“…To reduce the expenses of the system, the SLMs can be replaced by the passive optical elements, such as the compact planar optical elements based on metasurface holograms 51,52 and patterned liquid crystals holograms 53,54 . To achieve the high degree of the device integration, one can adopt nanophotonic and optoelectronic devices with high spatial resolution and physical connectivity to construct the on-chip CNN with a high neuron density [55][56][57] . In terms of the parallelism, the large-area diffractive devices are also desired to achieve high-efficient all-optical machine learning-based information mode-feature encoding 58 .…”