Created
August 12, 2016 10:34
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RGB to CIELab color space conversion
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# RGB to Lab conversion | |
# Step 1: RGB to XYZ | |
# http://www.easyrgb.com/index.php?X=MATH&H=02#text2 | |
# Step 2: XYZ to Lab | |
# http://www.easyrgb.com/index.php?X=MATH&H=07#text7 | |
def rgb2lab(inputColor): | |
num = 0 | |
RGB = [0, 0, 0] | |
for value in inputColor: | |
value = float(value) / 255 | |
if value > 0.04045: | |
value = ((value + 0.055) / 1.055) ** 2.4 | |
else: | |
value = value / 12.92 | |
RGB[num] = value * 100 | |
num = num + 1 | |
XYZ = [0, 0, 0, ] | |
X = RGB[0] * 0.4124 + RGB[1] * 0.3576 + RGB[2] * 0.1805 | |
Y = RGB[0] * 0.2126 + RGB[1] * 0.7152 + RGB[2] * 0.0722 | |
Z = RGB[0] * 0.0193 + RGB[1] * 0.1192 + RGB[2] * 0.9505 | |
XYZ[0] = round(X, 4) | |
XYZ[1] = round(Y, 4) | |
XYZ[2] = round(Z, 4) | |
# Observer= 2°, Illuminant= D65 | |
XYZ[0] = float(XYZ[0]) / 95.047 # ref_X = 95.047 | |
XYZ[1] = float(XYZ[1]) / 100.0 # ref_Y = 100.000 | |
XYZ[2] = float(XYZ[2]) / 108.883 # ref_Z = 108.883 | |
num = 0 | |
for value in XYZ: | |
if value > 0.008856: | |
value = value ** (0.3333333333333333) | |
else: | |
value = (7.787 * value) + (16 / 116) | |
XYZ[num] = value | |
num = num + 1 | |
Lab = [0, 0, 0] | |
L = (116 * XYZ[1]) - 16 | |
a = 500 * (XYZ[0] - XYZ[1]) | |
b = 200 * (XYZ[1] - XYZ[2]) | |
Lab[0] = round(L, 4) | |
Lab[1] = round(a, 4) | |
Lab[2] = round(b, 4) | |
return Lab |
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Anyone have the numpy conversion for this code.. this takes too much time