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Converter of pointclouds form .pcd to .bin format
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import os | |
import argparse | |
import open3d as o3d | |
import numpy as np | |
from typing import Union | |
from open3d.open3d.geometry import PointCloud | |
def read_pcd(path: str) -> np.ndarray: | |
""" | |
Reads a pointcloud with open3d and returns it as a numpy ndarray | |
Args: | |
path (str): path to the pointcloud to be read or the directory containing it/them | |
Returns: | |
np.ndarray: the pointcloud(s) as a numpy ndarray (dims: (pointcloud x) points x coordinates) | |
""" | |
if os.path.isdir(path): | |
pointclouds = [] | |
filenames = os.listdir(path) | |
for filename in filenames: | |
if filename[-4:] != '.pcd': | |
continue | |
pcd = o3d.io.read_point_cloud(path) | |
pointclouds.append(np.asarray(pcd.points)) | |
return np.array(pointclouds) | |
elif os.path.isfile(path): | |
pcd = o3d.io.read_point_cloud(path) | |
return np.asarray(pcd.points) | |
def pcd_to_bin(pcd: Union[str, PointCloud, np.ndarray], out_path: str): | |
""" | |
Convert pointcloud from '.pcd' to '.bin' format | |
Args: | |
pcd (Union[str, PointCloud, np.ndarray]): the pointcloud to be converted (either its path, or the pointcloud itself) | |
out_path (str): the path to the destination '.bin' file | |
""" | |
# if 'pcd' is a string, assume it's the path to the pointcloud to be converted | |
if isinstance(pcd, str): | |
pcd = read_pcd(path=pcd) | |
# save the poinctloud to '.bin' format | |
out_path += "" if out_path[-4:] == ".bin" else ".bin" | |
np.asarray(pcd).astype('float32').tofile(out_path) | |
def convert_all(in_dir_path: str, out_dir_path: str): | |
""" | |
Converts all the pointclouds in the specified drectory from '.pcd' to '.bin' format | |
Args: | |
in_dir_path (str): path of the directory containing the pointclouds tio be converted | |
out_dir_path (str): path of the directory where to put the resulting converted pointclouds | |
Raises: | |
ValueError: | |
if 'in_dir_path' is neither a regular file nor a directory; | |
if 'out_dir_path' is not a directory. | |
Returns: | |
np.ndarray: the converted pointclouds as numpy ndarrays | |
""" | |
if not os.path.isdir(out_dir_path): | |
raise ValueError(f"{out_dir_path} is not a directory.") | |
if os.path.isfile(in_dir_path): | |
file_name = in_dir_path.split('/')[-1] | |
out_path = os.path.join(out_dir_path, file_name) | |
pcd_to_bin(pcd=in_dir_path, out_path=out_path) # in_dir_path is not a directory but a pointcloud in this case | |
elif os.path.isdir(in_dir_path): | |
pointclouds = [] | |
filenames = os.listdir(in_dir_path) | |
for filename in filenames: | |
if filename[-4:] != '.pcd': | |
continue | |
out_path = os.path.join(out_dir_path, filename[:-4] + '.bin') | |
pcd_to_bin(pcd=os.path.join(in_dir_path, filename), out_path=out_path) | |
else: | |
raise ValueError(f"'{in_dir_path} is neither a directory or file") | |
if __name__ == '__main__': | |
parser = argparse.ArgumentParser(description="Converts a single or multiple pointclouds form '.pcd' to '.bin' format.") | |
parser.add_argument('in_path', type=str, action='store', | |
help="The path to either the '.pcd' pointcloud to convert to '.bin' or the path to a directory containing various of these pointclouds") | |
parser.add_argument('out_path', type=str, action='store', | |
help="if in_path is a file, then out_path must be the desired name of the converted pointcloud; if in_path was a directory, then \ | |
'out_path must be the name of the directory where to put all the converted pointclouds") | |
args = parser.parse_args() | |
convert_all(in_dir_path=args.in_path, out_dir_path=args.out_path) |
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@christophTUM I think you might be missing one "open3d": it's
from open3d.open3d.geometry
(2 times "open3d"), notfrom open3d.geometry
.However, I think in some versions of open3d you have to write it once (
from open3d.geometry
), but I'm not sure, it's just something I seem to recall.