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revolution especially large survey image deconvolution and this work has been done in collaboration with many people and here Morgan Schmidt who is PhD now in my group Morgan is here so you can raise your hand Morgan yeah so an equation on optimal transport is for Morgan some Ference with my colleague at CAA afraid with former PhD students Rebecca interim Alex C intern and front row record off at sea so my talk will be in three parts first was born in tradition what is the convolution and what the problem is large images and then I will show you how we perform PSF field recovery especially for the euclid project and finally the last part will be hard to plug this PS fu recovery in the convolution technique so large image I think everybody here Iamp;#39;ve seen this kind of images with many stars galaxies and we are interesting many in finding all the galaxies measuring the shapes the flags and all these things and for some of the studies we need to take of all the images and t