OpenDroneMap-ODM/opendm/align.py

61 wiersze
1.9 KiB
Python

import os
import shutil
import json
import codem
import dataclasses
import pdal
import numpy as np
from opendm import log
def compute_alignment_matrix(input_laz, align_file, stats_dir):
if os.path.exists(stats_dir):
shutil.rmtree(stats_dir)
os.mkdir(stats_dir)
conf = dataclasses.asdict(codem.CodemRunConfig(align_file, input_laz, OUTPUT_DIR=stats_dir))
fnd_obj, aoi_obj = codem.preprocess(conf)
fnd_obj.prep()
aoi_obj.prep()
log.ODM_INFO("Aligning reconstruction to %s" % align_file)
log.ODM_INFO("Coarse registration...")
dsm_reg = codem.coarse_registration(fnd_obj, aoi_obj, conf)
log.ODM_INFO("Fine registration...")
icp_reg = codem.fine_registration(fnd_obj, aoi_obj, dsm_reg, conf)
app_reg = codem.registration.ApplyRegistration(
fnd_obj,
aoi_obj,
icp_reg.registration_parameters,
icp_reg.residual_vectors,
icp_reg.residual_origins,
conf,
None,
)
reg = app_reg.get_registration_transformation()
matrix = np.fromstring(reg['matrix'], dtype=float, sep=' ').reshape((4, 4))
return matrix
def transform_point_cloud(input_laz, a_matrix, output_laz):
pipe = [
input_laz,
{
'type': 'filters.transformation',
'matrix': " ".join(list(map(str, a_matrix.flatten()))),
},
output_laz,
]
p = pdal.Pipeline(json.dumps(pipe))
p.execute()
def transform_obj(input_obj, a_matrix, output_obj):
with open(input_obj, 'r') as fin:
with open(output_obj, 'w') as fout:
lines = fin.readlines()
for line in lines:
if line.startswith("v "):
v = np.fromstring(line.strip()[2:] + " 1", sep=' ', dtype=float)
vt = v.dot(a_matrix)[:3]
fout.write("v " + " ".join(map(str, list(vt))) + '\n')
else:
fout.write(line)