Skip to content

Instantly share code, notes, and snippets.

Embed
What would you like to do?
ColorChecker-PoC.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "ColorChecker-PoC.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyPpVy1D/jlQ8sIHavI+FxsC",
"include_colab_link": true
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/otivedani/81d50b0ab3a959a02e7b60d2f6f43941/colorchecker-poc.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "_XZKh8f0kLkK",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "58a15b2e-fb5d-4c94-88c1-abc2191e20e8"
},
"source": [
"!pip install colour-science\r\n",
"import colour\r\n",
"import cv2\r\n",
"import numpy as np\r\n",
"import matplotlib\r\n",
"import matplotlib.pyplot as plt\r\n",
"%matplotlib inline\r\n",
"\r\n",
"matplotlib.rcParams['figure.dpi'] = 300\r\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Requirement already satisfied: colour-science in /usr/local/lib/python3.6/dist-packages (0.3.16)\n",
"Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from colour-science) (1.15.0)\n",
"Requirement already satisfied: imageio in /usr/local/lib/python3.6/dist-packages (from colour-science) (2.4.1)\n",
"Requirement already satisfied: scipy<2.0.0,>=1.1.0 in /usr/local/lib/python3.6/dist-packages (from colour-science) (1.4.1)\n",
"Requirement already satisfied: pillow in /usr/local/lib/python3.6/dist-packages (from imageio->colour-science) (7.0.0)\n",
"Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from imageio->colour-science) (1.19.5)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "8xozusQRkid_",
"outputId": "62af7901-169d-4567-d0f9-7982afb70eaa"
},
"source": [
"!ls"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"colorchecker.jpg\t colorchecker-original.jpg\n",
"colorchecker-lowtemp.jpg sample_data\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 213
},
"id": "eGvIIi2ck8Ks",
"outputId": "6dbdfd87-b954-4589-9c07-b59ff8c39f1a"
},
"source": [
"# show the images\r\n",
"source_image = cv2.imread('colorchecker-lowtemp.jpg')[...,::-1]\r\n",
"target_image = cv2.imread('colorchecker-original.jpg')[...,::-1]\r\n",
"\r\n",
"print(source_image.shape)\r\n",
"f, axs = plt.subplots(1,2)\r\n",
"axs[0].imshow(source_image)\r\n",
"axs[1].imshow(target_image)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"(439, 538, 3)\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f4b64dc0898>"
]
},
"metadata": {
"tags": []
},
"execution_count": 3
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 194
},
"id": "2y0GRssFl04e",
"outputId": "e3e260d7-886c-4a3e-ef44-d34ebe2f0a97"
},
"source": [
"def sample_colourcard(image, shape=(6,4), offset_tol=5):\r\n",
" \"\"\"Find color squares and sample its each color\"\"\"\r\n",
" # thresholding\r\n",
" gauss_img = cv2.GaussianBlur(image,(3,3),0)\r\n",
" binary_img = np.zeros(image.shape[:-1], dtype=np.uint8)\r\n",
"\r\n",
" for channel in gauss_img[None, :].swapaxes(0,-1):\r\n",
" _, binary_chan = cv2.threshold(channel,0,255,cv2.THRESH_OTSU)\r\n",
" binary_img += binary_chan.astype(np.uint8)\r\n",
"\r\n",
" # find found squares\r\n",
" _found_boxes = []\r\n",
" contours, _ = cv2.findContours(binary_img, cv2.RETR_LIST, cv2.CHAIN_APPROX_SIMPLE)\r\n",
" for contour in contours:\r\n",
" approx = cv2.approxPolyDP(contour, 0.02 * cv2.arcLength(contour, True), True)\r\n",
" if len(approx) == 4: # box\r\n",
" x, y, w, h = cv2.boundingRect(approx)\r\n",
" aspect_ratio = w / h\r\n",
" area = w * h\r\n",
" if area > 100 and aspect_ratio > 0.90 and aspect_ratio < 1.1: # big square\r\n",
" cv2.drawContours(gauss_img, [approx], 0, (0, 255, 0), 5) # draws\r\n",
" _found_boxes.append([x, y, w, h])\r\n",
" \r\n",
" # sort by place, we want origin start from bottom-left, which is brighter\r\n",
" found_boxes = np.asarray(_found_boxes)\r\n",
" fboxs_idx_cw = np.argsort((found_boxes[:,0] - found_boxes[:,1] * shape[0]))\r\n",
" found_boxes = found_boxes[fboxs_idx_cw]\r\n",
"\r\n",
" # correct rotation using next box from origin\r\n",
" angle = np.arctan((found_boxes[1,1] - found_boxes[0,1])/(found_boxes[1,0] - found_boxes[0,0]))\r\n",
" if(angle != 0.0):\r\n",
" warp_matrix = cv2.getRotationMatrix2D(tuple(found_boxes[0,:2]), angle*180./np.pi, 1.)\r\n",
" gauss_img = cv2.warpAffine(gauss_img, warp_matrix, None)\r\n",
" tfed_points = np.hstack((found_boxes[:,:2],np.ones((len(found_boxes),1))))\r\n",
" found_boxes[:,:2] = np.dot(tfed_points, warp_matrix.swapaxes(1,0))\r\n",
"\r\n",
" # create grid of sample points\r\n",
" diff_x = np.abs(found_boxes[1:,0] - found_boxes[0:-1,0])\r\n",
" diff_y = np.abs(found_boxes[1:,1] - found_boxes[0:-1,1])\r\n",
" delta_x = np.min(diff_x[diff_x > offset_tol])\r\n",
" delta_y = np.min(diff_y[diff_y > offset_tol])\r\n",
" \r\n",
" _xi = (np.arange(shape[0]) * delta_x) + found_boxes[0,0] + found_boxes[:,2].min()//2\r\n",
" _yi = (-np.arange(shape[1]) * delta_y) + found_boxes[0,1] + found_boxes[:,3].min()//2\r\n",
" xx, yy = np.meshgrid(_xi.astype(int), _yi.astype(int))\r\n",
"\r\n",
" # sampling\r\n",
" sampled_colors = gauss_img[yy.ravel(),xx.ravel()]\r\n",
"\r\n",
" # draws\r\n",
" for i, (x, y) in enumerate(zip(xx.ravel(), yy.ravel())):\r\n",
" cv2.putText(gauss_img, str(i), (x,y), cv2.FONT_HERSHEY_COMPLEX, 0.8, (255, 0, 100)) \r\n",
" cv2.circle(gauss_img, (x,y), 2, (255, 0, 100), thickness=6)\r\n",
"\r\n",
" visual = gauss_img\r\n",
"\r\n",
" return visual, sampled_colors\r\n",
"\r\n",
"vis_src, src_colors = sample_colourcard(source_image, (6,4))\r\n",
"vis_trg, trg_colors = sample_colourcard(target_image, (6,4))\r\n",
"\r\n",
"f, axs = plt.subplots(1,2)\r\n",
"axs[0].imshow(vis_src)\r\n",
"axs[1].imshow(vis_trg)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f4b63867828>"
]
},
"metadata": {
"tags": []
},
"execution_count": 4
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 287
},
"id": "u-06H_kWI43p",
"outputId": "2f65b3c8-fb66-4343-d992-739c33d2f9c1"
},
"source": [
"# color correction using colour-science\r\n",
"_result_image = colour.colour_correction(source_image/255., src_colors/255., trg_colors/255., method='Finlayson 2015')\r\n",
"result_image = np.array(np.clip(_result_image, 0, 1)*255.).astype(np.uint8)\r\n",
"plt.imshow(result_image)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f4b6df4e860>"
]
},
"metadata": {
"tags": []
},
"execution_count": 5
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 287
},
"id": "H1HEas46iyLl",
"outputId": "8fe67fc9-cccf-4ff3-8b48-f088f7f4546b"
},
"source": [
"# differences\r\n",
"plt.imshow(result_image - target_image + 128)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f4b63842668>"
]
},
"metadata": {
"tags": []
},
"execution_count": 6
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 287
},
"id": "alRLA4udm2hC",
"outputId": "b68af437-f6d3-4e4d-a36e-5f247cd2f534"
},
"source": [
"# hex from wikipedia to rgb\r\n",
"true_colors = np.asarray([\r\n",
" [243, 243, 242],\r\n",
" [200, 200, 200],\r\n",
" [160, 160, 160],\r\n",
" [122, 122, 121],\r\n",
" [85, 85, 85],\r\n",
" [52, 52, 52],\r\n",
"\r\n",
" [56, 61, 150],\r\n",
" [70, 148, 73],\r\n",
" [175, 54, 60],\r\n",
" [231, 199, 31],\r\n",
" [187, 86, 149],\r\n",
" [8, 133, 161],\r\n",
" \r\n",
" [214, 126, 44],\r\n",
" [80, 91, 166],\r\n",
" [193, 90, 99],\r\n",
" [94, 60, 108],\r\n",
" [157, 188, 64],\r\n",
" [224, 163, 46],\r\n",
" \r\n",
" [115, 82, 68],\r\n",
" [194, 150, 130],\r\n",
" [98, 122, 157],\r\n",
" [87, 108, 67],\r\n",
" [133, 128, 177],\r\n",
" [103, 189, 170],\r\n",
"])\r\n",
"\r\n",
"# color correction\r\n",
"result_image = colour.colour_correction(target_image/255., trg_colors/255., true_colors/255., method='Finlayson 2015')\r\n",
"plt.imshow(np.array(result2_image))\r\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f4b5b07a5f8>"
]
},
"metadata": {
"tags": []
},
"execution_count": 16
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 287
},
"id": "_WdxsWn6njyS",
"outputId": "c97404bc-4637-41c2-8b99-4f5fbf9c3b98"
},
"source": [
"# differences\r\n",
"plt.imshow((np.array(result2_image)*255.).astype(np.uint8) - target_image + 128)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f4b5add8eb8>"
]
},
"metadata": {
"tags": []
},
"execution_count": 19
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
}
]
}
@otivedani
Copy link
Author

otivedani commented Feb 12, 2021

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment