Welcome on my personnal Website !


Antoine Bralet
Doctor in Image Processing and Deep Learning

IRISA Lab - Université Bretagne Sud
Member of OBELIX Team
antoine.bralet89@gmail.com

Keywords : Image Processing, Deep Learning


 

 Current Project: Post-Doc Position

 Test-Time Adaptation for Crop Mapping on Satellite Image Time Series with Deep Learning

The current project is related to a novel research field compared with my thesis work. Indeed, I am involved in the crop mapping of Satellite Image Time Series (SITS) with Deep Learning models while adapting to new geographical domains. The peculiarities of these works are two major contraints:
  • First, the SITS belonging to new geographical domains are not annotated
  • Second, the data from the source domain and target domain cannot be used jointly: source data are only available for pre-training the network and the adaptation should be applied at "test-time"
These two constraints necessitate the developpement of so-called "Test-Time Adaptation" (TTA) strategies to retrain the network unsupervisely with target data and improve the performance. Since SITS are exploited, both spatial and temporal shift can occur from an domain to another which makes the adaptation even more challenging.

 

 

 Looking for my last publications ?

Have a look on my Publications page !

 

 

 Looking for more information about me ?

Let’s meet in my About me page ! You will find not only who I am but also my research area and my fields of interest !

 

 

 Even more ?

For even more informations, contact me on antoine.bralet89@gmail.com !

 

 

 Else, have a look on my news !

 


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