Geometric deep optical sensing.

The article focuses on the field of optical sensing is rapidly evolving with the development of integrated sensing solutions using miniaturized devices and advanced machine learning algorithms. Topics include considered the recent advances in optical sensing have led to the emergence of computational spectroscopy and geometric deep optical sensing, which involve the use of advanced algorithms and deep neural networks for detecting and interpreting the high-dimensional photoresponse vectors.