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Rework median filtering and correlation functions to use OpenCV instead of
scipy for performance improvements.
Fix seed point finding method to use template matching to improve point finding
with the default bounding boxes.
Add keyword arguments to filters for candidate points.
Expose additional input parameters: average_iris_intensity, clip_pupil_values,
and max_eccentricity.
Add constraints to EllipseFitter, preventing any ellipse axis longer than the
index ray length as well as limiting eccentricity to below max_eccentricity.
Use the keyword arguments for candidate point filters to filter rays where a
the baseline intensity is out of pupil limits if clip_pupil_values is set.
Add plot of average pupil intensity to QC output to check behavior of adaptive
pupil tracking.
Add plot of best fit error to QC output.
Add UI for testing configuration parameters and generating input jsons.