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authorYuval Adam <_@yuv.al>2018-12-20 10:18:03 +0200
committerYuval Adam <_@yuv.al>2018-12-20 10:18:03 +0200
commitb95a6169777f1dc43cfb3a3fc05fff8097bbd9d8 (patch)
tree875ccb16583e760347feb94be502835c1b677b92
parentfd28acccc2dcc8ee4a4f2dc6ff6804c790195c6a (diff)
Playground WIP
-rw-r--r--playground/.ipynb_checkpoints/denoise-checkpoint.ipynb6
-rw-r--r--playground/.ipynb_checkpoints/multi-checkpoint.ipynb6
-rw-r--r--playground/.ipynb_checkpoints/opencv-checkpoint.ipynb6
-rw-r--r--playground/.ipynb_checkpoints/radar_rnd-checkpoint.ipynb164
-rw-r--r--playground/Pipfile1
-rw-r--r--playground/Pipfile.lock41
-rw-r--r--playground/denoise.ipynb153
-rw-r--r--playground/multi.ipynb67
-rw-r--r--playground/opencv.ipynb160
-rw-r--r--playground/radar_rnd.ipynb164
-rw-r--r--playground/samples/clearsky_140.pngbin0 -> 3953 bytes
-rw-r--r--playground/samples/clearsky_280.pngbin0 -> 3105 bytes
-rw-r--r--playground/samples/radar_rnd.pngbin0 -> 880337 bytes
-rw-r--r--playground/samples/radar_rnd_clean.pngbin0 -> 79620 bytes
-rw-r--r--playground/samples/rain_140_1.pngbin0 -> 43847 bytes
-rw-r--r--playground/samples/rain_140_2.pngbin0 -> 44789 bytes
-rw-r--r--playground/samples/rain_140_3.pngbin0 -> 45594 bytes
-rw-r--r--playground/samples/series/1.pngbin0 -> 148598 bytes
-rw-r--r--playground/samples/series/2.pngbin0 -> 147009 bytes
-rw-r--r--playground/samples/series/3.pngbin0 -> 147922 bytes
-rw-r--r--playground/samples/series/4.pngbin0 -> 146312 bytes
-rw-r--r--playground/samples/series/5.pngbin0 -> 144972 bytes
-rw-r--r--playground/samples/series/6.pngbin0 -> 146517 bytes
-rw-r--r--playground/samples/series/7.pngbin0 -> 143813 bytes
-rw-r--r--playground/samples/series/8.pngbin0 -> 142881 bytes
-rw-r--r--playground/samples/series/9.pngbin0 -> 135802 bytes
26 files changed, 764 insertions, 4 deletions
diff --git a/playground/.ipynb_checkpoints/denoise-checkpoint.ipynb b/playground/.ipynb_checkpoints/denoise-checkpoint.ipynb
new file mode 100644
index 0000000..2fd6442
--- /dev/null
+++ b/playground/.ipynb_checkpoints/denoise-checkpoint.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/playground/.ipynb_checkpoints/multi-checkpoint.ipynb b/playground/.ipynb_checkpoints/multi-checkpoint.ipynb
new file mode 100644
index 0000000..2fd6442
--- /dev/null
+++ b/playground/.ipynb_checkpoints/multi-checkpoint.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/playground/.ipynb_checkpoints/opencv-checkpoint.ipynb b/playground/.ipynb_checkpoints/opencv-checkpoint.ipynb
new file mode 100644
index 0000000..2fd6442
--- /dev/null
+++ b/playground/.ipynb_checkpoints/opencv-checkpoint.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/playground/.ipynb_checkpoints/radar_rnd-checkpoint.ipynb b/playground/.ipynb_checkpoints/radar_rnd-checkpoint.ipynb
new file mode 100644
index 0000000..1b7ca01
--- /dev/null
+++ b/playground/.ipynb_checkpoints/radar_rnd-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": 49,
+ "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": 54,
+ "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": 55,
+ "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": 58,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "True"
+ ]
+ },
+ "execution_count": 58,
+ "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/Pipfile b/playground/Pipfile
index bf1df79..ec66373 100644
--- a/playground/Pipfile
+++ b/playground/Pipfile
@@ -6,6 +6,7 @@ name = "pypi"
[packages]
jupyter = "*"
scikit-image = "*"
+opencv-python = "*"
[dev-packages]
diff --git a/playground/Pipfile.lock b/playground/Pipfile.lock
index 4a99a58..c362709 100644
--- a/playground/Pipfile.lock
+++ b/playground/Pipfile.lock
@@ -1,7 +1,7 @@
{
"_meta": {
"hash": {
- "sha256": "e33431fb760e7d5aa362d843e13db6030ecafa4665a23952311db4b717a5fdfc"
+ "sha256": "88cda1b798b4f7fffac0f27324cf1e78b735669549451fe5976bc15ce6acee2c"
},
"pipfile-spec": 6,
"requires": {
@@ -268,10 +268,10 @@
},
"notebook": {
"hashes": [
- "sha256:24f38c9cc7d7bd0a4c429cc8381e602e58b2b176d6071096a09a0e6c9cd0b463",
- "sha256:5cff23bf1b6385ede54f130f64ec58b9147a454f43d06d173817e0263005ce18"
+ "sha256:661341909008d1e7bfa1541904006f9789fa3de1cbec8379d2879819454cc04b",
+ "sha256:91705b109fc785198faed892489cddb233265564d5e2dad5e4f7974af05ee8dd"
],
- "version": "==5.7.1"
+ "version": "==5.7.2"
},
"numpy": {
"hashes": [
@@ -307,6 +307,39 @@
"markers": "extra == 'array'",
"version": "==1.15.4"
},
+ "opencv-python": {
+ "hashes": [
+ "sha256:03d4b5ebc2414965a51ff937e2bebfb14a046e5653443f2f1620e76cfa1834a3",
+ "sha256:1c45c5dd335faab7c8f84d45fe35c43c17f67237b067fb4e570cc858c904cf17",
+ "sha256:1d433cc5c0ddb679fdd92e5c510487476894496c4cf8a565882d7455df29d658",
+ "sha256:1d860995d4510c86c5e9ee2c9b2026cf8681c52e0b7bbbcf3eb91030e320c0a3",
+ "sha256:1de2ffdb04c3a5161f6a9a6adc6a63d5e3bd22bfc661e4631bbc9dc780471002",
+ "sha256:2f38155daad6a2f8a9f33fbfa2ac683a8eaf20cb24e0723dacc9cef7ed6d3420",
+ "sha256:496a3b7228fc8c3f6fc1f5dc71ca61e0a5168caa270e475d23901e81754626d6",
+ "sha256:514d88f34512df951b66b42d29a513e3f1878bd28afd1b8645db6afba5eb1996",
+ "sha256:5880eba246498d999cf4adec24521ad169f9c547a2a5ecbcda5b44fab5511a62",
+ "sha256:5916a130912519aaa77b70486eb57ae53cb181cbc9a09abb0a12f97a55c9bbb1",
+ "sha256:63593ef7f11e97b65a368f45ec6c565d1b3ff1b5600df233b8e56eed1384017d",
+ "sha256:699c0f9648f7d694b7a17eff241b0de93083901993bb4754fab3af3531d0450a",
+ "sha256:7b84a069da8a826d5de0950227726e8d9dbeaa19628c039ae7a0e195ebb33231",
+ "sha256:86d2e8f003b0106e44d564230ecae1ee98f5020f4136821dfeeadfb688a21fc5",
+ "sha256:9d8da6fec400d764fd6c220be9bf14d4efc725880ea453338c2ef89759086ee2",
+ "sha256:a2803dc25288523c7a777c4e299075cf4e1bf608259c24bdbbfdd3b5901e93cb",
+ "sha256:a4e7850ba96985ace46233779c719354b1d0885e2163aebb574c18193c1fb496",
+ "sha256:c3a8b33be85bf60d7a75d6ddaf118bc51475ced656a2b289b3eaf07ce02ed0f2",
+ "sha256:c4665715a1e04acd65554e60e92e5927d35db3cb9dc0d2c318fd75d94a7faa39",
+ "sha256:cd9cacf436350c2713069125dd6d8e839ada8ac8009d8f91b791f3119cd7f55c",
+ "sha256:ce1bb1d392f1eb454fa5ad48034cecd000d77c5c7cafb9d7fb9e5e4b609d072e",
+ "sha256:d0b55ffc95a5b82488cc8e87821b6a69c107e0d048c0149a1532792783a8c056",
+ "sha256:d9e05843f06b324fceb717bb2d9ab388099e784fadf0c4424e446e4166c4a2ff",
+ "sha256:dad5f1d54395a0bd997dc61f51a037ee65055e90a0af6a0604264cfdebd7dbc4",
+ "sha256:e1a4e2cce210577dc37b2464978735c9e6400854e0b47e0bdfe708e40a8455a8",
+ "sha256:f67b7952ce6d6947dcd486000da4fee101e31d9b9980ecb0c03378ffe995c10d",
+ "sha256:fe5e21e60a95cf46917beab04baf43a747272acfe3bbb65aa224b930b6e1bcc0"
+ ],
+ "index": "pypi",
+ "version": "==3.4.3.18"
+ },
"pandocfilters": {
"hashes": [
"sha256:b3dd70e169bb5449e6bc6ff96aea89c5eea8c5f6ab5e207fc2f521a2cf4a0da9"
diff --git a/playground/denoise.ipynb b/playground/denoise.ipynb
new file mode 100644
index 0000000..79e38c7
--- /dev/null
+++ b/playground/denoise.ipynb
@@ -0,0 +1,153 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "from skimage import img_as_float, filters\n",
+ "from skimage.util import random_noise\n",
+ "from skimage.restoration import denoise_tv_chambolle, denoise_bilateral, denoise_wavelet, estimate_sigma"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "img = io.imread('samples/rain_140_1.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7f0672199b70>"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "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(img)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "original = img_as_float(img)\n",
+ "sigma = 0.355\n",
+ "noisy = random_noise(original, var=sigma**2)\n",
+ "sigma_est = estimate_sigma(noisy, multichannel=True, average_sigmas=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7f067217e630>"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "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(denoise_tv_chambolle(noisy, weight=0.1, multichannel=True))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "ValueError",
+ "evalue": "The parameter `image` must be a 2-dimensional array",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m<ipython-input-21-9e6807ea0d06>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0medges\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfilters\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msobel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moriginal\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+ "\u001b[0;32m~/.virtualenvs/playground-xrdzk4oU/lib/python3.7/site-packages/skimage/filters/edges.py\u001b[0m in \u001b[0;36msobel\u001b[0;34m(image, mask)\u001b[0m\n\u001b[1;32m 101\u001b[0m \u001b[0;34m>>\u001b[0m\u001b[0;34m>\u001b[0m \u001b[0medges\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfilters\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msobel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcamera\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 102\u001b[0m \"\"\"\n\u001b[0;32m--> 103\u001b[0;31m \u001b[0massert_nD\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 104\u001b[0m \u001b[0mout\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msqrt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msobel_h\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmask\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;36m2\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0msobel_v\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmask\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 105\u001b[0m \u001b[0mout\u001b[0m \u001b[0;34m/=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msqrt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;32m~/.virtualenvs/playground-xrdzk4oU/lib/python3.7/site-packages/skimage/_shared/utils.py\u001b[0m in \u001b[0;36massert_nD\u001b[0;34m(array, ndim, arg_name)\u001b[0m\n\u001b[1;32m 176\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg_empty_array\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0marg_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 177\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0marray\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mndim\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 178\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg_incorrect_dim\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0marg_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'-or-'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mn\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mndim\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 179\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 180\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;31mValueError\u001b[0m: The parameter `image` must be a 2-dimensional array"
+ ]
+ }
+ ],
+ "source": [
+ "edges = filters.sobel(original)"
+ ]
+ },
+ {
+ "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/multi.ipynb b/playground/multi.ipynb
new file mode 100644
index 0000000..aa274f6
--- /dev/null
+++ b/playground/multi.ipynb
@@ -0,0 +1,67 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import cv2\n",
+ "from matplotlib import pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "imgs = [cv2.imread(f'samples/series/{i}.png') for i in range(1, 10)]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "gray = [cv2.cvtColor(im, cv2.COLOR_BGR2GRAY) for im in imgs]\n",
+ "gray = [np.float64(im) for im in gray]\n",
+ "noise = np.random.randn(*gray[1].shape)*10\n",
+ "noisy = [im + noise for im in gray]\n",
+ "noisy = [np.uint8(np.clip(im, 0, 255)) for im in noisy]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dst = cv2.fastNlMeansDenoisingMulti(noisy, 2, 5, None, 4, 7, 35)"
+ ]
+ }
+ ],
+ "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/opencv.ipynb b/playground/opencv.ipynb
new file mode 100644
index 0000000..1f0a25f
--- /dev/null
+++ b/playground/opencv.ipynb
@@ -0,0 +1,160 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import cv2\n",
+ "from matplotlib import pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "img = cv2.imread('samples/rain_140_1.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "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": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "imgray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
+ "ret, thresh = cv2.threshold(imgray, 127, 255, 0)\n",
+ "im2, contours, hierarchy = cv2.findContours(thresh, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "res = cv2.drawContours(img, contours, -1, (0,255,0), 3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 2 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "median = cv2.medianBlur(img,7)\n",
+ "plt.subplot(121),plt.imshow(img),plt.title('Original')\n",
+ "plt.xticks([]), plt.yticks([])\n",
+ "plt.subplot(122),plt.imshow(median),plt.title('Averaging')\n",
+ "plt.xticks([]), plt.yticks([])\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "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": [
+ "Z = img.reshape((-1,3))\n",
+ "\n",
+ "# convert to np.float32\n",
+ "Z = np.float32(Z)\n",
+ "\n",
+ "# define criteria, number of clusters(K) and apply kmeans()\n",
+ "criteria = (cv2.TERM_CRITERIA_EPS + cv2.TERM_CRITERIA_MAX_ITER, 10, 1.0)\n",
+ "K = 20\n",
+ "ret,label,center=cv2.kmeans(Z,K,None,criteria,10,cv2.KMEANS_RANDOM_CENTERS)\n",
+ "\n",
+ "# Now convert back into uint8, and make original image\n",
+ "center = np.uint8(center)\n",
+ "res = center[label.flatten()]\n",
+ "res2 = res.reshape((img.shape))\n",
+ "\n",
+ "plt.imshow(res2)\n",
+ "plt.colorbar()\n",
+ "plt.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/radar_rnd.ipynb b/playground/radar_rnd.ipynb
new file mode 100644
index 0000000..c7928b6
--- /dev/null
+++ b/playground/radar_rnd.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/samples/clearsky_140.png b/playground/samples/clearsky_140.png
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diff --git a/playground/samples/clearsky_280.png b/playground/samples/clearsky_280.png
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diff --git a/playground/samples/radar_rnd.png b/playground/samples/radar_rnd.png
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diff --git a/playground/samples/radar_rnd_clean.png b/playground/samples/radar_rnd_clean.png
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+++ b/playground/samples/radar_rnd_clean.png
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diff --git a/playground/samples/rain_140_1.png b/playground/samples/rain_140_1.png
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index 0000000..a1e5aa8
--- /dev/null
+++ b/playground/samples/rain_140_1.png
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diff --git a/playground/samples/rain_140_2.png b/playground/samples/rain_140_2.png
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index 0000000..3de01ff
--- /dev/null
+++ b/playground/samples/rain_140_2.png
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diff --git a/playground/samples/rain_140_3.png b/playground/samples/rain_140_3.png
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+++ b/playground/samples/rain_140_3.png
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diff --git a/playground/samples/series/1.png b/playground/samples/series/1.png
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index 0000000..4ee083e
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+++ b/playground/samples/series/1.png
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diff --git a/playground/samples/series/2.png b/playground/samples/series/2.png
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index 0000000..e58a7a6
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+++ b/playground/samples/series/2.png
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diff --git a/playground/samples/series/3.png b/playground/samples/series/3.png
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+++ b/playground/samples/series/3.png
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diff --git a/playground/samples/series/4.png b/playground/samples/series/4.png
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index 0000000..2dccb03
--- /dev/null
+++ b/playground/samples/series/4.png
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diff --git a/playground/samples/series/5.png b/playground/samples/series/5.png
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+++ b/playground/samples/series/5.png
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diff --git a/playground/samples/series/6.png b/playground/samples/series/6.png
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+++ b/playground/samples/series/6.png
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diff --git a/playground/samples/series/7.png b/playground/samples/series/7.png
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diff --git a/playground/samples/series/8.png b/playground/samples/series/8.png
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diff --git a/playground/samples/series/9.png b/playground/samples/series/9.png
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+++ b/playground/samples/series/9.png
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