CONFIGR-STARS applies CONFIGR (CONtour FIgure and GRound) to solve the problem of star image registration. CONFIGR (CONtour FIgure and GRound) is a computational model based on principles of biological vision that completes sparse and noisy image figures. Star signatures based on CONFIGR connections uniquely identify a location in the sky, with the geometry of each signature encoding and locating unknown test images

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