RangeNet-Plus-Plus

Real‑time LiDAR point cloud semantic segmentation using range images.

RangeNet‑Plus‑Plus (also stylized as RangeNet++) projects a LiDAR point cloud onto a 5‑channel range image (depth, x, y, z, intensity) and applies a DarkNet‑53 encoder with a decoder head to predict per‑point semantic class labels in real time.

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Technical Details

Model checkpoint:darknet53_rangenet++
Input resolution:64x2048
Input channels:5
Number of output classes:20
Backbone:DarkNet-53

Applicable Scenarios

  • Autonomous Driving
  • Robotics
  • HD Mapping

License

Model:MIT

Tags

  • real-time

Supported IoT Devices

  • Dragonwing IQ-9075 EVK
  • Dragonwing IQ-X5121
  • Dragonwing IQ-X7181
  • Dragonwing Q-8750
  • QCS8275 (Proxy)
  • QCS8550 (Proxy)

Supported IoT Chipsets

  • Qualcomm® QCS8275 (Proxy)
  • Qualcomm® QCS8550 (Proxy)
  • Qualcomm® QCS9075

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