Hi Sylvain!
One reasonable approach would be to use a U-Net (a common and
solid semantic-segmentation network architecture) with the so-called
“overlap-tile strategy” (that is, apply the U-Net to patches of the large
input images). This is discussed in detail in the original U-Net paper.
Best.
K. Frank