COSMONiO

Deep learning with small data

In this post we would like to show you some of the progress we have made in the use of deep neural networks in a small data scenario, instead of the typical presence of big data for deep learning. The example application is the segmentation of certain cell types in a transmission electron miscrocopy (TEM) image of a zebrafish (see image below). The image is freely available at nanotomy.org. The goal is to.. Read More

Zoom and enhance…

We all know the score when it comes to surveillance in TV & Movies these days. Scene: The killer has all but got away with it until some upstart agent spots a smudge in a reflection… Agent: “Can you guys zoom in on that region” Tech: “Sure” Agent: “Now enhance it a little” Tech: “How’s that?” Agent: “…a little bit more…bingo! We’ve got him!” If you have no idea what I’m talking about.. Read More