Abstract: Systems and methods for detecting and quantifying images are disclosed. Systems and methods can include a metrology platform comprising: a customizable or user-configurable pipeline that is configured to enable a user to automatically and longitudinally obtain a plurality of metrology metrics from a process environment; and a graphical user interface (GUI) for implementing the pipeline, wherein the GUI comprises (1) a plurality of graphical functions configured to permit the user to interact with or to customize the pipeline and (2) one or more visual display areas configured to display the plurality of metrology metrics and a set of metrology images associated thereof.