| Current Path : /var/www/pythonian/signature_detection/lab/ |
| Current File : /var/www/pythonian/signature_detection/lab/dev.ipynb |
{
"cells": [
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import os\n",
"\n",
"from skimage import measure, morphology\n",
"from skimage.color import label2rgb\n",
"from skimage.measure import regionprops\n",
"\n",
"from PIL import Image\n",
"\n",
"from pdf2image import convert_from_bytes, convert_from_path"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def show_image(img):\n",
" fig, ax = plt.subplots(figsize=(10, 6))\n",
" ax.imshow(img)\n",
" ax.set_axis_off()\n",
" plt.tight_layout()\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def fileToImages(file_name):\n",
" with open(file_name, 'rb') as file:\n",
" pdf_test = file.read()\n",
" images = convert_from_bytes(pdf_test)\n",
" return images"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def extract_sign(img, outlier_weight = 3, outlier_bias = 100, amplfier = 10, area_size = 10):\n",
" condition = img > img.mean()\n",
" labels = measure.label(condition, background=1)\n",
"\n",
" total_pixels = 0\n",
" nb_region = 0\n",
" average = 0.0\n",
" for region in regionprops(labels):\n",
" if (region.area > area_size):\n",
" total_pixels += region.area\n",
" nb_region += 1\n",
"\n",
" average = (total_pixels/nb_region)\n",
" # small_size_outlier is used as a threshold value to remove pixels\n",
" # are smaller than small_size_outlier\n",
" small_size_outlier = average * outlier_weight + outlier_bias\n",
"\n",
" # big_size_outlier is used as a threshold value to remove pixels\n",
" # are bigger than big_size_outlier\n",
" big_size_outlier = small_size_outlier * amplfier\n",
"\n",
" # remove small pixels\n",
" pre_version = morphology.remove_small_objects(labels, small_size_outlier)\n",
" # remove the big pixels\n",
" component_sizes = np.bincount(pre_version.ravel())\n",
" too_small = component_sizes > (big_size_outlier)\n",
" too_small_mask = too_small[pre_version]\n",
" pre_version[too_small_mask] = 0\n",
" \n",
" labeled_mask = np.full(pre_version.shape, 255, dtype=\"uint8\")\n",
" labeled_mask = labeled_mask * (pre_version == 0)\n",
" \n",
" return labeled_mask"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# images"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"image = cv2.imread('./data/input/signed_image.jpeg')\n",
"show_image(image)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"frame_HSV = cv2.cvtColor(image, cv2.COLOR_BGR2HSV)\n",
"frame_threshold = cv2.inRange(frame_HSV, (0, 0, 250), (255, 255, 255))\n",
"show_image(frame_threshold)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"preview = extract_sign(frame_threshold)\n",
"show_image(preview)\n",
"plt.imsave('./data/output/signed_image.jpg', preview)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"cnts = cv2.findContours(preview, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)\n",
"cnt = cnts[0] if len(cnts) == 2 else cnts[1]"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[732, 1022, 223, 64]]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"boxes = []\n",
"copy_img = preview.copy()\n",
"for c in cnt:\n",
" (x, y, w, h) = cv2.boundingRect(c)\n",
" if h * w > 10000 and h < copy_img.shape[0] and w < copy_img.shape[1]:\n",
" cv2.rectangle(copy_img,(x,y),(x+w,y+h),(155,155,0),1)\n",
" boxes.append([x, y, w, h])\n",
"print(boxes)\n",
"show_image(copy_img)\n",
"plt.imsave('./data/output/signed_image_boxed.jpeg', copy_img)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"np_boxes = np.array(boxes)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0])"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"area_size = list(map(lambda box: box[2] * box[3], np_boxes))\n",
"area_size = np.array(area_size)\n",
"area_dec_order = area_size.argsort()[::-1]\n",
"area_dec_order"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"sorted_boxes = np_boxes[area_dec_order]"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"def is_intersected(box_a, box_b) -> bool:\n",
" [x_a, y_a, w_a, h_a] = box_a \n",
" [x_b, y_b, w_b, h_b] = box_b\n",
" \n",
" if y_a > y_b + h_b: return False\n",
" if y_a + h_a < y_b: return False\n",
" if x_a > x_b + w_b: return False\n",
" if x_a + w_a < x_b: return False\n",
" return True"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"def merge_boxes(box_a, box_b) -> list:\n",
" [x_a, y_a, w_a, h_a] = box_a \n",
" [x_b, y_b, w_b, h_b] = box_b\n",
" \n",
" min_x = min(x_a, x_b)\n",
" min_y = min(y_a, y_b)\n",
" max_w = max(w_a, w_b, (x_b + w_b - x_a), (x_a + w_a - x_b))\n",
" max_h = max(h_a, h_b, (y_b + h_b - y_a), (y_a + h_a - y_b))\n",
" \n",
" return [min_x, min_y, max_w, max_h]"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"regions = {}\n",
"for i, box in enumerate(sorted_boxes):\n",
" if len(regions) == 0:\n",
" regions[0] = box\n",
" else:\n",
" is_merged = False\n",
" for key, region in regions.items():\n",
" if is_intersected(region, box) == True:\n",
" new_region = merge_boxes(region, box)\n",
" regions[key] = new_region\n",
" is_merged = True\n",
" break\n",
" if is_merged == False:\n",
" key = len(regions)\n",
" regions[key] = box"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{0: array([ 732, 1022, 223, 64])}"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"regions"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"def draw_regions(img, regions):\n",
" cwd = os.getcwd()\n",
" \n",
" for key, region in regions.items():\n",
" copy_img = Image.fromarray(img)\n",
" [x, y, w, h] = region\n",
" \n",
" crop = copy_img.crop((x, y, x + w, y + h))\n",
" crop.save(cwd + '/data/output/signed_image_region_{}.jpeg'.format(key), 'JPEG')"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"draw_regions(preview, regions)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# PDF"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2\n"
]
}
],
"source": [
"images = convert_from_path('./data/input/signed_file.pdf')\n",
"print(len(images))"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"show_image(images[1])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "signature_detection",
"language": "python",
"name": "signature_detection"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.8"
}
},
"nbformat": 4,
"nbformat_minor": 4
}