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Getting Started with Pallet Tracking Cameras: A Practical Guide

Everything you need to know about camera selection, placement, and configuration for AI-powered pallet production tracking.

February 10, 20263 min readPalletVision Team
IP camera installed for pallet production tracking

Camera setup is the first step in deploying AI-powered pallet tracking. The good news: you probably already have cameras that work. Here is a practical guide to getting the most out of your camera setup.

Camera Requirements

PalletVision works with any camera that outputs an RTSP stream. That includes:

  • Standard IP cameras (Hikvision, Dahua, Axis, Reolink, etc.)
  • Existing CCTV systems with NVR that supports RTSP output
  • USB cameras connected through a local RTSP server

Minimum specifications:

  • Resolution: 1080p (1920x1080) recommended, 720p minimum
  • Frame rate: 15 fps minimum, 30 fps recommended
  • Connection: Wired Ethernet (PoE preferred for reliability)

Camera Placement

Proper placement is the single biggest factor in tracking accuracy. Here are the principles:

Angle

Mount cameras above and slightly angled toward the production area. A 30-45 degree downward angle provides the best visibility of pallets moving through the zone.

Avoid:

  • Straight-down (bird's eye) — makes it hard to distinguish stacked pallets
  • Eye-level — too many occlusions from workers and equipment
  • Extreme angles — distorts pallet shapes and makes counting unreliable

Field of View

Each camera should cover one station or zone. The goal is to see the full area where pallets enter, are processed, and exit.

For a typical repair station, position the camera so you can see:

  • The incoming pallet stack or conveyor
  • The work area
  • The outgoing/completed pallet area

Lighting

PalletVision models handle variable lighting well, but optimal conditions help:

  • Consistent overhead lighting reduces shadows
  • Avoid pointing cameras directly at windows or bright light sources
  • If areas are dimly lit, consider adding supplemental lighting

Connecting Cameras

Once cameras are physically installed, connecting them to PalletVision takes minutes:

  1. Find the RTSP URL — usually in the format rtsp://username:password@camera-ip:554/stream
  2. Enter the URL in the PalletVision camera onboarding interface
  3. Configure zones — draw detection zones on the camera feed to tell PalletVision where to count
  4. Verify detection — watch the live feed for a few minutes to confirm events are being detected

Common Mistakes

Camera too far away. If pallets appear smaller than about 10% of the frame, detection accuracy drops. Move the camera closer or use a lens with more zoom.

Obstructed views. Pillars, equipment, and stored materials that block the camera view will cause missed counts. Walk the floor and look at the camera feed before finalizing placement.

WiFi cameras. Wireless cameras introduce latency and dropped frames. Always use wired connections for production tracking.

Shared cameras. A camera used for both security and tracking may not have the ideal angle for either. Dedicated cameras per zone give the best results.

PalletVision Camera Packages

If you need new cameras, we offer pre-configured packages:

  • Starter Kit Lite — up to 4 cameras with Mac mini M4 edge device
  • Starter Kit Pro — up to 8 cameras with Mac mini M4 Pro edge device
  • Starter Kit Max — up to 12 cameras with dedicated edge AI server

All packages include cameras optimized for pallet environments, PoE switches, and pre-configured edge hardware.

Next Steps

Camera setup is typically the fastest part of a PalletVision deployment. Most operations go from unboxing to counting in 1-2 days. The key is getting placement right — everything else follows from there.

Frequently Asked Questions

Do I need special cameras for AI pallet tracking?+

No. PalletVision works with standard IP cameras that output RTSP streams. Most existing CCTV systems are compatible. We also offer optimized camera packages if you need new equipment.

How many cameras do I need?+

Typically one camera per station or production zone. A 6-station operation would need 6 cameras. Some larger zones may benefit from two cameras for better coverage.

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