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nlitkowski 2019-05-05 16:56:09 +02:00
parent 68e49591f7
commit 158c26ec01
1 changed files with 7 additions and 5 deletions
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Logic/TrashRecognition/AugmentImages.py
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@ -1,18 +1,20 @@
def main(): def main():
import Augmentor import Augmentor
p = [Augmentor.Pipeline("Images/TrainingImages/glass"), p = [Augmentor.Pipeline("Images/TrainingImages/glass"),
Augmentor.Pipeline("Images/TrainingImages/metal"), Augmentor.Pipeline("Images/TrainingImages/metal"),
Augmentor.Pipeline("Images/TrainingImages/paper"), Augmentor.Pipeline("Images/TrainingImages/paper"),
Augmentor.Pipeline("Images/TrainingImages/plastic")] Augmentor.Pipeline("Images/TrainingImages/plastic")]
for i in range(len(p)):
# Setting rotate values
p[i].rotate(probability=0.7, max_left_rotation=10, max_right_rotation=10)
# Setting zoom values for i in range(len(p)):
# Setting the operations to perform on image set
p[i].rotate(probability=0.7, max_left_rotation=10, max_right_rotation=10)
p[i].zoom(probability=0.5, min_factor=1.1, max_factor=1.5) p[i].zoom(probability=0.5, min_factor=1.1, max_factor=1.5)
p[i].flip_random(probability=0.6)
p[i].skew(probability=0.7, magnitude=0.7)
# Size of training sample # Size of training sample
p[i].sample(1000) p[i].sample(2000)
p[i].process() p[i].process()