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YOPO-Rally

A Sim-to-Real Single-Stage Planner for Off-Road Terrain

Note

The code will be released soon.

Video: YouTube, Bilibili

News

  • 2025-7-1: YOPO-Sim, the off-road vehicle simulator, is released.

System Overview

System Overview

Simulator

Please refer to the YOPO-Sim. YOPO-Sim

Imitation Learning

Cost Map Generation

The terrain is exported as the point cloud map, and is then processed by TTA (Terrain Type Analysis) to generate the cost map.

cost-map-generation.mp4

Data Acquisition

The depth image, position, and orientation of the vehicle are recorded in the simulator.

Data Acquisition

Trajectory Optimization

Cone constraints are applied to each primitive anchor to confine the trajectory within the neural network’s output range.

trajectory-optimization.mp4

Inference

The planner inputs depth image, velocity, goal vector, and outputs the candidate trajectories with the corresponding cost.

inference.mp4

Experiments

Please refer to the video for the experiment results.

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A Sim-to-Real Single-Stage Planner for Off-Road Terrain

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