{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Spectral Bandpass Dependence Correction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reflectance spectrophotometers measuring energy at intervals larger than a single wavelength (5nm or 10nm steps for example) integrates the energy between $\\lambda_{i-1}$ and $\\lambda_{i+1}$ for a given wavelength $\\lambda_{i}$.\n",
    "\n",
    "The sampled spectral reflectance data $P^\\prime$ needs to be corrected to retrieve the true spectral reflectance data $P$ if the spectrophotometer operating software has not applied spectral bandpass dependence correction. <a name=\"back_reference_1\"></a><a href=\"#reference_1\">[1]</a><a name=\"back_reference_2\"></a><a href=\"#reference_2\">[2]</a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stearns & Stearns Method"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Stearns and Stearns (1988) proposed the following equation for spectral bandpass dependence correction:\n",
    "\n",
    "$$\n",
    "\\begin{equation}\n",
    "P_i = -\\alpha P^\\prime_{i -1} + (1 + 2\\alpha)P^\\prime_{i} -\\alpha P^\\prime_{i+1}\n",
    "\\end{equation}\n",
    "$$\n",
    "\n",
    "where $\\alpha = 0.083$ and if the wavelengths being corrected are the first or last one the equation for the first wavelength should be:\n",
    "\n",
    "$$\n",
    "\\begin{equation}\n",
    "P_i = (1 + \\alpha)P^\\prime_{i} - \\alpha P^\\prime_{i+1}\n",
    "\\end{equation}\n",
    "$$\n",
    "\n",
    "and for the last wavelength:\n",
    "\n",
    "$$\n",
    "\\begin{equation}\n",
    "P_i = (1 + \\alpha)P^\\prime_{i} - \\alpha P^\\prime_{i-1}\n",
    "\\end{equation}\n",
    "$$\n",
    "\n",
    "Implementation in [Colour](https://github.com/colour-science/colour/) is available through the `colour.bandpass_correction_stearns` definition or the generic `colour.bandpass_correction` definition with `method='Stearns'` argument: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import colour\n",
    "\n",
    "from colour.plotting import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "colour_style();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Spectral bandpass dependence correction.\n",
    "street_light_sd_data = {\n",
    "    380: 8.9770000e-003,\n",
    "    382: 5.8380000e-003,\n",
    "    384: 8.3290000e-003,\n",
    "    386: 8.6940000e-003,\n",
    "    388: 1.0450000e-002,\n",
    "    390: 1.0940000e-002,\n",
    "    392: 8.4260000e-003,\n",
    "    394: 1.1720000e-002,\n",
    "    396: 1.2260000e-002,\n",
    "    398: 7.4550000e-003,\n",
    "    400: 9.8730000e-003,\n",
    "    402: 1.2970000e-002,\n",
    "    404: 1.4000000e-002,\n",
    "    406: 1.1000000e-002,\n",
    "    408: 1.1330000e-002,\n",
    "    410: 1.2100000e-002,\n",
    "    412: 1.4070000e-002,\n",
    "    414: 1.5150000e-002,\n",
    "    416: 1.4800000e-002,\n",
    "    418: 1.6800000e-002,\n",
    "    420: 1.6850000e-002,\n",
    "    422: 1.7070000e-002,\n",
    "    424: 1.7220000e-002,\n",
    "    426: 1.8250000e-002,\n",
    "    428: 1.9930000e-002,\n",
    "    430: 2.2640000e-002,\n",
    "    432: 2.4630000e-002,\n",
    "    434: 2.5250000e-002,\n",
    "    436: 2.6690000e-002,\n",
    "    438: 2.8320000e-002,\n",
    "    440: 2.5500000e-002,\n",
    "    442: 1.8450000e-002,\n",
    "    444: 1.6470000e-002,\n",
    "    446: 2.2470000e-002,\n",
    "    448: 3.6250000e-002,\n",
    "    450: 4.3970000e-002,\n",
    "    452: 2.7090000e-002,\n",
    "    454: 2.2400000e-002,\n",
    "    456: 1.4380000e-002,\n",
    "    458: 1.3210000e-002,\n",
    "    460: 1.8250000e-002,\n",
    "    462: 2.6440000e-002,\n",
    "    464: 4.5690000e-002,\n",
    "    466: 9.2240000e-002,\n",
    "    468: 6.0570000e-002,\n",
    "    470: 2.6740000e-002,\n",
    "    472: 2.2430000e-002,\n",
    "    474: 3.4190000e-002,\n",
    "    476: 2.8160000e-002,\n",
    "    478: 1.9570000e-002,\n",
    "    480: 1.8430000e-002,\n",
    "    482: 1.9800000e-002,\n",
    "    484: 2.1840000e-002,\n",
    "    486: 2.2840000e-002,\n",
    "    488: 2.5760000e-002,\n",
    "    490: 2.9800000e-002,\n",
    "    492: 3.6620000e-002,\n",
    "    494: 6.2500000e-002,\n",
    "    496: 1.7130000e-001,\n",
    "    498: 2.3920000e-001,\n",
    "    500: 1.0620000e-001,\n",
    "    502: 4.1250000e-002,\n",
    "    504: 3.3340000e-002,\n",
    "    506: 3.0820000e-002,\n",
    "    508: 3.0750000e-002,\n",
    "    510: 3.2500000e-002,\n",
    "    512: 4.5570000e-002,\n",
    "    514: 7.5490000e-002,\n",
    "    516: 6.6560000e-002,\n",
    "    518: 3.9350000e-002,\n",
    "    520: 3.3880000e-002,\n",
    "    522: 3.4610000e-002,\n",
    "    524: 3.6270000e-002,\n",
    "    526: 3.6580000e-002,\n",
    "    528: 3.7990000e-002,\n",
    "    530: 4.0010000e-002,\n",
    "    532: 4.0540000e-002,\n",
    "    534: 4.2380000e-002,\n",
    "    536: 4.4190000e-002,\n",
    "    538: 4.6760000e-002,\n",
    "    540: 5.1490000e-002,\n",
    "    542: 5.7320000e-002,\n",
    "    544: 7.0770000e-002,\n",
    "    546: 1.0230000e-001,\n",
    "    548: 1.6330000e-001,\n",
    "    550: 2.3550000e-001,\n",
    "    552: 2.7540000e-001,\n",
    "    554: 2.9590000e-001,\n",
    "    556: 3.2950000e-001,\n",
    "    558: 3.7630000e-001,\n",
    "    560: 4.1420000e-001,\n",
    "    562: 4.4850000e-001,\n",
    "    564: 5.3330000e-001,\n",
    "    566: 7.3490000e-001,\n",
    "    568: 8.6530000e-001,\n",
    "    570: 7.8120000e-001,\n",
    "    572: 6.8580000e-001,\n",
    "    574: 6.6740000e-001,\n",
    "    576: 6.9300000e-001,\n",
    "    578: 6.9540000e-001,\n",
    "    580: 6.3260000e-001,\n",
    "    582: 4.6240000e-001,\n",
    "    584: 2.3550000e-001,\n",
    "    586: 8.4450000e-002,\n",
    "    588: 3.5550000e-002,\n",
    "    590: 4.0580000e-002,\n",
    "    592: 1.3370000e-001,\n",
    "    594: 3.4150000e-001,\n",
    "    596: 5.8250000e-001,\n",
    "    598: 7.2080000e-001,\n",
    "    600: 7.6530000e-001,\n",
    "    602: 7.5290000e-001,\n",
    "    604: 7.1080000e-001,\n",
    "    606: 6.5840000e-001,\n",
    "    608: 6.0140000e-001,\n",
    "    610: 5.5270000e-001,\n",
    "    612: 5.4450000e-001,\n",
    "    614: 5.9260000e-001,\n",
    "    616: 5.4520000e-001,\n",
    "    618: 4.4690000e-001,\n",
    "    620: 3.9040000e-001,\n",
    "    622: 3.5880000e-001,\n",
    "    624: 3.3400000e-001,\n",
    "    626: 3.1480000e-001,\n",
    "    628: 2.9800000e-001,\n",
    "    630: 2.8090000e-001,\n",
    "    632: 2.6370000e-001,\n",
    "    634: 2.5010000e-001,\n",
    "    636: 2.3610000e-001,\n",
    "    638: 2.2550000e-001,\n",
    "    640: 2.1680000e-001,\n",
    "    642: 2.0720000e-001,\n",
    "    644: 1.9920000e-001,\n",
    "    646: 1.9070000e-001,\n",
    "    648: 1.8520000e-001,\n",
    "    650: 1.7970000e-001,\n",
    "    652: 1.7410000e-001,\n",
    "    654: 1.7070000e-001,\n",
    "    656: 1.6500000e-001,\n",
    "    658: 1.6080000e-001,\n",
    "    660: 1.5660000e-001,\n",
    "    662: 1.5330000e-001,\n",
    "    664: 1.4860000e-001,\n",
    "    666: 1.4540000e-001,\n",
    "    668: 1.4260000e-001,\n",
    "    670: 1.3840000e-001,\n",
    "    672: 1.3500000e-001,\n",
    "    674: 1.3180000e-001,\n",
    "    676: 1.2730000e-001,\n",
    "    678: 1.2390000e-001,\n",
    "    680: 1.2210000e-001,\n",
    "    682: 1.1840000e-001,\n",
    "    684: 1.1530000e-001,\n",
    "    686: 1.1210000e-001,\n",
    "    688: 1.1060000e-001,\n",
    "    690: 1.0950000e-001,\n",
    "    692: 1.0840000e-001,\n",
    "    694: 1.0740000e-001,\n",
    "    696: 1.0630000e-001,\n",
    "    698: 1.0550000e-001,\n",
    "    700: 1.0380000e-001,\n",
    "    702: 1.0250000e-001,\n",
    "    704: 1.0380000e-001,\n",
    "    706: 1.0250000e-001,\n",
    "    708: 1.0130000e-001,\n",
    "    710: 1.0020000e-001,\n",
    "    712: 9.8310000e-002,\n",
    "    714: 9.8630000e-002,\n",
    "    716: 9.8140000e-002,\n",
    "    718: 9.6680000e-002,\n",
    "    720: 9.4430000e-002,\n",
    "    722: 9.4050000e-002,\n",
    "    724: 9.2510000e-002,\n",
    "    726: 9.1880000e-002,\n",
    "    728: 9.1120000e-002,\n",
    "    730: 8.9860000e-002,\n",
    "    732: 8.9460000e-002,\n",
    "    734: 8.8610000e-002,\n",
    "    736: 8.9640000e-002,\n",
    "    738: 8.9910000e-002,\n",
    "    740: 8.7700000e-002,\n",
    "    742: 8.7540000e-002,\n",
    "    744: 8.5880000e-002,\n",
    "    746: 8.1340000e-002,\n",
    "    748: 8.8200000e-002,\n",
    "    750: 8.9410000e-002,\n",
    "    752: 8.9360000e-002,\n",
    "    754: 8.4970000e-002,\n",
    "    756: 8.9030000e-002,\n",
    "    758: 8.7810000e-002,\n",
    "    760: 8.5330000e-002,\n",
    "    762: 8.5880000e-002,\n",
    "    764: 1.1310000e-001,\n",
    "    766: 1.6180000e-001,\n",
    "    768: 1.6770000e-001,\n",
    "    770: 1.5340000e-001,\n",
    "    772: 1.1740000e-001,\n",
    "    774: 9.2280000e-002,\n",
    "    776: 9.0480000e-002,\n",
    "    778: 9.0020000e-002,\n",
    "    780: 8.8190000e-002}\n",
    "\n",
    "street_light_sd = colour.SpectralDistribution(\n",
    "    street_light_sd_data, name='Street Light')\n",
    "\n",
    "bandpass_corrected_street_light_sd = street_light_sd.copy()\n",
    "bandpass_corrected_street_light_sd.name = 'Street Light (Bandpass Corrected)'\n",
    "bandpass_corrected_street_light_sd = colour.colorimetry.bandpass_correction(\n",
    "    bandpass_corrected_street_light_sd, method='Stearns 1988')\n",
    "\n",
    "plot_multi_sds([street_light_sd, bandpass_corrected_street_light_sd], \n",
    "               title='Stearns Bandpass Correction');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can then calculate the [$\\Delta E^\\star_{ab}$](http://en.wikipedia.org/wiki/Color_difference#Delta_E) between the two spectral distributions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0052549406580512251"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cmfs = colour.colorimetry.STANDARD_OBSERVERS_CMFS['CIE 1931 2 Degree Standard Observer']\n",
    "street_light_XYZ = colour.sd_to_XYZ(\n",
    "    street_light_sd.interpolate(\n",
    "        colour.SpectralShape(interval=1)), cmfs)\n",
    "bandpass_corrected_street_light_XYZ = colour.sd_to_XYZ(\n",
    "    bandpass_corrected_street_light_sd.interpolate(\n",
    "        colour.SpectralShape(interval=1)), cmfs)\n",
    "\n",
    "# Converting the *CIE XYZ* colourspace values to *CIE Lab* colourspace\n",
    "# and calculating *Delta E*.\n",
    "colour.difference.delta_E_CIE2000(*colour.XYZ_to_Lab(\n",
    "        [street_light_XYZ / 100, bandpass_corrected_street_light_XYZ / 100]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bibliography"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. <a href=\"#back_reference_1\">^<a> <a name=\"reference_1\"></a>Westland, S., Ripamonti, C., & Cheung, V. (2012). Correction for Spectral Bandpass. In *Computational Colour Science Using MATLAB* (2nd ed., p. 38). ISBN:978-0-470-66569-5\n",
    "2. <a href=\"#back_reference_2\">^<a> <a name=\"reference_2\"></a>Stearns, E. I., & Stearns, R. E. (1988). An example of a method for correcting radiance data for Bandpass error. Color Research & Application, 13(4), 257–259. doi:10.1002/col.5080130410"
   ]
  }
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