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Cardboard Box Qualification

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Classification • Edge Device #04

General Definition

Task Type

Classification

Target Model

Cardboard box qualification v1.0

Assigned Device

Edge Device #04

Class Definitions

Defined classes for classification/detection.

qualified

The box is perfectly closed. All flaps are down and taped securely. No gaps visible.

unqualified

The box is open, flaps are up, tape is missing, or the box is crushed.

other

The target subject (cardboard box) is not detected in the image.

AI & Annotation Instructions

Configuration for Gen AI annotation and synthetic data generation.

Gen AI Annotation Prompt

Analyze the image of the cardboard box on the conveyor. Determine if the box is 'qualified' (properly closed) or 'unqualified' (open/damaged) based on the visible flaps and tape.

Target Subject

cardboard box

If the subject is not detected, the image is automatically assigned to the "other" class.

Class Imbalance Handling

Synthetic Data Augmentation

Method applied when significant class distribution skew is detected in the dataset.

Synthetic Generation Prompt (Class Conversion)

Used to generate synthetic samples for under-represented classes (e.g. converting 'qualified' to 'unqualified').

"Update the image to make the box on the conveyor so that the top flaps are lower both not perfectly closed, simulating a slightly open box defect."