mirror of
https://github.com/Laurent2916/REVA-QCAV.git
synced 2024-11-09 23:12:05 +00:00
309 lines
3.2 MiB
Plaintext
309 lines
3.2 MiB
Plaintext
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/home/laurent_fainsin/Documents/unet/.venv/lib/python3.8/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
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" from .autonotebook import tqdm as notebook_tqdm\n"
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]
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}
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],
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"source": [
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"from PIL import Image\n",
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"import numpy as np\n",
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"\n",
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"import albumentations as A\n",
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"\n",
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"%config InlineBackend.figure_formats = ['svg']\n",
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"import matplotlib.pyplot as plt\n",
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"%matplotlib inline\n",
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"\n",
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"from utils import RandomPaste"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Drafts"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"1044.8875pt\" height=\"491.194526pt\" viewBox=\"0 0 1044.8875 491.194526\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n <metadata>\n <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n <cc:Work>\n <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n <dc:date>2022-08-26T10:49:29.478173</dc:date>\n <dc:format>image/svg+xml</dc:format>\n <dc:creator>\n <cc:Agent>\n <dc:title>Matplotlib v3.5.3, https://matplotlib.org/</dc:title>\n </cc:Agent>\n </dc:creator>\n </cc:Work>\n </rdf:RDF>\n </metadata>\n <defs>\n <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n </defs>\n <g id=\"figure_1\">\n <g id=\"patch_1\">\n <path d=\"M 0 491.194526 \nL 1044.8875 491.194526 \nL 1044.8875 0 \nL 0 0 \nz\n\" style=\"fill: #ffffff\"/>\n </g>\n <g id=\"axes_1\">\n <g id=\"patch_2\">\n <path d=\"M 33.2875 467.316401 \nL 489.832955 467.316401 \nL 489.832955 10.770946 \nL 33.2875 10.770946 \nz\n\" style=\"fill: #ffffff\"/>\n </g>\n <g clip-path=\"url(#p4d4f423724)\">\n <image xlink:href=\"data:image/png;base64,\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"text/plain": [
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"<Figure size 1800x1000 with 2 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"# paste_img = Image.open(\"/media/disk1/lfainsin/SPHERES/real/2022_SM/Face/2/DSC_0200.jpg\").convert(\"RGBA\")\n",
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"# paste_mask = Image.open(\"/media/disk1/lfainsin/SPHERES/real/2022_SM/Face/2/MASK.PNG\").convert(\"LA\")\n",
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"\n",
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"paste_img = Image.open(\"/media/disk1/lfainsin/SPHERES/synth/void_specular/0035.png\").convert(\"RGBA\")\n",
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"paste_mask = Image.open(\"/media/disk1/lfainsin/SPHERES/synth/void_specular/MASK.PNG\").convert(\"LA\")\n",
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"\n",
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"plt.figure(figsize=(18, 10))\n",
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"\n",
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"plt.subplot(1, 2, 1)\n",
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"plt.imshow(paste_img)\n",
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"\n",
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"plt.subplot(1, 2, 2)\n",
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"plt.imshow(paste_mask)\n",
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"\n",
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"ax = plt.gca()\n",
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"ax.set_facecolor('xkcd:salmon')\n",
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"\n",
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"plt.show()\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"1044.8875pt\" height=\"490.34604pt\" viewBox=\"0 0 1044.8875 490.34604\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n <metadata>\n <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n <cc:Work>\n <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n <dc:date>2022-08-26T10:49:30.071623</dc:date>\n <dc:format>image/svg+xml</dc:format>\n <dc:creator>\n <cc:Agent>\n <dc:title>Matplotlib v3.5.3, https://matplotlib.org/</dc:title>\n </cc:Agent>\n </dc:creator>\n </cc:Work>\n </rdf:RDF>\n </metadata>\n <defs>\n <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n </defs>\n <g id=\"figure_1\">\n <g id=\"patch_1\">\n <path d=\"M 0 490.34604 \nL 1044.8875 490.34604 \nL 1044.8875 0 \nL 0 0 \nz\n\" style=\"fill: #ffffff\"/>\n </g>\n <g id=\"axes_1\">\n <g id=\"patch_2\">\n <path d=\"M 33.2875 466.467915 \nL 489.832955 466.467915 \nL 489.832955 9.922461 \nL 33.2875 9.922461 \nz\n\" style=\"fill: #ffffff\"/>\n </g>\n <g clip-path=\"url(#pb7ffae7021)\">\n <image xlink:href=\"data:image/png;base64,\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"text/plain": [
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"<Figure size 1800x1000 with 2 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"resampler = Image.Resampling.LANCZOS\n",
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"\n",
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"paste_image_resized = paste_img.resize((212, 212), resample=resampler)\n",
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"paste_mask_resized = paste_mask.resize((212, 212), resample=resampler)\n",
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"\n",
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"plt.figure(figsize=(18, 10))\n",
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"\n",
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"plt.subplot(1, 2, 1)\n",
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"plt.imshow(paste_image_resized)\n",
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"\n",
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"plt.subplot(1, 2, 2)\n",
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"plt.imshow(paste_mask_resized)\n",
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"\n",
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"ax = plt.gca()\n",
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"ax.set_facecolor('xkcd:salmon')\n",
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"\n",
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"plt.show()\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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||
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{
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"data": {
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|
|
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"1038.525pt\" height=\"487.62358pt\" viewBox=\"0 0 1038.525 487.62358\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n <metadata>\n <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n <cc:Work>\n <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n <dc:date>2022-08-26T10:49:30.612374</dc:date>\n <dc:format>image/svg+xml</dc:format>\n <dc:creator>\n <cc:Agent>\n <dc:title>Matplotlib v3.5.3, https://matplotlib.org/</dc:title>\n </cc:Agent>\n </dc:creator>\n </cc:Work>\n </rdf:RDF>\n </metadata>\n <defs>\n <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n </defs>\n <g id=\"figure_1\">\n <g id=\"patch_1\">\n <path d=\"M 0 487.62358 \nL 1038.525 487.62358 \nL 1038.525 0 \nL 0 0 \nz\n\" style=\"fill: #ffffff\"/>\n </g>\n <g id=\"axes_1\">\n <g id=\"patch_2\">\n <path d=\"M 26.925 463.745455 \nL 483.470455 463.745455 \nL 483.470455 7.2 \nL 26.925 7.2 \nz\n\" style=\"fill: #ffffff\"/>\n </g>\n <g clip-path=\"url(#p7f5eee2f98)\">\n <image xlink:href=\"data:image/png;base64,\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
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 1800x1000 with 2 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"import cv2\n",
|
||
|
|
"\n",
|
||
|
|
"# transform = A.Compose([A.RandomScale((-0.95, -0.25), interpolation=cv2.INTER_LANCZOS4)])\n",
|
||
|
|
"transform = A.Compose([A.Resize(width=50, height=50, interpolation=cv2.INTER_LANCZOS4)])\n",
|
||
|
|
"\n",
|
||
|
|
"augmentations = transform(image=np.asarray(paste_img), mask=np.asarray(paste_mask))\n",
|
||
|
|
"paste_image_resized2 = augmentations[\"image\"]\n",
|
||
|
|
"paste_mask_resized2 = augmentations[\"mask\"]\n",
|
||
|
|
"\n",
|
||
|
|
"plt.figure(figsize=(18, 10))\n",
|
||
|
|
"\n",
|
||
|
|
"plt.subplot(1, 2, 1)\n",
|
||
|
|
"plt.imshow(Image.fromarray(paste_image_resized2))\n",
|
||
|
|
"\n",
|
||
|
|
"plt.subplot(1, 2, 2)\n",
|
||
|
|
"plt.imshow(Image.fromarray(paste_mask_resized2))\n",
|
||
|
|
"\n",
|
||
|
|
"ax = plt.gca()\n",
|
||
|
|
"ax.set_facecolor('xkcd:salmon')\n",
|
||
|
|
"\n",
|
||
|
|
"plt.show()\n"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 5,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"1038.525pt\" height=\"487.62358pt\" viewBox=\"0 0 1038.525 487.62358\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n <metadata>\n <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n <cc:Work>\n <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n <dc:date>2022-08-26T10:49:31.129178</dc:date>\n <dc:format>image/svg+xml</dc:format>\n <dc:creator>\n <cc:Agent>\n <dc:title>Matplotlib v3.5.3, https://matplotlib.org/</dc:title>\n </cc:Agent>\n </dc:creator>\n </cc:Work>\n </rdf:RDF>\n </metadata>\n <defs>\n <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n </defs>\n <g id=\"figure_1\">\n <g id=\"patch_1\">\n <path d=\"M 0 487.62358 \nL 1038.525 487.62358 \nL 1038.525 0 \nL 0 0 \nz\n\" style=\"fill: #ffffff\"/>\n </g>\n <g id=\"axes_1\">\n <g id=\"patch_2\">\n <path d=\"M 26.925 463.745455 \nL 483.470455 463.745455 \nL 483.470455 7.2 \nL 26.925 7.2 \nz\n\" style=\"fill: #ffffff\"/>\n </g>\n <g clip-path=\"url(#pb24e389b77)\">\n <image xlink:href=\"data:image/png;base64,\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
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 1800x1000 with 2 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"import torchvision.transforms as T\n",
|
||
|
|
"\n",
|
||
|
|
"transform = T.Compose(\n",
|
||
|
|
" [\n",
|
||
|
|
" T.RandomAffine(0, shear=(-20, 20, -20, 20), interpolation=T.InterpolationMode.BILINEAR),\n",
|
||
|
|
" T.Resize((50, 50), T.InterpolationMode.BILINEAR),\n",
|
||
|
|
" ]\n",
|
||
|
|
")\n",
|
||
|
|
"\n",
|
||
|
|
"paste_image_resized3 = paste_img\n",
|
||
|
|
"paste_image_resized3 = T.functional.adjust_brightness(paste_image_resized3, 1.2)\n",
|
||
|
|
"paste_image_resized3 = T.functional.adjust_contrast(paste_image_resized3, 1.2)\n",
|
||
|
|
"paste_image_resized3 = T.functional.affine(paste_image_resized3, angle=0, translate=(0, 0), scale=0.95, shear=(5, 5), interpolation=T.InterpolationMode.BILINEAR)\n",
|
||
|
|
"paste_image_resized3 = T.functional.resize(paste_image_resized3, (50, 50), interpolation=T.InterpolationMode.BILINEAR)\n",
|
||
|
|
"\n",
|
||
|
|
"paste_mask_resized3 = paste_mask\n",
|
||
|
|
"paste_mask_resized3 = T.functional.affine(paste_mask_resized3, angle=0, translate=(0, 0), scale=0.95, shear=(5, 5), interpolation=T.InterpolationMode.BILINEAR)\n",
|
||
|
|
"paste_mask_resized3 = T.functional.resize(paste_mask_resized3, (50, 50), interpolation=T.InterpolationMode.BILINEAR)\n",
|
||
|
|
"\n",
|
||
|
|
"plt.figure(figsize=(18, 10))\n",
|
||
|
|
"\n",
|
||
|
|
"plt.subplot(1, 2, 1)\n",
|
||
|
|
"plt.imshow(paste_image_resized3)\n",
|
||
|
|
"\n",
|
||
|
|
"plt.subplot(1, 2, 2)\n",
|
||
|
|
"plt.imshow(paste_mask_resized3)\n",
|
||
|
|
"\n",
|
||
|
|
"ax = plt.gca()\n",
|
||
|
|
"ax.set_facecolor(\"xkcd:salmon\")\n",
|
||
|
|
"\n",
|
||
|
|
"plt.show()\n"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 6,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"1355.796591pt\" height=\"588.722944pt\" viewBox=\"0 0 1355.796591 588.722944\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n <metadata>\n <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n <cc:Work>\n <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n <dc:date>2022-08-26T10:49:31.548167</dc:date>\n <dc:format>image/svg+xml</dc:format>\n <dc:creator>\n <cc:Agent>\n <dc:title>Matplotlib v3.5.3, https://matplotlib.org/</dc:title>\n </cc:Agent>\n </dc:creator>\n </cc:Work>\n </rdf:RDF>\n </metadata>\n <defs>\n <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n </defs>\n <g id=\"figure_1\">\n <g id=\"patch_1\">\n <path d=\"M -0 588.722944 \nL 1355.796591 588.722944 \nL 1355.796591 0 \nL -0 0 \nz\n\" style=\"fill: #ffffff\"/>\n </g>\n <g id=\"axes_1\">\n <g id=\"patch_2\">\n <path d=\"M 33.2875 564.844819 \nL 587.6875 564.844819 \nL 587.6875 10.444819 \nL 33.2875 10.444819 \nz\n\" style=\"fill: #ffffff\"/>\n </g>\n <g clip-path=\"url(#p5e6fea08fa)\">\n <image xlink:href=\"data:image/png;base64,\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
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 2500x1000 with 2 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"target_img = Image.open(\"/home/laurent_fainsin/Images/bg.jpg\").convert(\"RGBA\").resize((500, 500))\n",
|
||
|
|
"\n",
|
||
|
|
"plt.figure(figsize=(25, 10))\n",
|
||
|
|
"\n",
|
||
|
|
"plt.subplot(1, 2, 1)\n",
|
||
|
|
"plt.imshow(target_img)\n",
|
||
|
|
"\n",
|
||
|
|
"target_img.paste(paste_image_resized3, (100, 100), paste_mask_resized3)\n",
|
||
|
|
"\n",
|
||
|
|
"plt.subplot(1, 2, 2)\n",
|
||
|
|
"plt.imshow(target_img)\n",
|
||
|
|
"\n",
|
||
|
|
"plt.show()\n"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "markdown",
|
||
|
|
"metadata": {},
|
||
|
|
"source": [
|
||
|
|
"# Albumentations custom DualTransform"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 30,
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"1114.560966pt\" height=\"588.844219pt\" viewBox=\"0 0 1114.560966 588.844219\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n <metadata>\n <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n <cc:Work>\n <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n <dc:date>2022-08-26T10:57:38.535920</dc:date>\n <dc:format>image/svg+xml</dc:format>\n <dc:creator>\n <cc:Agent>\n <dc:title>Matplotlib v3.5.3, https://matplotlib.org/</dc:title>\n </cc:Agent>\n </dc:creator>\n </cc:Work>\n </rdf:RDF>\n </metadata>\n <defs>\n <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n </defs>\n <g id=\"figure_1\">\n <g id=\"patch_1\">\n <path d=\"M 0 588.844219 \nL 1114.560966 588.844219 \nL 1114.560966 0 \nL 0 0 \nz\n\" style=\"fill: #ffffff\"/>\n </g>\n <g id=\"axes_1\">\n <g id=\"patch_2\">\n <path d=\"M 33.2875 564.966094 \nL 344.27125 564.966094 \nL 344.27125 10.566094 \nL 33.2875 10.566094 \nz\n\" style=\"fill: #ffffff\"/>\n </g>\n <g clip-path=\"url(#pec2cede66d)\">\n <image xlink:href=\"data:image/png;base64,\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
|
||
|
|
"text/plain": [
|
||
|
|
"<Figure size 2500x1000 with 2 Axes>"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"target_img = Image.open(\"/media/disk1/lfainsin/BACKGROUND/coco/000000000723.jpg\").convert(\"RGBA\")\n",
|
||
|
|
"target_img = np.asarray(target_img, dtype=np.uint8)\n",
|
||
|
|
"\n",
|
||
|
|
"target_mask = np.zeros((*target_img.shape[:2], 4), dtype=np.uint8)\n",
|
||
|
|
"\n",
|
||
|
|
"transforms = A.Compose([\n",
|
||
|
|
" RandomPaste(25, \"/media/disk1/lfainsin/SPHERES/\"),\n",
|
||
|
|
"])\n",
|
||
|
|
"\n",
|
||
|
|
"aug = transforms(image=target_img, mask=target_mask)\n",
|
||
|
|
"aug_image = aug[\"image\"]\n",
|
||
|
|
"aug_mask = aug[\"mask\"]\n",
|
||
|
|
"\n",
|
||
|
|
"plt.figure(figsize=(25, 10))\n",
|
||
|
|
"\n",
|
||
|
|
"plt.subplot(1, 2, 1)\n",
|
||
|
|
"plt.imshow(aug_image)\n",
|
||
|
|
"\n",
|
||
|
|
"plt.subplot(1, 2, 2)\n",
|
||
|
|
"plt.imshow(aug_mask)\n",
|
||
|
|
"\n",
|
||
|
|
"plt.show()\n"
|
||
|
|
]
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"metadata": {
|
||
|
|
"kernelspec": {
|
||
|
|
"display_name": "Python 3.8.0 ('.venv': poetry)",
|
||
|
|
"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": "3.8.0"
|
||
|
|
},
|
||
|
|
"orig_nbformat": 4,
|
||
|
|
"vscode": {
|
||
|
|
"interpreter": {
|
||
|
|
"hash": "dc80d2c03865715c8671359a6bf138f6c8ae4e26ae025f2543e0980b8db0ed7e"
|
||
|
|
}
|
||
|
|
}
|
||
|
|
},
|
||
|
|
"nbformat": 4,
|
||
|
|
"nbformat_minor": 2
|
||
|
|
}
|