ros noetic moveit 将点云话题通过open3d进行三角化Python函数
时间: 2024-03-10 08:44:36 浏览: 138
ROS noetic MoveIt编译出错,提示缺少软件包"manipulation_msgs"
下面是将ROS Noetic中的点云话题通过Open3D进行三角化的Python函数示例:
```python
import rospy
import open3d as o3d
from sensor_msgs.msg import PointCloud2
import sensor_msgs.point_cloud2 as pc2
import numpy as np
def point_cloud_callback(msg):
# 将点云消息转换为numpy数组
point_cloud = np.array([[point[0], point[1], point[2]] for point in pc2.read_points(msg)])
# 创建Open3D点云对象
pcd = o3d.geometry.PointCloud()
pcd.points = o3d.utility.Vector3dVector(point_cloud)
# 进行三角化
pcd.estimate_normals()
distances = pcd.compute_nearest_neighbor_distance()
avg_dist = np.mean(distances)
radius = 3 * avg_dist
bpa_mesh = o3d.geometry.TriangleMesh.create_from_point_cloud_ball_pivoting(pcd, o3d.utility.DoubleVector([radius, radius*2]))
# 可视化三角化结果
o3d.visualization.draw_geometries([bpa_mesh])
def main():
rospy.init_node('point_cloud_triagulation')
rospy.Subscriber('/your_pointcloud_topic', PointCloud2, point_cloud_callback)
rospy.spin()
if __name__ == '__main__':
main()
```
在上面的代码中,`point_cloud_callback` 函数将点云消息转换为numpy数组,并将其转换为Open3D点云对象。然后使用Ball Pivoting算法对点云进行三角化,并将结果可视化。你只需要将 `'/your_pointcloud_topic'` 替换为你的点云话题名称即可。
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