px4-firmware/Tools/sdlog2/geo_tag_images.py

435 lines
14 KiB
Python

#!/usr/bin/env python
#
# Tag the images recorded during a flight with geo location extracted from
# a PX4 binary log file.
#
# This file accepts *.jpg format images and reads position information
# from a *.px4log file
#
# Example Syntax:
# python geo_tag_images.py --logfile=log001.px4log --input=images/ --output=imagesWithTag/ --offset=-0.4 -v
#
# Optional: Correct image times first
# jhead -exonly -ft -n%Y-%m-%d\ %H.%M.%S -ta+HH:MM:SS *.JPG
#
# Author: Hector Azpurua hector@azpurua.com
# Based on the script of Andreas Bircher
import os
import re
import sys
import bisect
import pyexiv2
import argparse
from lxml import etree
import datetime
import calendar
from shutil import copyfile
from subprocess import check_output
from pykml.factory import KML_ElementMaker as KML
from pykml.factory import GX_ElementMaker as GX
class GpsPosition(object):
def __init__(self, timestamp, lat, lon, alt):
self.timestamp = timestamp
self.lat = float(lat)
self.lon = float(lon)
self.alt = float(alt)
class Main:
def __init__(self):
"""
:param logfile:
:param input:
:param output:
:param offset:
:param verbose:
:return:
"""
args = self.get_arg()
self.logfile = args['logfile']
self.input = args['input']
self.output = args['output']
self.kml = args['kml']
self.verbose = args['verbose']
self.offset = args['offset']
self.time_thresh = args['threshold']
self.tdiff_list = []
self.non_processed_files = []
self.tagged_gps = []
print '[INFO] Loading logs and images locations...'
self.gps_list = self.load_gps_from_log(self.logfile, self.offset)
self.img_list = self.load_image_list(self.input)
if len(self.img_list) <= 0:
print '[ERROR] Cannot load JPG images from input folder, please check filename extensions.'
sys.exit(1)
if not os.path.exists(self.output):
os.makedirs(self.output)
if not self.output.endswith(os.path.sep):
self.output += os.path.sep
self.tag_images()
if self.kml and len(self.tdiff_list) > 0:
self.gen_kml()
if len(self.non_processed_files) > 0:
print '[WARNING] Some images werent processed (', len(self.non_processed_files), 'of', len(self.img_list), '):'
for elem in self.non_processed_files:
print '\t', elem
@staticmethod
def to_degree(value, loc):
"""
Convert a lat or lon value to degrees/minutes/seconds
:param value: the latitude or longitude value
:param loc: could be ["S", "N"] or ["W", "E"]
:return:
"""
if value < 0:
loc_value = loc[0]
elif value > 0:
loc_value = loc[1]
else:
loc_value = ""
absolute_value = abs(value)
deg = int(absolute_value)
t1 = (absolute_value - deg) * 60
minute = int(t1)
sec = round((t1 - minute) * 60, 5)
return deg, minute, sec, loc_value
@staticmethod
def gps_week_seconds_to_datetime(gpsweek, gpsmillis, leapmillis=0):
"""
Convert GPS week and seconds to datetime object, using leap milliseconds if necessary
:param gpsweek:
:param gpsmillis:
:param leapmillis:
:return:
"""
datetimeformat = "%Y-%m-%d %H:%M:%S.%f"
epoch = datetime.datetime.strptime(
"1980-01-06 00:00:00.000", datetimeformat)
elapsed = datetime.timedelta(
days=(gpsweek * 7), milliseconds=(gpsmillis + leapmillis))
return Main.utc_to_local(epoch + elapsed)
@staticmethod
def unix_microseconds_to_datetime(unix_us, offset=0):
"""
Convert unix microseconds to datetime object, using offset milliseconds if necessary
:param unix_us:
:param offset:
:return:
"""
# time in seconds
time_s = int(unix_us) / 1000000 + (offset / 1000)
datetime_from_unix = datetime.datetime.fromtimestamp(time_s)
return datetime_from_unix
@staticmethod
def utc_to_local(utc_dt):
"""
Convert UTC time in local time
:param utc_dt:
:return:
"""
# use integer timestamp to avoid precision loss
timestamp = calendar.timegm(utc_dt.timetuple())
local_dt = datetime.datetime.fromtimestamp(timestamp)
assert utc_dt.resolution >= datetime.timedelta(microseconds=1)
return local_dt.replace(microsecond=utc_dt.microsecond)
def gen_kml(self):
"""
Generate a KML file with keypoints on the locations of the pictures, including height
:return:
"""
style_dot = "sn_shaded_dot"
style_path = "red_path"
doc = KML.kml(
KML.Document(
KML.Name("GPS of the images"),
KML.Style(
KML.IconStyle(
KML.scale(0.4),
KML.Icon(
KML.href(
"http://maps.google.com/mapfiles/kml/shapes/shaded_dot.png")
),
),
id=style_dot,
),
KML.Style(
KML.LineStyle(
KML.color('7f0000ff'),
KML.width(6),
GX.labelVisibility('1'),
),
id=style_path
)
)
)
# create points
for i, gps in enumerate(self.tagged_gps):
ii = i + 1
doc.Document.append(
KML.Placemark(
KML.styleUrl('#{0}'.format(style_dot)),
KML.Point(
KML.extrude(True),
KML.altitudeMode('absolute'),
KML.coordinates(
"{},{},{}".format(gps.lon, gps.lat, gps.alt))
),
KML.name(
str(ii)) if ii % 5 == 0 or ii == 1 else KML.name()
)
)
# create the path
doc.Document.append(
KML.Placemark(
KML.styleUrl('#{0}'.format(style_path)),
KML.LineString(
KML.altitudeMode('absolute'),
KML.coordinates(
' '.join(["{},{},{}".format(gps.lon, gps.lat, gps.alt)
for gps in self.tagged_gps])
)
)
)
)
s = etree.tostring(doc)
file_path = self.output + 'GoogleEarth_points.kml'
f = open(file_path, 'w')
f.write(s)
f.close()
print '[INFO] KML file generated on:', file_path
def get_closest_datetime_index(self, datetime_list, elem):
"""
Get the closest element between a list of datetime objects and a date
:param datetime_list:
:param elem:
:return:
"""
dlist_len = len(datetime_list)
i = bisect.bisect_left(datetime_list, elem)
# Cleanup of the indices
if i < 0:
i = 0
elif i >= dlist_len:
i = dlist_len - 1
date = datetime_list[i]
diff = abs((date - elem).total_seconds())
if diff > self.time_thresh:
return -1, diff
return i, diff
def set_gps_location(self, file_name, lat, lng, alt):
"""
Add the GPS tag and altitude to a image file
:param file_name:
:param lat:
:param lng:
:param alt:
:return:
"""
lat_deg = self.to_degree(lat, ["S", "N"])
lng_deg = self.to_degree(lng, ["W", "E"])
exiv_lat = (pyexiv2.Rational(lat_deg[0] * 60 + lat_deg[1], 60),
pyexiv2.Rational(lat_deg[2] * 100, 6000), pyexiv2.Rational(0, 1))
exiv_lng = (pyexiv2.Rational(lng_deg[0] * 60 + lng_deg[1], 60),
pyexiv2.Rational(lng_deg[2] * 100, 6000), pyexiv2.Rational(0, 1))
try:
exiv_image = pyexiv2.ImageMetadata(file_name)
exiv_image.read()
exiv_image["Exif.GPSInfo.GPSLatitude"] = exiv_lat
exiv_image["Exif.GPSInfo.GPSLatitudeRef"] = lat_deg[3]
exiv_image["Exif.GPSInfo.GPSLongitude"] = exiv_lng
exiv_image["Exif.GPSInfo.GPSLongitudeRef"] = lng_deg[3]
exiv_image["Exif.GPSInfo.GPSAltitude"] = pyexiv2.Rational(alt, 1)
exiv_image["Exif.GPSInfo.GPSAltitudeRef"] = '0'
exiv_image["Exif.Image.GPSTag"] = 654
exiv_image["Exif.GPSInfo.GPSMapDatum"] = "WGS-84"
exiv_image["Exif.GPSInfo.GPSVersionID"] = '2 0 0 0'
exiv_image.write(True)
except Exception as e:
print '[ERROR]', e
def load_gps_from_log(self, log_file, offset):
"""
Load gps list from PX4 binary log
:param log_file:
:param offset:
:return:
"""
gps_list = []
out = check_output(
["python", "sdlog2_dump.py", log_file, "-m GPS", "-v"])
for line in out.splitlines():
if not line.startswith("MSG GPS:"):
continue
vdict = {}
pairs = re.split(r'[;,:]\s*', line)
for pair in pairs:
e = pair.split('=')
if len(e) == 2:
vdict[e[0]] = float(e[1])
# PX4 GPS.GPSTime is unix time in microseconds
gps_time = vdict['GPSTime']
gps_lat = vdict['Lat']
gps_lon = vdict['Lon']
gps_alt = vdict['Alt']
date = self.unix_microseconds_to_datetime(gps_time, offset)
gps_list.append(GpsPosition(date, gps_lat, gps_lon, gps_alt))
return gps_list
def get_image_creation_date(self, filename):
exiv_image = pyexiv2.ImageMetadata(filename)
exiv_image.read()
# Prefer DateTime/Original over the other values
if 'Exif.Photo.DateTimeOriginal' in exiv_image:
cdate = exiv_image['Exif.Photo.DateTimeOriginal'].value
return cdate
elif 'Exif.Image.DateTime' in exiv_image:
cdate = exiv_image['Exif.Image.DateTime'].value
return cdate
else:
epoch = os.path.getmtime(filename)
return datetime.datetime.fromtimestamp(epoch)
def load_image_list(self, input_folder, file_type='jpg'):
"""
Load image list from a folder given a file type
:param input_folder:
:param file_type:
:return:
"""
self.img_list = [input_folder + filename for filename in os.listdir(input_folder)
if re.search(r'\.' + file_type + '$', filename, re.IGNORECASE)]
self.img_list = sorted(self.img_list)
return self.img_list
def tag_images(self):
"""
Tag the image list using the GPS loaded from the LOG file
:return:
"""
tagged_gps = []
img_size = len(self.img_list)
print '[INFO] Number of images:', img_size
print '[INFO] Number of gps logs:', len(self.gps_list)
dt_list = [x.timestamp for x in self.gps_list]
img_seq = 1
for i in xrange(img_size):
cdate = self.get_image_creation_date(self.img_list[i])
gps_i, img_tdiff = self.get_closest_datetime_index(dt_list, cdate)
base_path, filename = os.path.split(self.img_list[i])
if gps_i == -1:
self.non_processed_files.append(filename)
continue
closest_gps = self.gps_list[gps_i]
self.tdiff_list.append(img_tdiff)
if self.verbose:
msg = "[DEBUG] %s/%s) %s\n\timg %s -> gps %s (%ss)\n\tlat:%s, lon:%s, alt:%s".ljust(60) %\
(i + 1, img_size, filename, cdate, closest_gps.timestamp,
img_tdiff, closest_gps.lat, closest_gps.lon, closest_gps.alt)
print msg
output_filename = self.output + str(img_seq) + '_' + filename
copyfile(self.img_list[i], output_filename)
self.set_gps_location(
output_filename, closest_gps.lat, closest_gps.lon, closest_gps.alt)
self.tagged_gps.append(closest_gps)
img_seq += 1
if len(self.tdiff_list) > 0:
print '[INFO] Mean diff in seconds:', sum(self.tdiff_list) / float(len(self.tdiff_list))
@staticmethod
def get_arg():
parser = argparse.ArgumentParser(
description='Geotag script to add GPS info to pictures from PX4 binary log files.'
'It uses synchronized time to allocate GPS positions.'
)
parser.add_argument(
'-l', '--logfile', help='PX4 log file containing recorded positions.', required=True
)
parser.add_argument(
'-i', '--input', help='Input folder containing untagged images.', required=True
)
parser.add_argument(
'-o', '--output', help='Output folder to contain tagged images.', required=True
)
parser.add_argument(
'-t', '--threshold', help='Time threshold between the GPS time and the local image time.',
default=1, required=False, type=float
)
parser.add_argument(
'-of', '--offset', help='Time offset in MILLISECONDS between the GPS time and the local time.',
default=0, required=False, type=float
)
parser.add_argument(
'-kml', '--kml', help='Save the in KML format the information of all tagged images.',
required=False, action='store_true'
)
parser.add_argument(
'-v', '--verbose', help='Prints lots of information.',
required=False, action='store_true'
)
args = vars(parser.parse_args())
return args
if __name__ == "__main__":
m = Main()