Abstract: A system and method for processing multi-modal microscopy imaging data on small-scale computer architecture which avoids restrictive manufacturer data formats and APIs. The system and method leverage a web-based application made available to microscopy instrument control hardware by which direct visual output of the control hardware is captured and transmitted to an edge computing device for processing by one or more inference models in parallel to construct a composite hyperimage.