{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# !!! D . R . A . F . T !!!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Lightness"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Lightness](http://en.wikipedia.org/wiki/Lightness) is defined as the brightness of an area judged relative to the brightness of a similarly illuminated area that appears to be white or highly transmitting. [1]\n",
"\n",
"[Colour](https://github.com/colour-science/colour/) defines the following *Lightness* computation methods:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['CIE 1976',\n",
" 'Fairchild 2010',\n",
" 'Fairchild 2011',\n",
" 'Glasser 1958',\n",
" 'Lstar1976',\n",
" 'Wyszecki 1963']"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import colour\n",
"\n",
"sorted(colour.LIGHTNESS_METHODS.keys())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> Note: `'Lstar1976'` is a convenient aliases for `'CIE 1976'`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Glasser, Mckinney, Reilly and Schnelle (1958) Method"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Glasser, Mckinney, Reilly and Schnelle (1958) described a visually uniform colour coordinate system close to *Adams* chromatic-value system but where the quintic-parabola function has been replaced with a cube-root function: the *Cube-Root Color Coordinate System*.\n",
"\n",
"*Lightness* $L$ in the *Cube-Root Color Coordinate System* is calculated as follows: [2]\n",
"\n",
"$$\n",
"\\begin{equation}\n",
"L=25.29Y^{1/3}-18.38\n",
"\\end{equation}\n",
"$$\n",
"\n",
"where $Y$ defines the *luminance* in domain [0, 100].\n",
"\n",
"The `colour.lightness_Glasser1958` definition is used to compute *Lightness* $L$:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"36.250562645752595"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"colour.colorimetry.lightness_Glasser1958(10.08)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> Note: Input *luminance* $Y$ is in domain [0, 100], output *Lightness* $L$ is in domain [0, 100].\n",
"\n",
"The `colour.lightness` definition is implemented as a wrapper for various lightness computation methods:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"36.250562645752595"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"colour.lightness(10.08, method='Glasser 1958')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from colour.plotting import *"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"colour_style();"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
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