Automated Package Picking for Logistics Systems

Solution Overview

Solution Summary

Using a 3D machine-vision system, the position and pose of randomly stacked packages are detected, and the location data is streamed to a robotic arm. The robot then grasps the packages, replacing repetitive manual work and reducing package damage.

Complex package supply environment
  • Localization: Provides optimal grasping strategy and determines the pickup position.
  • Classification: Distinguishes soft parcels from cardboard cartons to prevent parcel damage.
  • Anomaly handling: Handles oversized, overweight, deformed, or stuck packages.
Precise localization of jumbled packages
Precise localization of jumbled packages

Vision System Components

  • 1× FM851-E2 industrial 3D camera
  • External LED light source
  • Software SDK (industrial PC)
  • Package Picking software package

Complete Solution Configuration

Camera:

  • Camera hardware: Mech-Mind FM851-E2
  • Vision software: Package Picking
  • Robot control system: iNexBot control system

Industrial PC:

  • OS: Windows 10 Enterprise 64-bit
  • CPU: Intel(R) Core(TM) i7-10700F @ 2.90 GHz
  • Memory: 16 GB
  • GPU: NVIDIA GeForce GTX 1660 SUPER

Other: Light source, suction cup, chessboard calibration target, vacuum pump, etc.

Integrated System Performance

Lab condition: 1,680 pieces/hour Cycle time: 2.08 s/piece Real-world operation: > 1,500 pieces/hour

Advantage: Image acquisition and computation run in parallel with robot motion, so the robot never waits — zero idle time in the full workflow.

Solution example

Vision System Installation

Camera installation height: 1,170 mm (measured from the top of the supply table)

Field of view:

  • 725 × 635 @ 700 mm
  • 1260 × 950 @ 1,170 mm
Installation height

Vision System Performance

Built on the Mech-Mind active stereo structured-light 3D camera FM851-E2, the system combines a high frame rate with a large field of view, delivering an outstanding price-performance ratio for industrial-grade 3D vision.

ParameterFM851-E2
3D camera dimensions124 mm × 28.6 mm × 86.8 mm
Measuring range0.7 m – 6 m
3D measurement precision1 mm – 6 mm
Depth map resolution1280 p
RGB resolution1280 p
Frame rate16 – 26 fps
Baseline option55 mm
Working range715 × 600 @ 700 mm
6650 × 5340 @ 6000 mm
InterfaceGigabit Ethernet (RJ45)

Case Studies

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