{ "cells": [ { "cell_type": "markdown", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# CCD calibration\n", "\n", "This tutorial presents how to calibrate the distortion from a CCD camera coupled with a taper of optic fibers.\n", "If your camera is already calibrated using Fit2D and you have access to the corresponding *spline* file, this tutorial is not for you: simply create your detector object like this ``pyFAI.detectors.Detector(splineFile=\"example.spline\")`` and you are done. This tutorial uses the image of a regular grid on the detector. \n", "\n", "It uses a procedure described in: \"Calibration and correction of spatial distortions in 2D detector systems\" from \n", "Hammersley, A. P.; Svensson, S. O.; Thompson, A. published in \n", "Nuclear Instruments and Methods in Physics Research Section A, Volume 346, Issue 1-2, p. 312-321.\n", "DOI:10.1016/0168-9002(94)90720-X\n", "\n", "The procedure is performed in 4 steps:\n", "1. peak picking\n", "2. grid assignment\n", "3. distortion fitting\n", "4. interpolation of the fitted data\n", "5. saving into a detector definition file\n", "\n", "The picture used is the one of a regular metallic grid of holes (spaced by 5mm), just in front of the detector. We will assume holes are circular, which looks correct in first approximation. Parallax error will be ignored for now.\n", "\n", "The images used for this test can be downloaded from:\n", "http://www.silx.org/pub/pyFAI/detector_calibration/frelonID22_grid.edf\n", "\n", "## Peak picking\n", "\n", "\n", "Let's start with peak picking, for this, we will use the *FabIO* library able to read the image and *matplotlib* to display the image. The distortion is assumed to be minimal in the middle of the detector, so we first focus on one spot in the middle:\n", "\n", "First we initialize the matplotlib library to be used in the *Jupyter Notebook* interface." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:01.731699Z", "iopub.status.busy": "2026-09-15T08:01:01.731621Z", "iopub.status.idle": "2026-09-15T08:01:02.226038Z", "shell.execute_reply": "2026-09-15T08:01:02.225432Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Working with pyFAI version: 2026.9.0\n" ] } ], "source": [ "# %matplotlib widget\n", "#For documentation purpose, `inline` is used to enforce the storage of the image in the notebook\n", "%matplotlib inline\n", "import time\n", "import numpy\n", "from matplotlib.pyplot import subplots\n", "\n", "start_time = time.perf_counter()\n", "import pyFAI\n", "print(f\"Working with pyFAI version: {pyFAI.version}\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:02.270023Z", "iopub.status.busy": "2026-09-15T08:01:02.269832Z", "iopub.status.idle": "2026-09-15T08:01:02.518850Z", "shell.execute_reply": "2026-09-15T08:01:02.518126Z" }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/tmp/pyFAI_testdata_kieffer/frelonID22_grid.edf\n" ] } ], "source": [ "from silx.resources import ExternalResources\n", "downloader = ExternalResources(\"pyFAI\", \"http://www.silx.org/pub/pyFAI/detector_calibration\", \"PYFAI_DATA\")\n", "fname = downloader.getfile(\"frelonID22_grid.edf\")\n", "print(fname)\n", "\n", "#To test the corrections are good, once you have finished this tutorial:\n", "#fname = \"corrected.edf\"\n", "\n", "import fabio\n", "img = fabio.open(fname).data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:02.520443Z", "iopub.status.busy": "2026-09-15T08:01:02.520339Z", "iopub.status.idle": "2026-09-15T08:01:03.782478Z", "shell.execute_reply": "2026-09-15T08:01:03.781652Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Display the image, and zoom on one spot\n", "fig,ax = subplots(1, 2, figsize=(10,5))\n", "ax[0].imshow(img, interpolation=\"nearest\", origin=\"lower\")\n", "#Zoom into a spot in the middle of the image, where the distortion is expected to be minimal\n", "ax[1].imshow(img[1060:1100,1040:1080], interpolation=\"nearest\", origin=\"lower\")\n", "ax[1].set_title(\"Zoom one point in the center\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:03.784516Z", "iopub.status.busy": "2026-09-15T08:01:03.784404Z", "iopub.status.idle": "2026-09-15T08:01:03.867436Z", "shell.execute_reply": "2026-09-15T08:01:03.866786Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Look at the profile of the peak to measure the width (it is expected to be a crenel)\n", "fig,ax = subplots()\n", "ax.plot(img[1060+25,1040:1060])\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at one spot, in the center of the image: it is circular and is slightly larger than 10 pixels.\n", "We will define a convolution kernel of size 11x11 of circular shape with sharp borders as this is what a perfect spot is expected to look like. The kernel is normalized in such a way it does not modify the average intensity of the image\n", "\n", "Now convolve the image with this circular kernel using scipy.signal (in direct space: the kernel is small and performance does not really matter here). \n", "\n", "It is important to have an odd size for the kernel for convolution as an even shape would induce an offset of 1/2 pixel in the located peak-position." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:03.869238Z", "iopub.status.busy": "2026-09-15T08:01:03.869131Z", "iopub.status.idle": "2026-09-15T08:01:03.943621Z", "shell.execute_reply": "2026-09-15T08:01:03.943118Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "size = 11 #Odd of course\n", "center = (size-1)//2\n", "y, x = numpy.ogrid[-center:center+1,-center:center+1]\n", "r2 = x*x + y*y\n", "kernel = (r2<=(center+0.5)**2).astype(float)\n", "kernel /= kernel.sum()\n", "\n", "fig,ax = subplots()\n", "ax.imshow(kernel, interpolation=\"nearest\", origin=\"lower\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:03.945222Z", "iopub.status.busy": "2026-09-15T08:01:03.945123Z", "iopub.status.idle": "2026-09-15T08:01:04.535696Z", "shell.execute_reply": "2026-09-15T08:01:04.535095Z" } }, "outputs": [], "source": [ "from scipy import ndimage, signal" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:04.537582Z", "iopub.status.busy": "2026-09-15T08:01:04.537394Z", "iopub.status.idle": "2026-09-15T08:01:05.375285Z", "shell.execute_reply": "2026-09-15T08:01:05.374777Z" } }, "outputs": [], "source": [ "cnv = signal.convolve2d(img, kernel, mode=\"same\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:05.377199Z", "iopub.status.busy": "2026-09-15T08:01:05.377099Z", "iopub.status.idle": "2026-09-15T08:01:05.379271Z", "shell.execute_reply": "2026-09-15T08:01:05.378800Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(2048, 2048) (2048, 2048)\n" ] } ], "source": [ "#Check that size is unchanged.\n", "print(img.shape, cnv.shape) " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:05.380785Z", "iopub.status.busy": "2026-09-15T08:01:05.380693Z", "iopub.status.idle": "2026-09-15T08:01:06.837705Z", "shell.execute_reply": "2026-09-15T08:01:06.837042Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Check the image still looks the same. it is just supposed to be smoother.\n", "\n", "fig,ax = subplots(1,2, figsize=(10,5))\n", "ax[0].imshow(cnv, interpolation=\"nearest\", origin=\"lower\")\n", "#Zoom into a spot in the middle of the image, where the distortion is expected to be minimal\n", "ax[1].imshow(cnv[1060:1100,1040:1080], interpolation=\"nearest\", origin=\"lower\")\n", "ax[1].set_title(\"Zoom one point in the center\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:06.839359Z", "iopub.status.busy": "2026-09-15T08:01:06.839250Z", "iopub.status.idle": "2026-09-15T08:01:06.919296Z", "shell.execute_reply": "2026-09-15T08:01:06.918353Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Zoom into the very same spot to ensure it is smoother\n", "fig,ax = subplots()\n", "ax.imshow(cnv[1060:1100,1040:1080], interpolation=\"nearest\", origin=\"lower\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:06.921262Z", "iopub.status.busy": "2026-09-15T08:01:06.921109Z", "iopub.status.idle": "2026-09-15T08:01:07.000763Z", "shell.execute_reply": "2026-09-15T08:01:07.000341Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# and here again the same profile:\n", "fig, ax = subplots() \n", "ax.plot(cnv[1060+25,1030:1070])\n", "pass\n", "# the peak got broader (2x) but much smoother on the top: this is what we are interrested in." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After convolution with a pattern of the same shape as the hole, the peak center is located with a sub-pixel resolution.\n", "The peak has a full size of 30 pixels in 1 dimension.\n", "\n", "All peak positions will be extracted using the pyFAI inverse watershed algorithm. \n", "Once all regions are segmented, the ones too small are sieved out and the remaining ones are classified according to their peak intensity using a histogram. As intensity varies a lot, this histogram is done on the log-scale of the intensity." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:07.002597Z", "iopub.status.busy": "2026-09-15T08:01:07.002501Z", "iopub.status.idle": "2026-09-15T08:01:07.005006Z", "shell.execute_reply": "2026-09-15T08:01:07.004449Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of points in the kernel: 97\n" ] } ], "source": [ "mini = (kernel>0).sum()\n", "print(\"Number of points in the kernel: {}\".format(mini))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:07.006431Z", "iopub.status.busy": "2026-09-15T08:01:07.006344Z", "iopub.status.idle": "2026-09-15T08:01:07.957758Z", "shell.execute_reply": "2026-09-15T08:01:07.957190Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of region segmented: 79513\n", "Number of large enough regions : 8443\n" ] } ], "source": [ "try: #depends if the version of pyFAI you are using\n", " from pyFAI.watershed import InverseWatershed\n", "except:\n", " from pyFAI.ext.watershed import InverseWatershed\n", " #Version of pyFAI newer than feb 2016\n", "iw = InverseWatershed(cnv)\n", "iw.init()\n", "iw.merge_singleton()\n", "all_regions = set(iw.regions.values())\n", "regions = [i for i in all_regions if i.size>mini]\n", "\n", "print(\"Number of region segmented: {}\".format(len(all_regions)))\n", "print(\"Number of large enough regions : {}\".format(len(regions)))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:07.959653Z", "iopub.status.busy": "2026-09-15T08:01:07.959291Z", "iopub.status.idle": "2026-09-15T08:01:08.037491Z", "shell.execute_reply": "2026-09-15T08:01:08.036927Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s = [i.maxi for i in regions]\n", "\n", "fig, ax = subplots()\n", "ax.hist(numpy.log10(s), 20)\n", "pass\n", "#Look for the maximum value in each region to be able to segment accordingly" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are clearly 3 groups of very different intensity, well segregated:\n", "\n", "* around $10^{2.1}$ (~125), those are the peaks where no taper brings light\n", "* around $10^{3.4}$ (~2500), those are segmented regions in the background\n", "* above $10^{3.9}$ (~8000), those are actual peaks, we are looking for.\n", "\n", "We retain all peaks >$10^{3.5}$" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:08.039223Z", "iopub.status.busy": "2026-09-15T08:01:08.039128Z", "iopub.status.idle": "2026-09-15T08:01:08.042491Z", "shell.execute_reply": "2026-09-15T08:01:08.042013Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of remaining peaks: 438\n" ] } ], "source": [ "peaks = [(i.index//img.shape[-1], i.index%img.shape[-1]) for i in regions if (i.maxi)>10**3.5]\n", "print(\"Number of remaining peaks: {}\".format(len(peaks)))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:08.043826Z", "iopub.status.busy": "2026-09-15T08:01:08.043741Z", "iopub.status.idle": "2026-09-15T08:01:09.367239Z", "shell.execute_reply": "2026-09-15T08:01:09.366383Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Raw peak coordinate:\n", "[(985, 1347), (987, 1050), (988, 950), (989, 850), (494, 1139), (494, 1532), (494, 1630), (495, 941), (495, 1040), (495, 1725)]\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fix, ax = subplots()\n", "ax.imshow(img, interpolation=\"nearest\", origin=\"lower\")\n", "peaks_raw = numpy.array(peaks)\n", "ax.plot(peaks_raw[:,1], peaks_raw[:, 0], \"or\")\n", "ax.set_xlim(0,2048)\n", "ax.set_ylim(0,2048)\n", "ax.set_title(\"Extracted peak position (raw)\")\n", "print(\"Raw peak coordinate:\")\n", "print(peaks[:10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Precise peak extraction is performed using a second order Taylor expansion" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:09.369378Z", "iopub.status.busy": "2026-09-15T08:01:09.369256Z", "iopub.status.idle": "2026-09-15T08:01:09.383036Z", "shell.execute_reply": "2026-09-15T08:01:09.382442Z" } }, "outputs": [], "source": [ "try:\n", " from pyFAI.bilinear import Bilinear\n", "except:\n", " from pyFAI.ext.bilinear import Bilinear\n", "bl = Bilinear(cnv)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:09.384830Z", "iopub.status.busy": "2026-09-15T08:01:09.384440Z", "iopub.status.idle": "2026-09-15T08:01:10.665938Z", "shell.execute_reply": "2026-09-15T08:01:10.665387Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refined peak coordinate:\n", "[(984.9750924967229, 1347.2278463244438), (986.9943161238916, 1049.9258093461394), (987.5709957778454, 950.2447667270899), (988.7883404791355, 850.4592428803444), (493.8755831941962, 1139.269279718399), (493.68921983242035, 1532.4994266927242), (494.1645929813385, 1629.4961404204369), (495.41298922896385, 941.0682685673237), (494.51620441675186, 1040.3055989444256), (495.1300549954176, 1725.3363772034645)]\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ref_peaks = [bl.local_maxi(p) for p in peaks]\n", "fig, ax = subplots()\n", "ax.imshow(img, interpolation=\"nearest\", origin=\"lower\")\n", "peaks_ref = numpy.array(ref_peaks)\n", "ax.plot(peaks_raw[:,1], peaks_raw[:, 0], \"or\")\n", "ax.plot(peaks_ref[:,1],peaks_ref[:, 0], \"ob\")\n", "ax.set_xlim(0,2048)\n", "ax.set_ylim(0,2048)\n", "ax.set_title(\"Extracted peak position (red: raw, blue: refined)\")\n", "print(\"Refined peak coordinate:\")\n", "print(ref_peaks[:10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this stage, a visual inspection of the grid confirms all peaks have been properly segmented. If this is not the case, one can adapt:\n", "\n", "* the size of the kernel\n", "* the threshold coming out of the histogramming\n", "\n", "## Pair-wise distribution function\n", "\n", "We will now select the (4-) first neighbours for every single peak.\n", "For this we calculate the distance matrix from any point to any other, with `scipy.spatial.distance.cdist`: " ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:10.667689Z", "iopub.status.busy": "2026-09-15T08:01:10.667591Z", "iopub.status.idle": "2026-09-15T08:01:10.669854Z", "shell.execute_reply": "2026-09-15T08:01:10.669428Z" } }, "outputs": [], "source": [ "# Nota, pyFAI uses **C-coordinates** so they come out as (y,x) and not the usual (x,y). \n", "# This notation helps us to remind the order\n", "yx = numpy.array(ref_peaks)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:10.671532Z", "iopub.status.busy": "2026-09-15T08:01:10.671446Z", "iopub.status.idle": "2026-09-15T08:01:10.674023Z", "shell.execute_reply": "2026-09-15T08:01:10.673553Z" } }, "outputs": [], "source": [ "# pairwise distance calculation using scipy.spatial.distance.cdist\n", "from scipy.spatial.distance import cdist\n", "dist = cdist(peaks_ref, peaks_ref)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a look at the pairwise distribution function for the first neighbors" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:10.675909Z", "iopub.status.busy": "2026-09-15T08:01:10.675823Z", "iopub.status.idle": "2026-09-15T08:01:10.940060Z", "shell.execute_reply": "2026-09-15T08:01:10.939484Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots()\n", "ax.hist(dist.ravel(), 200, range=(0,200))\n", "ax.set_title(\"Pair-wise distribution function\")\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This histogram provides us:\n", "\n", "* At 0, the 438 peaks with 0-distance to themselves.\n", "* between 85 and 105 the first neighbours\n", "* between 125 and 150 the second neighbours.\n", "* ... and so on.\n", "\n", "We now focus on the first neighbours which are all located between 70 and 110 pixels apart." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:10.941829Z", "iopub.status.busy": "2026-09-15T08:01:10.941732Z", "iopub.status.idle": "2026-09-15T08:01:10.945270Z", "shell.execute_reply": "2026-09-15T08:01:10.944736Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 359 control point with exactly 4 first neigbours\n" ] } ], "source": [ "#We define here a data-type for each peak (called center) with 4 neighbours (called north, east, south and west). \n", "point_type = numpy.dtype([('center_y', float), ('center_x', float),\n", " ('east_y', float), ('east_x', float),\n", " ('west_y', float), ('west_x', float),\n", " ('north_y', float), ('north_x', float),\n", " ('south_y', float), ('south_x', float)])\n", "\n", "neig = numpy.logical_and(dist>70.0, dist<110.0)\n", "valid = (neig.sum(axis=-1)==4).sum()\n", "print(\"There are %i control point with exactly 4 first neigbours\"%valid)\n", "# This initializes an empty structure to be populated\n", "point = numpy.zeros(valid, point_type)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:10.946734Z", "iopub.status.busy": "2026-09-15T08:01:10.946645Z", "iopub.status.idle": "2026-09-15T08:01:10.973177Z", "shell.execute_reply": "2026-09-15T08:01:10.972666Z" } }, "outputs": [], "source": [ "#Populate the structure: we use a loop as it loops only over 400 points \n", "h=-1\n", "for i, center in enumerate(peaks_ref):\n", " if neig[i].sum()!=4: continue\n", " h+=1\n", " point[h][\"center_y\"],point[h][\"center_x\"] = center\n", " for j in ((0,1),(0,-1),(1,0),(-1,0)):\n", " tmp = []\n", " for k in numpy.where(neig[i]):\n", " curr = yx[k]\n", " tmp.append(numpy.dot(curr-center,j))\n", " l = numpy.argmax(tmp)\n", " y, x = peaks_ref[numpy.where(neig[i])][l]\n", " if j==(0,1):point[h][\"east_y\"], point[h][\"east_x\"] = y, x\n", " elif j==(0,-1):point[h][\"west_y\"], point[h][\"west_x\"] = y, x\n", " elif j==(1,0): point[h][\"north_y\"],point[h][\"north_x\"] = y, x\n", " elif j==(-1,0):point[h][\"south_y\"],point[h][\"south_x\"] = y, x" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will need to define an *origin* but taking it on the border of the image is looking for trouble as this is where distortions are likely to be the most important. The center of the detector is an option but we prefer to take the peak the nearest to the centroid of all other peaks." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:10.974605Z", "iopub.status.busy": "2026-09-15T08:01:10.974516Z", "iopub.status.idle": "2026-09-15T08:01:10.978270Z", "shell.execute_reply": "2026-09-15T08:01:10.977772Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The guessed center is at (734, 1181)\n", "The center is at (753.6695075929165, 1186.2394403219223)\n", "The X vector is is at (97.7192316558653, -0.7882316412610825)\n", "The Y vector is is at (1.3836010962836236, 97.08162904894091)\n" ] } ], "source": [ "#Select the initial guess for the center:\n", "\n", "#Most intense peak:\n", "#m = max([i for i in regions], key=lambda i:i.maxi)\n", "#Cx, Cy = m.index%img.shape[-1],m.index//img.shape[-1]\n", "#Cx, Cy = point[\"center_x\"].mean(), point[\"center_y\"].mean() #Centroid of all points\n", "Cx, Cy = 734, 1181 #beam center\n", "#Cx, Cy = tuple(i//2 for i in cnv.shape) #detector center\n", "print(\"The guessed center is at ({}, {})\".format(Cx, Cy))\n", "\n", "#Get the nearest point from centroid:\n", "d2 = ((point[\"center_x\"]-Cx)**2+(point[\"center_y\"]-Cy)**2)\n", "best = d2.argmin()\n", "Op = point[best]\n", "Ox, Oy = Op[\"center_x\"], Op[\"center_y\"]\n", "\n", "print(\"The center is at ({}, {})\".format(Ox, Oy))\n", "#Calculate the average vector along the 4 main axes \n", "Xx = (point[:][\"east_x\"] - point[:][\"center_x\"]).mean()\n", "Xy = (point[:][\"east_y\"] - point[:][\"center_y\"]).mean()\n", "Yx = (point[:][\"north_x\"] - point[:][\"center_x\"]).mean()\n", "Yy = (point[:][\"north_y\"] - point[:][\"center_y\"]).mean()\n", "\n", "print(\"The X vector is is at ({}, {})\".format(Xx, Xy))\n", "print(\"The Y vector is is at ({}, {})\".format(Yx, Yy))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:10.980285Z", "iopub.status.busy": "2026-09-15T08:01:10.980197Z", "iopub.status.idle": "2026-09-15T08:01:10.982556Z", "shell.execute_reply": "2026-09-15T08:01:10.982174Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X has an angle of -0.4621543385003372 deg\n", "Y has an angle of 89.1834795375111 deg\n", "The XY angle is 89.64563387601144 deg\n" ] } ], "source": [ "from numpy import arctan2, rad2deg\n", "print(\"X has an angle of {} deg\".format(rad2deg(arctan2(Xy, Xx))))\n", "print(\"Y has an angle of {} deg\".format(rad2deg(arctan2(Yy, Yx))))\n", "print(\"The XY angle is {} deg\".format(rad2deg(arctan2(Yy, Yx) - arctan2(Xy, Xx))))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:10.984158Z", "iopub.status.busy": "2026-09-15T08:01:10.984073Z", "iopub.status.idle": "2026-09-15T08:01:10.986426Z", "shell.execute_reply": "2026-09-15T08:01:10.985872Z" } }, "outputs": [], "source": [ "x = point[:][\"center_x\"] - Ox\n", "y = point[:][\"center_y\"] - Oy\n", "xy = numpy.vstack((x,y))\n", "R = numpy.array([[Xx,Yx],[Xy,Yy]])\n", "iR = numpy.linalg.inv(R)\n", "IJ = numpy.dot(iR,xy).T" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:10.987708Z", "iopub.status.busy": "2026-09-15T08:01:10.987622Z", "iopub.status.idle": "2026-09-15T08:01:10.990435Z", "shell.execute_reply": "2026-09-15T08:01:10.989976Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Xmin/max -6.07339403367694 12.061373991516556\n", "Ymin/max -11.088150757143282 7.0402203644302945\n", "Maximum error versus integrer: 0.11664148113326078 * pitch size (5mm)\n" ] } ], "source": [ "Xmin = IJ[:,0].min()\n", "Xmax = IJ[:,0].max()\n", "Ymin = IJ[:,1].min()\n", "Ymax = IJ[:,1].max()\n", "print(\"Xmin/max\",Xmin, Xmax)\n", "print(\"Ymin/max\",Ymin,Ymax)\n", "print(\"Maximum error versus integrer: {} * pitch size (5mm)\".format(abs(IJ-IJ.round()).max()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this point it is important to check the correct rounding to integers: The maximum error should definitely be better than 0.2*pitch ! If not, try to change the origin (Cx and Cy). This criterion will be used for the optimization later on." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:10.992139Z", "iopub.status.busy": "2026-09-15T08:01:10.992052Z", "iopub.status.idle": "2026-09-15T08:01:11.095382Z", "shell.execute_reply": "2026-09-15T08:01:11.094778Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from math import ceil, floor\n", "fig, ax = subplots()\n", "ax.plot(IJ[:,0],IJ[:,1],\"or\")\n", "idx = numpy.round(IJ).astype(int)\n", "ax.plot(idx[:,0],IJ[:,1],\"og\")\n", "ax.set_xlim(floor(Xmin), ceil(Xmax))\n", "ax.set_ylim(floor(Ymin), ceil(Ymax))\n", "ax.set_title(\"Red: measured peaks, Green: Expected position\")\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Estimation of the pixel size:\n", "\n", "The pixel size is obtained from the pitch of the grid, in vectorial:\n", "\n", "$$pitch^2 = (Px \\cdot Xx)^2 + (Py \\cdot Xy)^2$$\n", "\n", "$$pitch^2 = (Px \\cdot Yx)^2 + (Py \\cdot Yy)^2$$" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:11.096889Z", "iopub.status.busy": "2026-09-15T08:01:11.096795Z", "iopub.status.idle": "2026-09-15T08:01:11.099673Z", "shell.execute_reply": "2026-09-15T08:01:11.099156Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pixel size in average: x:51.165 micron, y: 51.498 microns\n" ] } ], "source": [ "from math import sqrt\n", "pitch = 5e-3 #mm distance between holes\n", "Py = pitch*sqrt((Yx**2-Xx**2)/((Xy*Yx)**2-(Xx*Yy)**2))\n", "Px = sqrt((pitch**2-(Xy*Py)**2)/Xx**2)\n", "print(\"Pixel size in average: x:{:.3f} micron, y: {:.3f} microns\".format(Px*1e6, Py*1e6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this stage, we have:\n", "\n", " * A list of control points placed on a regular grid with a sub-pixel precision\n", " * The center of the image, located on a control point\n", " * the average X and Y vector to go from one control point to another\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Optimization of the pixel position\n", "\n", "\n", "The optimization is obtained by minimizing the mis-placement of the control points on the regular grid. For a larger coverage we include now the peaks on the border with less than 4 neighbours." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:11.101371Z", "iopub.status.busy": "2026-09-15T08:01:11.101283Z", "iopub.status.idle": "2026-09-15T08:01:11.114531Z", "shell.execute_reply": "2026-09-15T08:01:11.114084Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total inital error 2.599814851844056 [np.float64(753.6695075929165), np.float64(1186.2394403219223), np.float64(97.7192316558653), np.float64(1.3836010962836236), np.float64(-0.7882316412610825), np.float64(97.08162904894091)]\n", "Maximum initial error versus integrer: 0.19816158445440024 * pitch size (5mm)\n", " message: Optimization terminated successfully.\n", " success: True\n", " status: 0\n", " fun: 2.121940252542724\n", " x: [ 7.530e+02 1.185e+03 9.811e+01 1.475e+00 -8.050e-01\n", " 9.732e+01]\n", " nit: 13\n", " jac: [-1.192e-07 1.490e-07 4.768e-07 -6.557e-07 5.960e-07\n", " -2.980e-08]\n", " hess_inv: [[ 1.455e+01 4.760e-01 ... -1.227e-02 1.763e-02]\n", " [ 4.760e-01 1.391e+01 ... -8.740e-01 5.664e-01]\n", " ...\n", " [-1.227e-02 -8.740e-01 ... 2.977e-01 -3.285e-03]\n", " [ 1.763e-02 5.664e-01 ... -3.285e-03 3.002e-01]]\n", " nfev: 133\n", " njev: 19\n", "total Final error 2.121940252542724 [ 7.53016369e+02 1.18524643e+03 9.81143160e+01 1.47509457e+00\n", " -8.04955399e-01 9.73161428e+01]\n", "Maximum final error versus integrer: 0.23349197587393888 * pitch size (5mm)\n" ] } ], "source": [ "#Measured peaks (all!), needs to flip x<->y\n", "peaks_m = numpy.empty_like(peaks_ref)\n", "peaks_m[:,1] = peaks_ref[:,0]\n", "peaks_m[:,0] = peaks_ref[:,1]\n", "\n", "#parameter set for optimization:\n", "P0 = [Ox, Oy, Xx, Yx, Xy, Yy]\n", "\n", "P = numpy.array(P0)\n", "\n", "def to_hole(P, pixels):\n", " \"Translate pixel -> hole\"\n", " T = numpy.atleast_2d(P[:2])\n", " R = P[2:].reshape((2,2))\n", " #Transformation matrix from pixel to holes:\n", " hole = numpy.dot(numpy.linalg.inv(R), (pixels - T).T).T\n", " return hole\n", "\n", "def to_pix(P, holes):\n", " \"Translate hole -> pixel\"\n", " T = numpy.atleast_2d(P[:2])\n", " R = P[2:].reshape((2,2))\n", " #Transformation from index points (holes) to pixel coordinates: \n", " pix = numpy.dot(R,holes.T).T + T\n", " return pix\n", "\n", "def error(P):\n", " \"Error function\"\n", " hole_float = to_hole(P, peaks_m)\n", " hole_int = hole_float.round()\n", " delta = hole_float-hole_int\n", " delta2 = (delta**2).sum()\n", " return delta2\n", "\n", "print(\"Total inital error \", error(P), P0)\n", "holes = to_hole(P, peaks_m)\n", "print(\"Maximum initial error versus integrer: {} * pitch size (5mm)\".format(abs(holes-holes.round()).max()))\n", "from scipy.optimize import minimize\n", "res = minimize(error, P)\n", "print(res)\n", "print(\"total Final error \", error(res.x),res.x)\n", "holes = to_hole(res.x, peaks_m)\n", "print(\"Maximum final error versus integrer: {} * pitch size (5mm)\".format(abs(holes-holes.round()).max()))" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:11.116274Z", "iopub.status.busy": "2026-09-15T08:01:11.116186Z", "iopub.status.idle": "2026-09-15T08:01:12.400435Z", "shell.execute_reply": "2026-09-15T08:01:12.399917Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = subplots()\n", "peaks_c = to_pix(res.x,to_hole(res.x,peaks_m).round())\n", "ax.imshow(img, interpolation=\"nearest\", origin=\"lower\")\n", "ax.plot(peaks_m[:,0],peaks_m[:, 1], \"or\")\n", "ax.plot(peaks_c[:,0], peaks_c[:, 1], \"og\")\n", "ax.set_xlim(0, 2048)\n", "ax.set_ylim(0, 2048)\n", "ax.set_title(\"Peak position: measured (red) and expected (Green)\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:12.402481Z", "iopub.status.busy": "2026-09-15T08:01:12.402374Z", "iopub.status.idle": "2026-09-15T08:01:12.405344Z", "shell.execute_reply": "2026-09-15T08:01:12.404849Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimized pixel size in average: x:50.959 micron, y: 51.373 microns\n" ] } ], "source": [ "pitch = 5e-3 #mm distance between holes\n", "Ox, Oy, Xx, Yx, Xy, Yy = res.x\n", "Py = pitch*sqrt((Yx**2-Xx**2)/((Xy*Yx)**2-(Xx*Yy)**2))\n", "Px = sqrt((pitch**2-(Xy*Py)**2)/Xx**2)\n", "print(\"Optimized pixel size in average: x:{:.3f} micron, y: {:.3f} microns\".format(Px*1e6, Py*1e6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A few comments:\n", "\n", "* The maximum error grows during optimization without explanations\n", "* The outer part of the detector is the most distorted\n", "\n", "## Interpolation of the fitted data\n", "\n", "### Multivariate data interpolation (griddata)\n", "\n", "\n", "Correction arrays are built slightly larger (+1) to be able to manipulate corners instead of centers of pixels\n", "As coordinates are needed as y,x (and not x,y) we use p instead of peaks_m" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:12.406950Z", "iopub.status.busy": "2026-09-15T08:01:12.406861Z", "iopub.status.idle": "2026-09-15T08:01:18.367146Z", "shell.execute_reply": "2026-09-15T08:01:18.366481Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.interpolate import griddata\n", "grid_x, grid_y = numpy.mgrid[0:img.shape[0]+1, 0:img.shape[1]+1]\n", "delta = peaks_c - peaks_m\n", "#we use peaks_res instead of peaks_m to be in y,x coordinates, not x,y\n", "delta_x = griddata(peaks_ref, delta[:,0], (grid_x, grid_y), method='cubic')\n", "delta_y = griddata(peaks_ref, delta[:,1], (grid_x, grid_y), method='cubic')\n", "\n", "fig, ax = subplots(1, 2, figsize=(10,5))\n", "im0 = ax[0].imshow(delta_x,origin=\"lower\", interpolation=\"nearest\")\n", "ax[0].set_title(r\"$\\delta$ x\")\n", "fig.colorbar(im0, ax=ax[0])\n", "\n", "im1=ax[1].imshow(delta_y, origin=\"lower\", interpolation=\"nearest\")\n", "ax[1].set_title(r\"$\\delta$ y\")\n", "fig.colorbar(im1, ax=ax[1])\n", "pass\n", "#Nota: the arrays are filled with \"NaN\" outside the convex Hull" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:18.368908Z", "iopub.status.busy": "2026-09-15T08:01:18.368808Z", "iopub.status.idle": "2026-09-15T08:01:18.371783Z", "shell.execute_reply": "2026-09-15T08:01:18.371229Z" } }, "outputs": [], "source": [ "#From http://stackoverflow.com/questions/3662361/fill-in-missing-values-with-nearest-neighbour-in-python-numpy-masked-arrays\n", "def fill(data, invalid=None):\n", " \"\"\"\n", " Replace the value of invalid 'data' cells (indicated by 'invalid') \n", " by the value of the nearest valid data cell\n", "\n", " Input:\n", " data: numpy array of any dimension\n", " invalid: a binary array of same shape as 'data'. True cells set where data\n", " value should be replaced.\n", " If None (default), use: invalid = np.isnan(data)\n", "\n", " Output: \n", " Return a filled array. \n", " \"\"\"\n", "\n", " if invalid is None: \n", " invalid = numpy.isnan(data)\n", "\n", " ind = ndimage.distance_transform_edt(invalid, return_distances=False, return_indices=True)\n", " return data[tuple(ind)]" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:18.373580Z", "iopub.status.busy": "2026-09-15T08:01:18.373456Z", "iopub.status.idle": "2026-09-15T08:01:21.733684Z", "shell.execute_reply": "2026-09-15T08:01:21.733066Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(1,2, figsize=(10,5))\n", "im0 = ax[0].imshow(fill(delta_x),origin=\"lower\", interpolation=\"nearest\")\n", "ax[0].set_title(r\"$\\delta$ x\")\n", "fig.colorbar(im0, ax=ax[0])\n", "\n", "im1 = ax[1].imshow(fill(delta_y), origin=\"lower\", interpolation=\"nearest\")\n", "ax[1].set_title(r\"$\\delta$ y\")\n", "fig.colorbar(im1, ax=ax[1])\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is important to understand the extrapolation outside the convex hull has no justification, it is there just to prevent numerical bugs.\n", "\n", "## Saving the distortion correction arrays to a detector" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:21.735547Z", "iopub.status.busy": "2026-09-15T08:01:21.735448Z", "iopub.status.idle": "2026-09-15T08:01:25.731339Z", "shell.execute_reply": "2026-09-15T08:01:25.730436Z" } }, "outputs": [], "source": [ "from pyFAI.detectors import Detector\n", "detector = Detector(Py,Px)\n", "detector.max_shape = detector.shape = img.shape\n", "detector.set_dx(fill(delta_x))\n", "detector.set_dy(fill(delta_y))\n", "detector.mask = numpy.isnan(delta_x).astype(numpy.int8)[:img.shape[0], :img.shape[1]]\n", "detector.save(\"testdetector.h5\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Validation of the distortion correction" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:25.734720Z", "iopub.status.busy": "2026-09-15T08:01:25.734328Z", "iopub.status.idle": "2026-09-15T08:01:29.372162Z", "shell.execute_reply": "2026-09-15T08:01:29.371486Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "15 1840 0 2 0 3 -2.7939677238464355e-09 1.0426198244094849 -2.6797568608571964e-09 -2.7939677238464355e-09 0.93764328956604 0.0 0.009151378646492958\n", " A0=0.023020314052700996; A1=0.9976806640625; B0=1.010115623474121; B1=1.0958251953125; C0=1.010115623474121; C1=2.0958251953125; D0=0.0101156672462821; D1=2.0958251953125\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pyFAI.distortion import Distortion\n", "dis = Distortion(detector)\n", "cor = dis.correct(img)\n", "\n", "fig, ax = subplots(1, 2, figsize=(10,5))\n", "ax[0].imshow(img, interpolation=\"nearest\", origin=\"lower\")\n", "ax[0].set_title(\"Original\")\n", "\n", "ax[1].imshow(cor, origin=\"lower\", interpolation=\"nearest\")\n", "ax[1].set_title(\"Corrected\")\n", "\n", "# Save the corrected image\n", "fabio.edfimage.EdfImage(data=cor).save(\"corrected.edf\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "\n", "This procedure describes how to measure the detector distortion and how to create a detector description file directly usable in pyFAI. Only the region inside the convex hull of the grid data-points is valid and the region of the detector which is not calibrated has been masked out to prevent accidental use of it.\n", "\n", "The distortion corrected image can now be used to check how \"good\" the calibration actually is. This file can be injected in the third cell, and follow the same procedure (left as exercise). This gives a maximum mis-placement of 0.003, the average error is then of 0.0006 and correction-map exhibit a displacement of pixels in the range +/- 0.2 pixels which is acceptable and validates the whole procedure." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "execution": { "iopub.execute_input": "2026-09-15T08:01:29.375037Z", "iopub.status.busy": "2026-09-15T08:01:29.374699Z", "iopub.status.idle": "2026-09-15T08:01:29.378077Z", "shell.execute_reply": "2026-09-15T08:01:29.377402Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Execution time: 27.303 s\n" ] } ], "source": [ "print(f\"Execution time: {time.perf_counter()-start_time:.3f} s\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.1" } }, "nbformat": 4, "nbformat_minor": 4 }