def make_pipeline(imageset_path, output_dir):
"""returns an augmentation pipeline for a given image set"""
p = Pipeline(imageset_path, output_dir)
p.random_distortion(probability=0.7,
grid_width=4,
grid_height=4,
magnitude=8)
p.flip_left_right(probability=0.5)
p.flip_top_bottom(probability=0.5)
p.zoom(probability=0.3, min_factor=1.1, max_factor=1.4)
p.rotate(probability=0.5, max_left_rotation=10, max_right_rotation=10)
return p
def create_aug_pipeline_train(input_size):
"""Image Augmentation Pipeline for Training Set."""
p_train = Pipeline()
# Random crop
p_train.add_operation(CropPercentageRange(probability=1, min_percentage_area=0.8, max_percentage_area=1, centre=False))
# Rotate the image by either 90, 180, or 270 degrees randomly
p_train.rotate_random_90(probability=0.5)
# Flip the image along its vertical axis
p_train.flip_top_bottom(probability=0.5)
# Flip the image along its horizontal axis
p_train.flip_left_right(probability=0.5)
# Random change brightness of the image
p_train.random_brightness(probability=0.5, min_factor=0.9, max_factor=1.1)
# Random change saturation of the image
p_train.random_color(probability=0.5, min_factor=0.9, max_factor=1.1)
# Resize the image to the desired input size of the model
p_train.resize(probability=1, width=input_size[0], height=input_size[1])
return p_train
# # # create a new pipeline # file_path = "C:\\liyu\\files\\tiff\\cells" # p = Augmentor.Pipeline(file_path) from Augmentor.Pipeline import * import time # create a new pipeline file_path = "C:\\liyu\\files\\tiff\\newtest" p = Pipeline(file_path) # add operations to the pipeline # 水平翻转 p.flip_left_right(probability=0.8) # # 垂直翻转 # p.flip_top_bottom(probability=0.5) # # # 随机90， 180， 270 度旋转 # p.rotate_random_90(probability=0.75) # # # 随机20度内旋转，不变形, 四角填充黑色，图片大小不变 # p.rotate_without_crop(probability=0.5, max_left_rotation=20, max_right_rotation=20) # # # 随机20度内旋转，不变形, 四角填充黑色，图片大小调整 # p.rotate_without_crop(probability=0.5, max_left_rotation=20, max_right_rotation=20, expand=True) # # # 随机剪切, 中心不变 # p.crop_by_size(probability=0.5, width=100, height=100)