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Research Preview · Logistics

Teleoperated Parcel Sorting

A data pipeline that combines VR teleoperation, motion mapping, simulation, world-model-generated data and few-shot deployment.

Published November 22, 2025
TeleoperationParcel SortingData Pipeline

Business Context

Parcel operations include long-tail object variation that is expensive to label frame by frame.

Operational Challenge

The system must collect useful demonstrations, transfer motion to the robot and generalize across parcel shapes and views.

System Configuration

VR teleoperation, motion retargeting, simulation and real-data fusion, BridgeV2W and VLA training.

Deployment Conditions

Selected parcel classes, configured sorting cells and trained exception handling.

Workflow

  1. VR Teleoperation
  2. Motion Mapping
  3. Simulation and Real Data Fusion
  4. World Model Generated Data
  5. VLA Training
  6. Few-Shot Deployment

Core technology

  • Teleoperation Data
  • BridgeV2W
  • Cross-View Augmentation
  • FAM

Measured value

Validation is reported by parcel set, view condition, cycle definition and recovery policy.

Data collection without frame-by-frame action labels

Operator motion is mapped into robot-compatible demonstrations. Simulation and generated cross-view data expand the training distribution before a smaller amount of real-robot adaptation.