Manufacturing and Logistics Reference demo

Particle Counting and Classification

Fair, repeatable grading for every lot. Counts totals and the share of each grade.

Particle Counting and Classification, generated site photo 1 with example AI detectionsParticle Counting and Classification, generated site photo 2 with example AI detectionsParticle Counting and Classification, generated site photo 3 with example AI detectionsParticle Counting and Classification, generated site photo 4 with example AI detectionsPhoto 1 of 4
Generated photos for illustration with example detection boxes, not customer footage.
Interactive 3D Demo

How Does AI Handle Particle Counting and Classification?

Drag to orbit, right drag or two fingers to pan, scroll or pinch to zoom. The boxes, IDs and readings come from the simulation.

  1. 01Detect

    Detects every bean or seed on the tray.

  2. 02Recognize

    Classifies each one as good, broken or discoloured.

  3. 03Analyze

    Counts totals and the share of each grade.

  4. 04Process

    Grades the batch against the buyer specification.

  5. 05Inform

    Prints a grading report in seconds.

What the AI Detects

Good BeanBrokenDiscoloured

VYROX engines: VYROX HawkEye, VYROX PixelBlade

How It Runs With AI Vision Bots

The model runs as a Detection on a camera, on the AI Vision Bot at your site or on AiServa. Rules turn its events into notifications, webhooks, MQTT or relay commands, with a snapshot and a clip for every event.

Detections and Models · Rules and Automation

Questions

Particle Counting and Classification: Short Answers.

What does AI detect in particle counting and classification?

The classes for this use case are Good Bean, Broken, Discoloured. Detects every bean or seed on the tray.

How does particle counting and classification help?

Fair, repeatable grading for every lot. Prints a grading report in seconds.

Is the 3D demo real model output?

No. The 3D demo is a simulation made to explain the use case. On a real site the model is trained and tested on your own footage first.

Show Us One Camera. We Will Show You What AI Can See.

AI Vision Bots is available at selected sites. Send a short clip from your site and one sentence on the problem, and the VYROX AI team will tell you what a Detection could do there.