised

The Orléans Fundamental Computing Laboratory (LIFO, EA 4022) is a laboratory of the University of Orléans and INSA Centre-Val de Loire.

The LIS-Lab (CNRS UMR 7020) is a Joint Research Unit under the supervision of the National Center for Scientific Research (CNRS) attached to the Institute for Information Sciences (INS2I) of the University of Aix-Marseille (AMU), and the University of Toulon (UTLN).

This postdoc position is under the co-supervision of the LIFO, university of Orleans, and the LIS-LAB, university of Toulon. The funding is for 18 months.

Poste et missions : Context of the project

The post-doc position is proposed in the frame of a research project funded by the French Research Funding Agency (ANR). The work will be done in LIFO, a laboratory of the University of Orléans and INSA Centre-Val de Loire, and also be supervised by the partner LIS, Toulon. This position is among 3 postdoc positions of this project.

The present work focuses on the study of self-supervised and semi-supervised methods for object detection and classification on images with difficult conditions such as

• Missing labels (only a small number of images are annotated)
• Hidden objects, small objects, dark light, etc.
• Deployed on edge devices

The position also includes the following tasks:

• Management of heterogeneous training data and labels
• Designing and evaluation of deep learning models (CNNs, Transformers, Autoencoders, etc.)
• Periodically present the progress to the group
• Writing of scientific reports and articles
• Collaborate with the team members via discussions, study groups, guiding students/interns/research officers.

Mobilité géographique :

• Internationale Profil : Job profile :

• Knowledge and experience in deep learning

• Good communication skills, a team player and willing to share ideas and knowledge with peers.

• Good verbal and written communication and troubleshooting skills

Students expecting to finalise their degree in the coming months are also welcome to apply.