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parking_slots_det

Pipeline

image

  1. 投影变换需要手动选取标定点
  2. 图像拼接采用外部标定点空间一致性的方法
  3. 停车位检测模型follow的是DMPR https://github.com/Teoge/DMPR-PS
  4. 环视图像和激光雷达标定简化为求解一个3*3单应性矩阵
  5. 转换为地图坐标需要接收定位模块发送的位置信息,可以进行多帧结果融合

Requirements

  • PyTorch
  • CUDA (optional)
  • Other requirements
    pip install -r requirements.txt

Pre-trained weights

The pre-trained weights could be used to reproduce the number in the paper.

Inference

  • img_slots.py:读取环视图像视频流,输出停车位雷达坐标msg
  • odom_slots_map_m.py:接收停车位雷达坐标msg、全局定位msg,将停车位从局部坐标转为全局坐标
roslaunch slots_pub slots_pub.launch

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  • Python 90.5%
  • CMake 9.5%