File: point_cloud_plane_segmentation.py

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# ----------------------------------------------------------------------------
# -                        Open3D: www.open3d.org                            -
# ----------------------------------------------------------------------------
# Copyright (c) 2018-2024 www.open3d.org
# SPDX-License-Identifier: MIT
# ----------------------------------------------------------------------------

import open3d as o3d

if __name__ == "__main__":

    sample_pcd_data = o3d.data.PCDPointCloud()
    pcd = o3d.io.read_point_cloud(sample_pcd_data.path)
    # Flip it, otherwise the pointcloud will be upside down.
    pcd.transform([[1, 0, 0, 0], [0, -1, 0, 0], [0, 0, -1, 0], [0, 0, 0, 1]])
    plane_model, inliers = pcd.segment_plane(distance_threshold=0.01,
                                             ransac_n=3,
                                             num_iterations=1000)
    [a, b, c, d] = plane_model
    print(f"Plane equation: {a:.2f}x + {b:.2f}y + {c:.2f}z + {d:.2f} = 0")
    print("Displaying pointcloud with planar points in red ...")
    inlier_cloud = pcd.select_by_index(inliers)
    inlier_cloud.paint_uniform_color([1.0, 0, 0])
    outlier_cloud = pcd.select_by_index(inliers, invert=True)
    o3d.visualization.draw([inlier_cloud, outlier_cloud])