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@sharanry
Created February 4, 2019 07:48
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from data_aug.data_aug import *\n",
"from data_aug.bbox_util import *\n",
"import numpy as np \n",
"import cv2 \n",
"import matplotlib.pyplot as plt \n",
"import pickle as pkl\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"images = pd.read_csv(os.path.join(\"../training.csv\"))\n",
"# test = images[0]\n",
"test = images.iloc[0]"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/sharan/.local/lib/python3.6/site-packages/ipykernel_launcher.py:1: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n",
" \"\"\"Entry point for launching an IPython kernel.\n",
"/home/sharan/.local/lib/python3.6/site-packages/ipykernel_launcher.py:2: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n",
" \n"
]
}
],
"source": [
"file_name = test.as_matrix()[0];\n",
"coords = list(test.as_matrix()[1:5]);"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"img = cv2.imread(\"/media/sharan/Data/General/Data/images/\"+file_name)[:,:,::-1] #opencv loads images in bgr. the [:,:,::-1] does bgr -> rgb\n",
"bboxes = np.array([coords])\n",
"bboxes=bboxes[:,np.argsort([3,2,0,1])].astype('float')\n",
"plotted_img = draw_rect(img, bboxes)\n",
"plt.imshow(plotted_img)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Horizontal Flipping**"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"img_, bboxes_ = RandomHorizontalFlip(1)(img.copy(), bboxes.copy())\n",
"plotted_img = draw_rect(img_, bboxes_)\n",
"plt.imshow(plotted_img)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Scaling**"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"img_, bboxes_ = RandomScale(0.3, diff = True)(img.copy(), bboxes.copy())\n",
"plotted_img = draw_rect(img_, bboxes_)\n",
"plt.imshow(plotted_img)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Translation**."
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"img_, bboxes_ = RandomTranslate(0.3, diff = True)(img.copy(), bboxes.copy())\n",
"plotted_img = draw_rect(img_, bboxes_)\n",
"plt.imshow(plotted_img)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Rotation**"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"img_, bboxes_ = RandomRotate(20)(img.copy(), bboxes.copy())\n",
"plotted_img = draw_rect(img_, bboxes_)\n",
"plt.imshow(plotted_img)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Shearing**"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"img_, bboxes_ = RandomShear(0.2)(img.copy(), bboxes.copy())\n",
"plotted_img = draw_rect(img_, bboxes_)\n",
"plt.imshow(plotted_img)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Resizing**"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"img_, bboxes_ = Resize(608)(img.copy(), bboxes.copy())\n",
"plotted_img = draw_rect(img_, bboxes_)\n",
"plt.imshow(plotted_img)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"HSV transforms are supported as well. "
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"img_, bboxes_ = RandomHSV(100, 100, 100)(img.copy(), bboxes.copy())\n",
"plotted_img = draw_rect(img_, bboxes_)\n",
"plt.imshow(plotted_img)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can combine multiple transforms together by using the Sequence class as follows. "
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"seq = Sequence([RandomHSV(40, 40, 30),RandomHorizontalFlip(), RandomScale(), RandomTranslate(), RandomRotate(10), RandomShear()])\n",
"img_, bboxes_ = seq(img.copy(), bboxes.copy())\n",
"\n",
"plotted_img = draw_rect(img_, bboxes_)\n",
"plt.imshow(plotted_img)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"seq = Sequence([RandomHSV(40, 40, 30),RandomHorizontalFlip(), RandomScale(), RandomTranslate(), RandomRotate(10), RandomShear()])\n",
"img_, bboxes_ = seq(img.copy(), bboxes.copy())\n",
"\n",
"plotted_img = draw_rect(img_, bboxes_)\n",
"plt.imshow(plotted_img)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python (cv2)",
"language": "python",
"name": "cv2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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