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Vision Food & Beverage Segmentation

Cream Detection on Biscuits

Measures the amount and uniformity of cream on biscuits and crackers — insufficient-cream products rejected automatically.

Cream Detection on Biscuits

Pixel-level

cream measure

/ The Challenge

Low or uneven cream is a direct customer-satisfaction defect invisible to weight checks alone.

/ What We Deployed

Pixel-level segmentation quantifies cream area and uniformity per biscuit, rejecting under-creamed product inline.

/ The Results

Cream quantity verified per biscuit
Under-cream escapes stopped
Customer complaints reduced

Built With

Core Vision Engine

AI defect detection & segmentation — 10+ defect types in one frame, <50ms per inference.

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