1.修改download_semantic3d.sh文件

#!/bin/bash

ans=`dpkg-query  -W p7zip-full`
if [ -z "$ans" ]; then
    echo "Please, install p7zip-full by running: sudo apt-get install p7zip-full"
    exit -1
fi

for i in `cat semantic3D_files.csv`
do
    output_file=`basename $i`
    echo Downloading ${output_file} ...
    #把wget $i改成：wget -c -N $i
    wget -c -N $i
    7z x ${output_file} -y
done

mv station1_xyz_intensity_rgb.txt neugasse_station1_xyz_intensity_rgb.txt

exit 0

2.修改preprocess.py文件

import os
import subprocess
import shutil
import open3d

from dataset.semantic_dataset import all_file_prefixes


def wc(file_name):
    out = subprocess.Popen(
        ["wc", "-l", file_name], stdout=subprocess.PIPE, stderr=subprocess.STDOUT
    ).communicate()[0]
    return int(out.partition(b" ")[0])


def prepend_line(file_name, line):
    with open(file_name, "r+") as f:
        content = f.read()
        f.seek(0, 0)
        f.write(line.rstrip("\r\n") + "\n" + content)


def point_cloud_txt_to_pcd(raw_dir, file_prefix):
    # File names
    txt_file = os.path.join(raw_dir, file_prefix + ".txt")
    pts_file = os.path.join(raw_dir, file_prefix + ".pts")
    pcd_file = os.path.join(raw_dir, file_prefix + ".pcd")

    # Skip if already done
    if os.path.isfile(pcd_file):
        print("pcd {} exists, skipped".format(pcd_file))
        return

    # .txt to .pts
    # We could just prepend the line count, however, there are some intensity value
    # which are non-integers.
    print("[txt->pts]")
    print("txt: {}".format(txt_file))
    print("pts: {}".format(pts_file))
    with open(txt_file, "r") as txt_f, open(pts_file, "w") as pts_f:
        for line in txt_f:
            # x, y, z, i, r, g, b
            tokens = line.split()
            tokens[3] = str(int(float(tokens[3])))
            line = " ".join(tokens)
            pts_f.write(line + "\n")
    prepend_line(pts_file, str(wc(txt_file)))

    # .pts -> .pcd
    print("[pts->pcd]")
    print("pts: {}".format(pts_file))
    print("pcd: {}".format(pcd_file))
    """
    point_cloud = open3d.read_point_cloud(pts_file)
    open3d.write_point_cloud(pcd_file, point_cloud)
    改成：
    point_cloud = open3d.io.read_point_cloud(pts_file)
    open3d.io.write_point_cloud(pcd_file, point_cloud)
    """
    point_cloud = open3d.io.read_point_cloud(pts_file)
    open3d.io.write_point_cloud(pcd_file, point_cloud)
    os.remove(pts_file)


if __name__ == "__main__":
    # By default
    # raw data: "dataset/semantic_raw"
    current_dir = os.path.dirname(os.path.realpath(__file__))
    dataset_dir = os.path.join(current_dir, "dataset")
    raw_dir = os.path.join(dataset_dir, "semantic_raw")

    for file_prefix in all_file_prefixes:
        point_cloud_txt_to_pcd(raw_dir, file_prefix)