slow augmenter
This commit is contained in:
parent
316513b6e3
commit
4285df1657
32
aug.py
Normal file
32
aug.py
Normal file
@ -0,0 +1,32 @@
|
||||
import tensorflow as tf
|
||||
import numpy as np
|
||||
from PIL import Image
|
||||
from os import listdir as ls
|
||||
from sys import argv, exit
|
||||
from tensorflow.keras.utils import array_to_img as img
|
||||
|
||||
if len(argv) != 3:
|
||||
exit(1)
|
||||
|
||||
files = ls(argv[1])
|
||||
|
||||
for v, fn in enumerate(files):
|
||||
i = np.array(Image.open(f"{argv[1]}/{fn}").convert('RGB').resize((300,300))) / 255.0
|
||||
print(f"Processing {v+1:03d}/{len(files)}: {fn}")
|
||||
|
||||
for x1 in range(4):
|
||||
i1 = tf.image.random_brightness(i, 0.6)
|
||||
for x2 in range(4):
|
||||
i2 = tf.image.random_saturation(i1, 0.1, 2.0)
|
||||
for x3 in range(4):
|
||||
i3 = tf.image.random_contrast(i2, 0.2, 1.9)
|
||||
img(i3).save(f"{argv[2]}/{fn.rsplit('.', 1)[0]}_{x1}_{x2}_{x3}_1.png")
|
||||
|
||||
i3 = tf.image.flip_left_right(i3)
|
||||
img(i3).save(f"{argv[2]}/{fn.rsplit('.', 1)[0]}_{x1}_{x2}_{x3}_2.png")
|
||||
|
||||
i3 = tf.image.flip_up_down(i3)
|
||||
img(i3).save(f"{argv[2]}/{fn.rsplit('.', 1)[0]}_{x1}_{x2}_{x3}_3.png")
|
||||
|
||||
i3 = tf.image.flip_left_right(i3)
|
||||
img(i3).save(f"{argv[2]}/{fn.rsplit('.', 1)[0]}_{x1}_{x2}_{x3}_4.png")
|
||||
Loading…
x
Reference in New Issue
Block a user