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faceswap/scripts/extract.py
2018-01-03 10:33:39 +01:00

32 lines
1.3 KiB
Python

import cv2
from pathlib import Path
from lib.cli import DirectoryProcessor
from lib.faces_detect import detect_faces
from plugins.Extract_Crop import Extract
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_image(self, filename):
extractor = Extract()
try:
image = cv2.imread(filename)
for (idx, face) in enumerate(detect_faces(image)):
if idx > 0 and self.arguments.verbose:
print('- Found more than one face!')
self.verify_output = True
resized_image = extractor.extract(image, face, (256, 256))
output_file = self.output_dir / Path(filename).stem
cv2.imwrite(str(output_file) + str(idx) + Path(filename).suffix, resized_image)
self.faces_detected = self.faces_detected + 1
except Exception as e:
print('Failed to extract from image: {}. Reason: {}'.format(filename, e))