diff options
Diffstat (limited to 'playground')
| -rw-r--r-- | playground/.ipynb_checkpoints/jordan-checkpoint.ipynb | 164 | ||||
| -rw-r--r-- | playground/.ipynb_checkpoints/jordanpil-checkpoint.ipynb | 94 | ||||
| -rw-r--r-- | playground/Pipfile | 3 | ||||
| -rw-r--r-- | playground/Pipfile.lock | 301 | ||||
| -rw-r--r-- | playground/jordan.ipynb | 164 | ||||
| -rw-r--r-- | playground/jordanpil.ipynb | 94 | ||||
| -rw-r--r-- | playground/samples/jordan.png | bin | 0 -> 393628 bytes | |||
| -rw-r--r-- | playground/samples/jordan2.png | bin | 0 -> 393628 bytes |
8 files changed, 539 insertions, 281 deletions
diff --git a/playground/.ipynb_checkpoints/jordan-checkpoint.ipynb b/playground/.ipynb_checkpoints/jordan-checkpoint.ipynb new file mode 100644 index 0000000..c7928b6 --- /dev/null +++ b/playground/.ipynb_checkpoints/jordan-checkpoint.ipynb @@ -0,0 +1,164 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cv2\n", + "\n", + "from matplotlib import pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "img = cv2.imread('samples/radar_rnd.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(img)\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "COLORS = [\n", + " [51, 51, 51],\n", + " [155, 85, 197],\n", + " [232, 10, 231],\n", + " [170, 11, 16],\n", + " [202, 1, 7],\n", + " [255, 1, 1],\n", + " [255, 142, 4],\n", + " [230, 191, 2],\n", + " [245, 253, 9],\n", + " [9, 141, 4],\n", + " [6, 196, 0],\n", + " [16, 242, 10],\n", + " [22, 0, 205],\n", + " [12, 147, 255],\n", + " [21, 224, 238]\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "rgbimg = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n", + " \n", + "g1 = np.array([16, 242, 10])\n", + "g2 = np.array([16, 242, 10])\n", + "\n", + "mask = cv2.inRange(rgbimg, np.array(COLORS[0]), np.array(COLORS[0]))\n", + "for c in COLORS[1:]:\n", + " mask = mask | cv2.inRange(rgbimg, np.array(c), np.array(c))\n", + "\n", + "res = cv2.bitwise_and(rgbimg, rgbimg, mask=mask)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(res)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bgrimg = cv2.cvtColor(res, cv2.COLOR_RGB2BGR)\n", + "cv2.imwrite('samples/radar_rnd_clean.png', bgrimg)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/playground/.ipynb_checkpoints/jordanpil-checkpoint.ipynb b/playground/.ipynb_checkpoints/jordanpil-checkpoint.ipynb new file mode 100644 index 0000000..63fa5cc --- /dev/null +++ b/playground/.ipynb_checkpoints/jordanpil-checkpoint.ipynb @@ -0,0 +1,94 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import Image" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "img = Image.open('samples/jordan2.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "COLORS = [\n", + " (128,0,0),\n", + " (200,0,0),\n", + " (255,63,0),\n", + " (255,115,0),\n", + " (255,229,0),\n", + " (255,247,192),\n", + " (255,255,255),\n", + " (120,235,255),\n", + " (50,200,255),\n", + " (0,121,255),\n", + " (0,0,199)\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "m = img.load()\n", + "s = img.size\n", + "for x in range(s[0]):\n", + " for y in range(s[1]):\n", + " if m[x,y] not in COLORS:\n", + " m[x,y] = (0,0,0)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "img.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/playground/Pipfile b/playground/Pipfile index ec66373..64693a4 100644 --- a/playground/Pipfile +++ b/playground/Pipfile @@ -5,8 +5,7 @@ name = "pypi" [packages] jupyter = "*" -scikit-image = "*" -opencv-python = "*" +pillow = "*" [dev-packages] diff --git a/playground/Pipfile.lock b/playground/Pipfile.lock index c362709..0fb4c13 100644 --- a/playground/Pipfile.lock +++ b/playground/Pipfile.lock @@ -1,7 +1,7 @@ { "_meta": { "hash": { - "sha256": "88cda1b798b4f7fffac0f27324cf1e78b735669549451fe5976bc15ce6acee2c" + "sha256": "dc76a5ed19b3d86f0ca8b4b52a4670ef8d1149db55b767e67e19c08da7561b55" }, "pipfile-spec": 6, "requires": { @@ -30,30 +30,6 @@ ], "version": "==3.0.2" }, - "cloudpickle": { - "hashes": [ - "sha256:f169a8523a40eb0a3452e1878aac31da6759409fbafa51dd50d89d4a6b42bcf1", - "sha256:fac8deaad55cd9e6cc11bb1d61c66da730f3f602ea8433698ef10ce664e520ec" - ], - "version": "==0.6.1" - }, - "cycler": { - "hashes": [ - "sha256:1d8a5ae1ff6c5cf9b93e8811e581232ad8920aeec647c37316ceac982b08cb2d", - 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"sha256:929f0a7ea7f61c178bd951bdae93920515d3fbdbafc8e6caf82d752b9b3b31c9" - ], - "markers": "extra == 'array'", - "version": "==0.9.0" - }, "tornado": { "hashes": [ "sha256:0662d28b1ca9f67108c7e3b77afabfb9c7e87bde174fbda78186ecedc2499a9d", diff --git a/playground/jordan.ipynb b/playground/jordan.ipynb new file mode 100644 index 0000000..c7928b6 --- /dev/null +++ b/playground/jordan.ipynb @@ -0,0 +1,164 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cv2\n", + "\n", + "from matplotlib import pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "img = cv2.imread('samples/radar_rnd.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(img)\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "COLORS = [\n", + " [51, 51, 51],\n", + " [155, 85, 197],\n", + " [232, 10, 231],\n", + " [170, 11, 16],\n", + " [202, 1, 7],\n", + " [255, 1, 1],\n", + " [255, 142, 4],\n", + " [230, 191, 2],\n", + " [245, 253, 9],\n", + " [9, 141, 4],\n", + " [6, 196, 0],\n", + " [16, 242, 10],\n", + " [22, 0, 205],\n", + " [12, 147, 255],\n", + " [21, 224, 238]\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "rgbimg = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n", + " \n", + "g1 = np.array([16, 242, 10])\n", + "g2 = np.array([16, 242, 10])\n", + "\n", + "mask = cv2.inRange(rgbimg, np.array(COLORS[0]), np.array(COLORS[0]))\n", + "for c in COLORS[1:]:\n", + " mask = mask | cv2.inRange(rgbimg, np.array(c), np.array(c))\n", + "\n", + "res = cv2.bitwise_and(rgbimg, rgbimg, mask=mask)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(res)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bgrimg = cv2.cvtColor(res, cv2.COLOR_RGB2BGR)\n", + "cv2.imwrite('samples/radar_rnd_clean.png', bgrimg)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/playground/jordanpil.ipynb b/playground/jordanpil.ipynb new file mode 100644 index 0000000..63fa5cc --- /dev/null +++ b/playground/jordanpil.ipynb @@ -0,0 +1,94 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import Image" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "img = Image.open('samples/jordan2.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "COLORS = [\n", + " (128,0,0),\n", + " (200,0,0),\n", + " (255,63,0),\n", + " (255,115,0),\n", + " (255,229,0),\n", + " (255,247,192),\n", + " (255,255,255),\n", + " (120,235,255),\n", + " (50,200,255),\n", + " (0,121,255),\n", + " (0,0,199)\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "m = img.load()\n", + "s = img.size\n", + "for x in range(s[0]):\n", + " for y in range(s[1]):\n", + " if m[x,y] not in COLORS:\n", + " m[x,y] = (0,0,0)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "img.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/playground/samples/jordan.png b/playground/samples/jordan.png Binary files differnew file mode 100644 index 0000000..efd0c8e --- /dev/null +++ b/playground/samples/jordan.png diff --git a/playground/samples/jordan2.png b/playground/samples/jordan2.png Binary files differnew file mode 100644 index 0000000..efd0c8e --- /dev/null +++ b/playground/samples/jordan2.png |
