Neural NetworkResearch Onlyv3.9.0

Object Handover Perception Net — 6-DoF Arm (RGB-D 480px)

Object Handover for the 6-DoF Arm — a convolutional perception model with the full module definition. Captured/authored with RGB-D camera in the loop and validated against real 6-DoF Arm kinematics. Drop-in ready for training, sim-to-real transfer, or on-robot deployment.

Demonstration clipfree preview

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Left: real-world source footage. Right: a signal derived from it (inter-frame motion field or edge/feature map). Source & license are credited in the clip.

Preview

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Deployment

CPU/GPU host deployment; 6GB VRAM (Jetson) required.

Frameworks

    TensorRTPyTorch

Hardware

    Raspberry Pi 5Ouster OS1-64

Sensors

    RGB-D camera3D LiDARIMU

Specs

  • GPU: 6GB VRAM (Jetson)
  • Size: 971 KB
  • Duration: 10s
  • mAP@0.5 = 0.913 on held-out set

Tags

objecthandoverperception

$39

Research Only license

object-handover-perception-net-6-dof-arm-rgb-d-480px.zip · 971 KB

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Updated2026-07-17
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ND-Dev

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