Agriculture and Aquaculture Reference demo

Seedling Detection and Counting

Every tray counted, gaps refilled early. Counts plants and empty cells per tray or row.

Seedling Detection and Counting, generated site photo 1 with example AI detectionsSeedling Detection and Counting, generated site photo 2 with example AI detectionsSeedling Detection and Counting, generated site photo 3 with example AI detectionsSeedling Detection and Counting, 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 Seedling Detection and Counting?

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

    Finds every seedling in trays, rows or polybags.

  2. 02Recognize

    Gives each one a position and a confidence score.

  3. 03Analyze

    Counts plants and empty cells per tray or row.

  4. 04Process

    Finds gaps and weak spots for replanting.

  5. 05Inform

    Sends counts, a gap map and photos to the dashboard and API.

What the AI Detects

SeedlingEmpty CellWorker

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

Seedling Detection and Counting: Short Answers.

What does AI detect in seedling detection and counting?

The classes for this use case are Seedling, Empty Cell, Worker. Finds every seedling in trays, rows or polybags.

How does seedling detection and counting help?

Every tray counted, gaps refilled early. Sends counts, a gap map and photos to the dashboard and API.

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.