.. Neural Space-Time Model documentation master file, created by sphinx-quickstart on Tue May 21 16:34:26 2024. You can adapt this file completely to your liking, but it should at least contain the root `toctree` directive. Welcome to nstm documentation! ============================== .. raw:: html
**Neural space-time model (NSTM)** is a computational image reconstruction framework that can jointly estimate the scene and its motion dynamics by modeling its spatiotemporal relationship, *without data priors or pre-training*. It is especially useful for multi-shot imaging systems which sequentially capture multiple measurements and are susceptible to motion artifacts if the scene is dynamic. Neural space-time model exploits the temporal redundancy of dynamic scenes. This concept, widely used in video compression, assumes that a dynamic scene evolves smoothly over adjacent timepoints. By replacing the reconstruction matrix, neural space-time model can remove motion-induced artifacts and resolve sample dynamics, from the same set of raw measurements used for the conventional reconstruction. .. toctree:: installation try_sim try_dpc load_your_sim_data nstm_on_new_system source/modules :maxdepth: 2 :caption: Contents: Indices and tables: =================== * :ref:`genindex` * :ref:`modindex` * :ref:`search`