Python adopt .cube LUT File filters the image
A good one python Add filter code to the picture :
This is the C++ Encapsulation of code , And used openmp In parallel , fast , 4k Pictures and filters are tested locally as long as they are less than 0.2 second .
Need to compile . rely on pybind11 and eigen. Fortunately, these two libraries are the kind that can be used only with header files . Go to the official website for a good source code (pybind11 2.7.1, eigen 3.4), stay CMakeLists Named in the pybind11 and eigen The path of , Just compile it .
obtain .so After the document , You need to put it in python Where you can find . Write the path directly here .
Usage is as follows :
1 import cv2
2 import numpy as np
3 from pathlib2 import Path
5 import sys
6 # the path of .so where python can find it
8 from python.PyApplyLUT import PyApplyLUT
9 from python.lut_tools import cube_to_npy
11 INPUT_IMG = Path(r".\test\1.jpg")
12 LUT_FILE = Path(r".\test\1.cube")
14 # normlizer the input picture to 0~1
15 img = cv2.imread(INPUT_IMG.as_posix())
16 img = img / 255
18 # apply lut
20 # method 1 load lut from a .cube file
21 alut = PyApplyLUT(lut_file=LUT_FILE)
22 new_img = alut.apply_lut(img)
23 # recover to 0~255
24 new_img = new_img * 255
27 # method 2 load lut from the np array
28 cubenpy = cube_to_npy(LUT_FILE)
29 alut = PyApplyLUT(lut_dim=32, lut_cube=cubenpy)
30 new_img = alut.apply_lut(img)
31 # recover to 0~255
32 new_img = new_img * 255
design sketch :
There are two uses :
1. Use .cube file
Filter (.cube) The file format is as follows : The value in it is 0~1 Between
# Created by Adobe Lightroom plugin Export LUT (1.17.0)
DOMAIN_MIN 0.0 0.0 0.0
DOMAIN_MAX 1.0 1.0 1.0
0.000000 0.000000 0.000000
0.047791 0.000000 0.000000
0.080140 0.000000 0.000000
0.118013 0.000000 0.000000
0.169955 0.000000 0.000000
The input image should also be normalized to 0~1 Between , The final output should be zoomed back to 0~255
2. Use one numpy Filter file of array lattice test
The format is 3,32,32,32 Such an array , .cube The switch to npy The code for is as follows :
with open(cube_path,'r') as f:
lines = f.readlines()
for i in range(len(lines)):
lines[i] = lines[i].strip()
if dim is None:
if 'LUT_3D_SIZE' in lines[i]:
dim = int(lines[i].split(' ')[-1])
lines = lines[-dim*dim*dim:]
cube = np.zeros((3,dim,dim,dim),dtype=np.float32)
for i in range(0,dim):
for j in range(0,dim):
for k in range(0,dim):
n = i * dim*dim + j * dim + k
line = lines[n].split(' ')
x = line
cube[0,i,j,k] = float(x) # r
cube[1,i,j,k] = float(x) # g
cube[2,i,j,k] = float(x) # b
cube = np.array(cube,dtype=np.float32)
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