Neural NetworkResearch Onlyv1.3.9

Liquid Pouring Perception Net — Quadruped (RGB-D 320px)

Liquid Pouring for the Quadruped — a convolutional perception model with the full module definition. Captured/authored with RGB-D camera in the loop and validated against real Quadruped 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

Runs on Jetson Orin NX; 6GB VRAM (Jetson) required.

Frameworks

    TensorRT

Hardware

    Ouster OS1-64RTX A6000Jetson Orin NX

Sensors

    RGB-D camerastereo camera

Specs

  • GPU: 6GB VRAM (Jetson)
  • Size: 1.70 MB
  • Duration: 10s
  • mAP@0.5 = 0.747 on held-out set
  • Jetson compatible

Tags

liquidpouringperceptionquadruped

Free

Research Only license

liquid-pouring-perception-net-quadruped-rgb-d-320px.zip · 1.70 MB

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Updated2026-07-17
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