Developers of Gemini™, a unique sensor-agnostic encoding technology that allows the capture of full color imagery from vis-nearIR sensors with the same exposure and yielding the same resolution as with an unfiltered monochrome sensor. The output been shown to allow AI/ML systems that have been trained on daylight color imagery to be used at starlight light levels. Also applicable to out of visible band sensors, providing color imagery wherein the colors come from the spectral reflection patterns of the materials in the scene, and are not “pasted on.”