--- /dev/null
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+
+"""
+Implements support for *Panasonic GH4* colorspaces conversions and transfer
+functions based on empirical data.
+"""
+from panasonic_gh4_data import *
+
+import numpy as np
+from scipy import interpolate
+import matplotlib.pyplot as plt
+import math, sys
+
+import array
+import os
+
+import PyOpenColorIO as ocio
+
+import aces_ocio.generate_lut as genlut
+from aces_ocio.utilities import ColorSpace
+
+__author__ = 'Martin Schitter'
+__copyright__ = 'Copyright (C) 2015 - Martin Schitter'
+__license__ = 'GNU General Public License'
+__maintainer__ = 'Martin Schitter'
+__email__ = 'ms+aces@mur.at'
+__status__ = 'Experimental'
+
+__all__ = ['create_gh4_style',
+ 'create_colorspaces']
+styles = {
+ 'Scenery': [0.0079310344827586213, 0.017241379310344827,
+ 0.053448275862068968, 0.27517241379310342, 0.7501724137931034,
+ 1.3010344827586207, 2.1315517241379309, 3.0501724137931037,
+ 4.3113793103448277, 5.8546551724137927, 7.9153448275862068,
+ 10.296551724137931, 13.276896551724137, 16.769310344827588,
+ 21.641896551724138, 27.386034482758621, 34.62258620689655,
+ 43.353448275862071, 53.682931034482756, 65.670000000000002,
+ 80.268275862068961, 102.43344827586206, 116.53896551724138,
+ 134.62586206896552, 156.84931034482759, 170.11293103448276,
+ 184.20775862068965, 196.58258620689656, 207.89155172413794,
+ 217.53241379310344, 227.18224137931034, 236.08120689655172,
+ 244.85396551724139, 252.55293103448275, 254.95758620689656,
+ 255.0, 255.0, 255.0, 255.0, 255.0],
+
+ 'Natural': [0.032758620689655175, 0.048275862068965517,
+ 0.16224137931034482, 0.4613793103448276, 1.0034482758620689,
+ 1.7708620689655172, 2.6732758620689654, 3.9575862068965519,
+ 5.5139655172413793, 7.4403448275862072, 9.6510344827586199,
+ 12.639310344827587, 16.452758620689654, 20.901551724137931,
+ 26.867241379310343, 34.115862068965519, 43.008448275862072,
+ 52.998448275862067, 64.548103448275867, 76.758448275862065,
+ 90.370862068965522, 109.64431034482759, 121.71120689655173,
+ 137.56103448275863, 157.60396551724139, 169.77672413793104,
+ 182.39965517241379, 194.02293103448275, 205.00258620689655,
+ 214.89431034482757, 224.41034482758621, 233.6396551724138,
+ 242.20258620689654, 250.67862068965516, 254.0, 254.0, 254.0,
+ 254.0, 254.0, 254.0],
+
+ 'Vivid': [0.0013793103448275861, 0.0025862068965517241,
+ 0.024482758620689656, 0.11120689655172414, 0.16810344827586207,
+ 0.79741379310344829, 1.2001724137931034, 1.9437931034482758,
+ 2.9256896551724139, 4.0244827586206897, 5.4912068965517244,
+ 7.490344827586207, 10.088448275862069, 13.246379310344828,
+ 17.292586206896551, 22.015862068965518, 28.217068965517242,
+ 35.784310344827588, 44.731379310344828, 56.00931034482759,
+ 70.820689655172416, 93.825344827586207, 108.79879310344828,
+ 128.2251724137931, 152.32620689655172, 166.44137931034481,
+ 181.00758620689655, 193.65810344827585, 205.37741379310344,
+ 215.1153448275862, 224.87586206896552, 234.14637931034483,
+ 242.44327586206896, 250.86465517241379, 254.98724137931035,
+ 255.0, 255.0, 255.0, 255.0, 255.0],
+
+ 'Cinelike-D': [0.21293103448275863, 0.27379310344827584,
+ 0.55500000000000005, 1.0448275862068965, 1.5686206896551724,
+ 2.7260344827586205, 3.9756896551724137, 5.5051724137931037,
+ 7.6129310344827585, 10.310344827586206, 13.517931034482759,
+ 17.027586206896551, 21.260862068965519, 25.73741379310345,
+ 30.967241379310344, 37.214310344827588, 44.142931034482757,
+ 51.230689655172412, 58.622068965517244, 66.37155172413793,
+ 75.241034482758621, 88.354310344827582, 96.904655172413797,
+ 108.34051724137932, 125.1453448275862, 136.35637931034483,
+ 150.76827586206898, 168.86913793103449, 185.40758620689655,
+ 200.0305172413793, 213.47120689655173, 227.06482758620689,
+ 242.42689655172413, 253.55879310344827, 254.97620689655173,
+ 255.0, 255.0, 255.0, 255.0, 255.0],
+
+ 'V-Log': [31.429137931034482, 31.752758620689654,
+ 31.977413793103448, 32.531551724137934, 32.976551724137934,
+ 33.822586206896553, 34.706206896551727, 36.100344827586206,
+ 37.966551724137929, 40.231724137931032, 42.8301724137931,
+ 46.389482758620687, 50.373103448275863, 54.91965517241379,
+ 60.101724137931036, 65.1351724137931, 70.557586206896545,
+ 76.224827586206899, 81.544655172413798, 87.275517241379305,
+ 93.204999999999998, 100.89396551724138, 105.2244827586207,
+ 111.05396551724138, 118.80051724137931, 123.33396551724138,
+ 129.31517241379311, 135.62620689655174, 141.68793103448274,
+ 148.09086206896552, 154.73741379310346, 160.67603448275861,
+ 167.00999999999999, 173.17275862068965, 179.17706896551724,
+ 185.62896551724137, 190.93706896551726, 191.0, 191.0, 191.0],
+
+ 'Standard': [0.019827586206896553, 0.030344827586206897,
+ 0.1296551724137931, 0.39862068965517239, 0.84431034482758616,
+ 1.5265517241379309, 2.3403448275862071, 3.3762068965517242,
+ 4.9127586206896554, 6.6224137931034486, 8.8127586206896549,
+ 11.51948275862069, 14.727241379310344, 18.599482758620688,
+ 23.895862068965517, 30.157413793103448, 38.333275862068966,
+ 47.146724137931038, 57.659999999999997, 68.3953448275862,
+ 81.231034482758616, 99.765517241379314, 111.80913793103448,
+ 127.22586206896551, 147.36137931034483, 160.73448275862069,
+ 174.77620689655171, 188.09258620689656, 200.56137931034482,
+ 212.24275862068964, 222.05310344827586, 231.96775862068966,
+ 240.85534482758621, 250.1894827586207, 255.0, 255.0, 255.0,
+ 255.0, 255.0, 255.0],
+
+ 'BW': [0.012068965517241379, 0.03017241379310345,
+ 0.15879310344827585, 0.40379310344827585, 1.039655172413793,
+ 1.5532758620689655, 2.5448275862068965, 3.6275862068965519,
+ 5.1298275862068969, 7.1593103448275865, 9.1227586206896554,
+ 12.219482758620689, 15.602413793103448, 19.667068965517242,
+ 25.558793103448277, 32.138103448275864, 40.762413793103448,
+ 50.295862068965519, 61.059655172413791, 72.762758620689652,
+ 86.235172413793109, 105.61879310344827, 118.42362068965517,
+ 134.05362068965516, 155.23034482758621, 168.7403448275862,
+ 182.65913793103448, 195.72913793103447, 208.67896551724138,
+ 220.05086206896553, 229.83293103448275, 238.34137931034482,
+ 246.78810344827585, 254.53086206896552, 255.0, 255.0, 255.0,
+ 255.0, 255.0, 255.0],
+
+ 'Cinelike-V': [0.0, 0.0, 0.00034482758620689653,
+ 0.017586206896551725, 0.16534482758620689, 0.71965517241379307,
+ 1.0924137931034483, 1.8994827586206897, 2.7312068965517242,
+ 3.7174137931034483, 5.0798275862068962, 7.0439655172413795,
+ 9.4998275862068962, 12.756379310344828, 17.174827586206895,
+ 22.375, 29.295000000000002, 37.235344827586204,
+ 47.138448275862068, 58.181034482758619, 71.008103448275861,
+ 89.295000000000002, 101.09810344827586, 117.49913793103448,
+ 138.71793103448275, 152.10293103448276, 166.64051724137931,
+ 181.39448275862068, 194.29568965517242, 206.1453448275862,
+ 218.05224137931035, 229.84310344827585, 243.2646551724138,
+ 254.25103448275863, 254.99310344827586, 255.0, 255.0, 255.0,
+ 255.0, 255.0],
+
+ 'Portrait': [0.044999999999999998, 0.10706896551724138,
+ 0.21482758620689654, 0.61827586206896556, 1.258448275862069,
+ 1.9755172413793103, 2.8977586206896553, 4.243620689655172,
+ 5.7982758620689658, 7.8572413793103451, 10.573620689655172,
+ 13.566896551724138, 17.62396551724138, 22.091724137931035,
+ 28.537068965517243, 36.138103448275864, 45.346551724137932,
+ 55.862241379310348, 67.451379310344834, 79.880689655172418,
+ 94.139827586206891, 113.69862068965517, 126.13396551724138,
+ 141.94724137931036, 161.84068965517241, 173.89344827586206,
+ 186.02206896551724, 196.99051724137931, 207.93103448275863,
+ 217.54758620689654, 227.05655172413793, 235.96586206896552,
+ 245.08810344827586, 253.00948275862069, 253.97603448275862,
+ 254.0, 254.0, 254.0, 254.0, 254.0],
+
+ 'Custom': [0.039310344827586205, 0.1, 0.31086206896551727,
+ 0.73482758620689659, 1.3484482758620691, 2.046551724137931,
+ 3.1565517241379308, 4.5710344827586207, 6.1872413793103451,
+ 8.3953448275862073, 10.947068965517241, 14.126724137931035,
+ 18.054827586206898, 22.778965517241378, 29.185689655172414,
+ 36.938448275862072, 45.952931034482759, 56.380000000000003,
+ 67.094310344827591, 79.601724137931029, 93.560000000000002,
+ 113.16017241379311, 125.54551724137932, 141.44189655172414,
+ 162.21155172413793, 174.12517241379311, 186.3755172413793,
+ 199.36862068965516, 211.13103448275862, 221.01068965517243,
+ 230.70120689655172, 239.67758620689656, 249.01879310344827,
+ 254.96413793103449, 255.0, 255.0, 255.0, 255.0, 255.0, 255.0]
+}
+
+def prepare_photostyle_to_linear(style, corr=None, debug_plot=False):
+
+ # 18% gray card correction
+ corr = 16.5
+
+ #if not corr:
+ # if style == 'V-Log':
+ # corr = 16.5
+ # else:
+ # #corr = 17.3
+ # corr = 16.5
+
+ exp = np.linspace( (corr-39)/3.0, corr/3.0, 40)
+ l = np.power(2, exp) * 0.18
+ vals = np.array(styles[style])
+ vals = vals/255
+
+ # remove visible edges at some exposure values
+ print 'DIR:', dir()
+ for n in [24, 21, 4]:
+ if debug_plot:
+ plt.semilogy(vals[n], l[n], 'bx' )
+ vals = np.delete(vals, n)
+ l = np.delete(l, n)
+
+ # modify equal values to get an invertable monotone function
+ force_monotone = np.linspace(0,0.00001,len(vals))
+ vals = vals+force_monotone
+
+ #interp = interpolate.Akima1DInterpolator(vals, l)
+ interp = interpolate.PchipInterpolator(vals, l, extrapolate=False)
+
+ if debug_plot:
+ plt.semilogy(vals, l, 'b+' )
+ x = np.linspace(0., 1.0, 4096)
+ y = interp(x)
+ plt.semilogy(x, y, 'r.', ms=1 )
+ x = np.linspace(0., 1.0, 256)
+ y = interp(x)
+ plt.semilogy(x, y, 'bo', ms=2 )
+ plt.show()
+
+ return interp
+
+
+def create_gh4_style(gamut,
+ transfer_function,
+ lut_directory,
+ lut_resolution_1d,
+ aliases,
+ style=None):
+ """
+ Creates colorspace covering the conversion from GH4 picture styles
+ to ACES based on empirical data
+
+ Parameters
+ ----------
+ gamut : str
+ The name of the encoding gamut to use.
+ transfer_function : str
+ The name of the transfer function to use
+ lut_directory : str or unicode
+ The directory to use when generating LUTs
+ lut_resolution_1d : int
+ The resolution of generated 1D LUTs
+ aliases : list of str
+ Aliases for this colorspace
+
+ Returns
+ -------
+ ColorSpace
+ A ColorSpace container class referencing the LUTs, matrices
+ and identifying information for the requested colorspace.
+ """
+
+ name = 'GH4-%s - GH4-%s-Gamut' % (transfer_function, gamut)
+ if transfer_function == '':
+ name = 'Linear - GH4-%s-Gamut' % gamut
+ if gamut == '':
+ name = 'Curve - GH4-%s' % transfer_function
+
+ cs = ColorSpace(name)
+ cs.description = name
+ cs.aliases = aliases
+ cs.equality_group = ''
+ cs.family = 'Input/Panasonic/GH4'
+ cs.is_data = False
+
+ # A linear space needs allocation variables
+ if transfer_function == '':
+ cs.allocation_type = ocio.Constants.ALLOCATION_LG2
+ cs.allocation_vars = [-8, 6, 0.00390625]
+
+ cs.to_reference_transforms = []
+
+ if transfer_function != '':
+ f = prepare_photostyle_to_linear(transfer_function)
+
+ #data = array.array('f', '\0' * lut_resolution_1d * 4)
+ #for c in range(lut_resolution_1d):
+ # data[c] = v_log_to_linear(float(c) / (lut_resolution_1d - 1))
+ dom = np.linspace(0.0, 1.0, lut_resolution_1d)
+ data = f(dom)
+
+ # constant extrapolation
+ data_min = np.nanmin(data)
+ data_max = np.nanmax(data)
+ inds = np.where(np.isnan(data))
+ for i in inds[0]:
+ if i < lut_resolution_1d/2:
+ data[i] = data_min
+ #data[i] = 0.0
+ else:
+ data[i] = data_max
+
+ lut = 'gh4_%s_to_linear.spi1d' % transfer_function
+ genlut.write_SPI_1d(
+ os.path.join(lut_directory, lut),
+ 0.0,
+ 1.0,
+ data,
+ lut_resolution_1d,
+ 1)
+
+ cs.to_reference_transforms.append({
+ 'type': 'lutFile',
+ 'path': lut,
+ 'interpolation': 'linear',
+ 'direction': 'forward'})
+
+ #
+ # matrix calculations based on:
+ # http://www.colour-science.org
+ #
+
+ if gamut != '':
+
+ # Lin -> XYZ
+
+ if gamut == 'V-Log':
+ cs.to_reference_transforms.append({
+ 'type': 'matrix',
+ # colour.V_GAMUT_COLOURSPACE.RGB_to_XYZ_matrix
+ 'matrix': [0.679644, 0.152211, 0.1186 , 0.,
+ 0.260686, 0.774894, -0.03558, 0.,
+ -0.00931 , -0.004612, 1.10298, 0.,
+ 0, 0, 0, 1.],
+ 'direction': 'forward'})
+ else:
+ cs.to_reference_transforms.append({
+ 'type': 'matrix',
+ # colour.sRGB_COLOURSPACE.RGB_to_XYZ_matrix
+ 'matrix': [0.41238656, 0.35759149, 0.18045049, 0.0,
+ 0.21263682, 0.71518298, 0.0721802 , 0.0,
+ 0.01933062, 0.11919716, 0.95037259, 0.0,
+ 0, 0, 0, 1.0],
+ 'direction': 'forward'})
+
+ # D65 -> D50 adaption
+ #
+ # colour.chromatic_adaptation_matrix_VonKries(
+ # colour.xy_to_XYZ(c.sRGB_COLOURSPACE.whitepoint),
+ # colour.xy_to_XYZ(colour.ILLUMINANTS[
+ # 'CIE 1931 2 Degree Standard Observer']['D50']), 'CAT02')
+ #
+
+ cs.to_reference_transforms.append({
+ 'type': 'matrix',
+ 'matrix': [1.04251352, 0.03083262, -0.05276445, 0.0,
+ 0.0221519 , 1.00187227, -0.02105432, 0.0,
+ -0.00116356, -0.00341802, 0.76197255, 0.0,
+ 0, 0, 0, 1.0],
+ 'direction': 'forward'})
+
+ if gamut.endswith('XYZ'):
+ cs.from_reference_transforms = []
+ return cs
+
+ if gamut.endswith('Calibrated'):
+ wb = [0.]*16
+ wb[0] = calibration_wb[style][0]
+ wb[5] = calibration_wb[style][1]
+ wb[10] = calibration_wb[style][2]
+ wb[15] = 1.0
+ cs.to_reference_transforms.append({
+ 'type': 'matrix',
+ 'matrix': wb,
+ 'direction': 'forward'})
+ cs.to_reference_transforms.append({
+ 'type': 'matrix',
+ 'matrix': (calibration_matrices[style][0] + [0.0] +
+ calibration_matrices[style][1] + [0.0] +
+ calibration_matrices[style][2] + [0.0] +
+ [0, 0, 0, 1.0]),
+ 'direction': 'forward'})
+
+ # D50 -> ACES WP (~D60)
+
+ # colour.chromatic_adaptation_matrix_VonKries(
+ # colour.xy_to_XYZ(colour.ILLUMINANTS[
+ # 'CIE 1931 2 Degree Standard Observer']['D50']),
+ # colour.xy_to_XYZ(colour.V_GAMUT_COLOURSPACE.whitepoint),
+ # 'CAT02')
+
+ cs.to_reference_transforms.append({
+ 'type': 'matrix',
+ 'matrix': [ 0.95991641, -0.02931741, 0.06566143, 0.0,
+ -0.02119542, 0.99887268, 0.02613247, 0.0,
+ 0.00137075, 0.00443593, 1.31260073, 0.0,
+ 0, 0, 0, 1.0],
+ 'direction': 'forward'})
+
+
+ # XYZ -> ACES
+
+ # colour.ACES_2065_1_COLOURSPACE.XYZ_to_RGB_matrix
+ cs.to_reference_transforms.append({
+ 'type': 'matrix',
+ 'matrix': [1.04981102e+00, 0.00000000e+00, -9.74845410e-05, 0.,
+ -4.95903023e-01, 1.37331305e+00, 9.82400365e-02, 0.,
+ 0.00000000e+00, 0.00000000e+00, 9.91252022e-01, 0.,
+ 0, 0, 0, 1.],
+ 'direction': 'forward'})
+
+ #
+ # matrix given py panasonic / calculated by nuke
+ # for one step transformation:
+ #
+
+ # if gamut == 'V-Log':
+ # cs.to_reference_transforms.append({
+ # 'type': 'matrix',
+ # 'matrix': [0.724383 , 0.166748 , 0.108497, 0.,
+ # 0.021354 , 0.985138 , -0.006319, 0.,
+ # -0.009234 , -0.001043 , 1.010273, 0.,
+ # 0, 0, 0, 1.],
+ # 'direction': 'forward'})
+ # elif gamut != '':
+ # cs.to_reference_transforms.append({
+ # 'type': 'matrix',
+ # 'matrix': [0.43964687, 0.38298151, 0.17737158, 0.0,
+ # 0.08978026, 0.81343973, 0.09677973, 0.0,
+ # 0.01754464, 0.11155707, 0.87089837, 0.0,
+ # 0, 0, 0, 1.0],
+ # 'direction': 'forward'})
+
+ cs.from_reference_transforms = []
+ return cs
+
+
+def create_colorspaces(lut_directory, lut_resolution_1d):
+ """
+ Generates the colorspace conversions.
+
+ Parameters
+ ----------
+ lut_directory : str or unicode
+ The directory to use when generating LUTs
+ lut_resolution_1d : int
+ The resolution of generated 1D LUTs
+
+ Returns
+ -------
+ list
+ A list of colorspaces for Panasonic cameras and encodings
+ """
+
+ colorspaces = []
+
+ styles_sort = styles.keys()
+ styles_sort.sort()
+
+ for style in styles_sort:
+
+ # Full conversion
+ style_1 = create_gh4_style(
+ style,
+ style,
+ lut_directory,
+ lut_resolution_1d,
+ ['gh4_%s_gh4_gamut' % style.lower().replace('-','_')])
+ colorspaces.append(style_1)
+
+ # Linearization Only
+ style_2 = create_gh4_style(
+ '',
+ style,
+ lut_directory,
+ lut_resolution_1d,
+ ['crv_gh4_%s' % style.lower().replace('-','_')])
+ colorspaces.append(style_2)
+
+ # Linearization and XYZ conversion
+ style_3 = create_gh4_style(
+ '%s-XYZ' % style,
+ style,
+ lut_directory,
+ lut_resolution_1d,
+ ['gh4_%s_xyz' % style.lower().replace('-','_')])
+ colorspaces.append(style_3)
+
+ # Primaries Only
+ style_4 = create_gh4_style(
+ style,
+ '',
+ lut_directory,
+ lut_resolution_1d,
+ ['lin_gh4_%s_gamut' % style.lower().replace('-','_')])
+ colorspaces.append(style_4)
+
+ if style != 'BW':
+
+ # Full conversion calibrated
+ style_5 = create_gh4_style(
+ '%s-Calibrated' % style,
+ style,
+ lut_directory,
+ lut_resolution_1d,
+ ['gh4_%s_gh4_calibrated_gamut'% style.lower().replace('-','_')],
+ style)
+ colorspaces.append(style_5)
+
+ # Primaries Only calibrated
+ style_6 = create_gh4_style(
+ '%s-Calibrated' % style,
+ '',
+ lut_directory,
+ lut_resolution_1d,
+ ['lin_gh4_%s_calibrated_gamut'%style.lower().replace('-','_')],
+ style)
+ colorspaces.append(style_6)
+
+
+ return colorspaces
+
--- /dev/null
+#!/usr/bin/env python
+
+#
+# Calibration data generated by DCamProf
+# http://www.ludd.ltu.se/~torger/dcamprof.html
+#
+
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projects / OpenColorIO-Configs.git / commitdiff