OpenDroneMap-ODM/opendm/shots.py

150 wiersze
5.8 KiB
Python

import os, json
from opendm import log
from opendm.pseudogeo import get_pseudogeo_utm, get_pseudogeo_scale
from opendm.location import transformer
from pyproj import CRS
from osgeo import gdal
import numpy as np
import cv2
def get_rotation_matrix(rotation):
"""Get rotation as a 3x3 matrix."""
return cv2.Rodrigues(rotation)[0]
def matrix_to_rotation(rotation_matrix):
R = np.array(rotation_matrix, dtype=float)
# if not np.isclose(np.linalg.det(R), 1):
# raise ValueError("Determinant != 1")
# if not np.allclose(np.linalg.inv(R), R.T):
# raise ValueError("Not orthogonal")
return cv2.Rodrigues(R)[0].ravel()
def get_origin(shot):
"""The origin of the pose in world coordinates."""
return -get_rotation_matrix(np.array(shot['rotation'])).T.dot(np.array(shot['translation']))
def get_geojson_shots_from_opensfm(reconstruction_file, utm_srs=None, utm_offset=None, pseudo_geotiff=None, a_matrix=None):
"""
Extract shots from OpenSfM's reconstruction.json
"""
pseudo_geocoords = None
if pseudo_geotiff is not None and os.path.exists(pseudo_geotiff):
# pseudogeo transform
utm_srs = get_pseudogeo_utm()
# the pseudo-georeferencing CRS UL corner is at 0,0
# but our shot coordinates aren't, so we need to offset them
raster = gdal.Open(pseudo_geotiff)
ulx, xres, _, uly, _, yres = raster.GetGeoTransform()
lrx = ulx + (raster.RasterXSize * xres)
lry = uly + (raster.RasterYSize * yres)
pseudo_geocoords = np.array([[1.0 / get_pseudogeo_scale() ** 2, 0, 0, ulx + lrx / 2.0],
[0, 1.0 / get_pseudogeo_scale() ** 2, 0, uly + lry / 2.0],
[0, 0, 1, 0],
[0, 0, 0, 1]])
raster = None
pseudo = True
# Couldn't get a SRS?
if utm_srs is None:
return None
crstrans = transformer(CRS.from_proj4(utm_srs), CRS.from_epsg("4326"))
if os.path.exists(reconstruction_file):
with open(reconstruction_file, 'r') as fin:
reconstructions = json.loads(fin.read())
feats = []
added_shots = {}
for recon in reconstructions:
cameras = recon.get('cameras', {})
for filename in recon.get('shots', {}):
shot = recon['shots'][filename]
cam = shot.get('camera')
if (not cam in cameras) or (filename in added_shots):
continue
cam = cameras[cam]
if pseudo_geocoords is not None:
Rs, T = pseudo_geocoords[:3, :3], pseudo_geocoords[:3, 3]
Rs1 = np.linalg.inv(Rs)
origin = get_origin(shot)
# Translation
utm_coords = np.dot(Rs, origin) + T
trans_coords = crstrans.TransformPoint(utm_coords[0], utm_coords[1], utm_coords[2])
# Rotation
rotation_matrix = get_rotation_matrix(np.array(shot['rotation']))
rotation = matrix_to_rotation(np.dot(rotation_matrix, Rs1))
translation = origin
else:
rotation = shot['rotation']
# Just add UTM offset
origin = get_origin(shot)
utm_coords = [origin[0] + utm_offset[0],
origin[1] + utm_offset[1],
origin[2]]
if a_matrix is not None:
rotation = list(np.array(rotation).dot(a_matrix[:3,:3]))
utm_coords = list(a_matrix.dot(np.hstack((np.array(utm_coords), 1)))[:-1])
translation = utm_coords
trans_coords = crstrans.TransformPoint(utm_coords[0], utm_coords[1], utm_coords[2])
feats.append({
'type': 'Feature',
'properties': {
'filename': filename,
'focal': cam.get('focal', cam.get('focal_x')), # Focal ratio = focal length (mm) / max(sensor_width, sensor_height) (mm)
'width': cam.get('width', 0),
'height': cam.get('height', 0),
'capture_time': shot.get('capture_time', 0),
'translation': list(translation),
'rotation': list(rotation)
},
'geometry':{
'type': 'Point',
'coordinates': list(trans_coords)
}
})
added_shots[filename] = True
return {
'type': 'FeatureCollection',
'features': feats
}
else:
raise RuntimeError("%s does not exist." % reconstruction_file)
def merge_geojson_shots(geojson_shots_files, output_geojson_file):
result = {}
added_files = {}
for shot_file in geojson_shots_files:
with open(shot_file, "r") as f:
shots = json.loads(f.read())
if len(result) == 0:
for feat in shots.get('features', []):
added_files[feat['properties']['filename']] = True
# Use first file as base
result = shots
else:
# Append features if filename not already added
for feat in shots.get('features', []):
if not feat['properties']['filename'] in added_files:
result['features'].append(feat)
with open(output_geojson_file, "w") as f:
f.write(json.dumps(result))