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faceswap/scripts/extract.py
2018-02-01 19:56:49 +11:00

30 lines
1.2 KiB
Python

import cv2
from pathlib import Path
from lib.cli import DirectoryProcessor
from plugins.PluginLoader import PluginLoader
class ExtractTrainingData(DirectoryProcessor):
def create_parser(self, subparser, command, description):
self.parser = subparser.add_parser(
command,
help="Extract the faces from a pictures.",
description=description,
epilog="Questions and feedback: \
https://github.com/deepfakes/faceswap-playground"
)
def process(self):
extractor_name = "Align" # TODO Pass as argument
extractor = PluginLoader.get_extractor(extractor_name)()
try:
for filename in self.read_directory():
image = cv2.imread(filename)
for idx, face in self.get_faces(image):
resized_image = extractor.extract(image, face, 256)
output_file = self.output_dir / Path(filename).stem
cv2.imwrite(str(output_file) + str(idx) + Path(filename).suffix, resized_image)
except Exception as e:
print('Failed to extract from image: {}. Reason: {}'.format(filename, e))