Skip to content
PixelDevSolutions home

Cake Counting

Live tally cakes counted off an overhead GoPro as they move down the line.

Client
Confidential
Year
2025
Category
Computer Vision
Role
Design + Build
Timeline
3–4 weeks
Cake Counting: Object detection and tracking count cakes on a bakery production line from a single overhead action camera.

The problem

Production counts at the end of a shift are reconstructed from trays and memory. A live number would let the line react.

What we built

An overhead GoPro feeds a detector that boxes each cake and a tracker that IDs it, incrementing a live “cakes count” as pieces cross the line, holding up against hands, trays and pieces that briefly touch.

The result

A running count on the line instead of a guess at the end of the day.

one action camera, no line changes
overheadone action camera, no line changes
increments as pieces cross the frame
live countincrements as pieces cross the frame
each cake IDed so it counts once
trackedeach cake IDed so it counts once
Cake Counting, screen 1
Cake Counting, screen 2

Built with

  • Python
  • YOLO
  • OpenCV
  • Object tracking
  • Image processing

We deliver what we commit.

Tell us what you're trying to build.

We'll come back within 24 hours with honest feedback on scope, timeline and cost, whether or not we turn out to be the right fit.