AlbumLift

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Keep originals too

Combined prototype (brightness OR saturation)

Per-pixel score = max(brightness_var_z, saturation_z). Either signal can fire — B&W content scores on brightness variance, color content scores on saturation. Five panels: original + bboxes, brightness z-score, saturation z-score, combined, mask after morphology.

Suppress mat text (OCR) Adaptive close kernel Incorporate flat (brightness)

Merged auto-detection

Runs both Main v2 and the Combined prototype, then picks per photo region: a single coherent box beats a fragmented one, and ties break on interior chroma (colorful → main, B&W → combined). Flatbed scans route to the flatbed pipeline. Box color shows which source won each crop. The arbitration is a heuristic — expect wrong picks on ambiguous color cases.

main combined flatbed