Proposals

List of the proposed projects

• 3D-image reconstruction for the lens-free microscopy

One has to reconstruct an image of a small biological object (of hundreds micrometers, like a eucaryotic cell). Its video comes from a device of a brand-new technology: the free lens microscopy. This project combines modelling of interference images and its Fourier transform and GANs, the generative and discriminative deep learning models.

• CASF: Comparison analysis scoring functions for docking problem

Pharmacological research is concentrated to constructing a molecule, a ligand, which docks a given protein. This research is expensive since it goes in-vitro. One has to propose a deep neural net to forecast the probability of docking.

• Atom-resolution synchrotron image reconstruction

For a given synchrotron image one has to reconstruct an object of nanometer size. There given reciprocal lattice image. One has to train a neural net to reconstruct the real and the complex part of a sample object.