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Move in face detection sample + test
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Jerjou Cheng
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May 12, 2016
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Python face detection [Vision API](https://cloud.google.com/vision/) example. | ||
See the [tutorial](https://cloud.google.com/vision/docs/face-tutorial). |
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#!/usr/bin/env python | ||
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# Copyright 2015 Google, Inc | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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"""Draws squares around faces in the given image.""" | ||
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import argparse | ||
import base64 | ||
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from PIL import Image | ||
from PIL import ImageDraw | ||
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from googleapiclient import discovery | ||
import httplib2 | ||
from oauth2client.client import GoogleCredentials | ||
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# [START get_vision_service] | ||
DISCOVERY_URL='https://{api}.googleapis.com/$discovery/rest?version={apiVersion}' | ||
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def get_vision_service(): | ||
credentials = GoogleCredentials.get_application_default() | ||
return discovery.build('vision', 'v1', credentials=credentials, | ||
discoveryServiceUrl=DISCOVERY_URL) | ||
# [END get_vision_service] | ||
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# [START detect_face] | ||
def detect_face(face_file, max_results=4): | ||
"""Uses the Vision API to detect faces in the given file. | ||
Args: | ||
face_file: A file-like object containing an image with faces. | ||
Returns: | ||
An array of dicts with information about the faces in the picture. | ||
""" | ||
image_content = face_file.read() | ||
batch_request = [{ | ||
'image': { | ||
'content': base64.b64encode(image_content).decode('UTF-8') | ||
}, | ||
'features': [{ | ||
'type': 'FACE_DETECTION', | ||
'maxResults': max_results, | ||
}] | ||
}] | ||
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service = get_vision_service() | ||
request = service.images().annotate(body={ | ||
'requests': batch_request, | ||
}) | ||
response = request.execute() | ||
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return response['responses'][0]['faceAnnotations'] | ||
# [END detect_face] | ||
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# [START highlight_faces] | ||
def highlight_faces(image, faces, output_filename): | ||
"""Draws a polygon around the faces, then saves to output_filename. | ||
Args: | ||
image: a file containing the image with the faces. | ||
faces: a list of faces found in the file. This should be in the format | ||
returned by the Vision API. | ||
output_filename: the name of the image file to be created, where the faces | ||
have polygons drawn around them. | ||
""" | ||
im = Image.open(image) | ||
draw = ImageDraw.Draw(im) | ||
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for face in faces: | ||
box = [(v.get('x', 0.0), v.get('y', 0.0)) for v in face['fdBoundingPoly']['vertices']] | ||
draw.line(box + [box[0]], width=5, fill='#00ff00') | ||
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del draw | ||
im.save(output_filename) | ||
# [END highlight_faces] | ||
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# [START main] | ||
def main(input_filename, output_filename, max_results): | ||
with open(input_filename, 'rb') as image: | ||
faces = detect_face(image, max_results) | ||
print('Found %s face%s' % (len(faces), '' if len(faces) == 1 else 's')) | ||
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print('Writing to file %s' % output_filename) | ||
# Reset the file pointer, so we can read the file again | ||
image.seek(0) | ||
highlight_faces(image, faces, output_filename) | ||
# [END main] | ||
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if __name__ == '__main__': | ||
parser = argparse.ArgumentParser( | ||
description='Detects faces in the given image.') | ||
parser.add_argument( | ||
'input_image', help='the image you\'d like to detect faces in.') | ||
parser.add_argument( | ||
'--out', dest='output', default='out.jpg', | ||
help='the name of the output file.') | ||
parser.add_argument( | ||
'--max-results', dest='max_results', default=4, | ||
help='the max results of face detection.') | ||
args = parser.parse_args() | ||
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main(args.input_image, args.output, args.max_results) |
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# Copyright 2016, Google, Inc. | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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import os | ||
import re | ||
import shutil | ||
import tempfile | ||
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import pytest | ||
from PIL import Image | ||
from faces import main | ||
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@pytest.yield_fixture | ||
def tempdir(): | ||
path = tempfile.mkdtemp() | ||
yield path | ||
shutil.rmtree(path) | ||
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def test_main(resource, tempdir): | ||
out_file = os.path.join(tempdir, 'face-output.jpg') | ||
in_file = resource('face-input.jpg') | ||
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# Make sure there isn't already a green box | ||
im = Image.open(in_file) | ||
pixels = im.getdata() | ||
greens = sum(1 for (r, g, b) in pixels if r == 0 and g == 255 and b == 0) | ||
assert greens < 1 | ||
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main(in_file, out_file, 10) | ||
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# Make sure there now is some green drawn | ||
im = Image.open(out_file) | ||
pixels = im.getdata() | ||
greens = sum(1 for (r, g, b) in pixels if r == 0 and g == 255 and b == 0) | ||
assert greens > 10 |
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google-api-python-client==1.5.0 | ||
Pillow==3.1.1 |
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