| Current Path : /var/www/pythonian/signature_detection/ |
| Current File : /var/www/pythonian/signature_detection/demo.ipynb |
{
"cells": [
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The autoreload extension is already loaded. To reload it, use:\n",
" %reload_ext autoreload\n"
]
}
],
"source": [
"from src.signature_detect.loader import Loader\n",
"from src.signature_detect.extractor import Extractor\n",
"from src.signature_detect.cropper import Cropper\n",
"from src.signature_detect.judger import Judger\n",
"\n",
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": 35,
"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": "markdown",
"metadata": {},
"source": [
"# Image"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"path = './data/input/a-b-c-Signatures-at-different-positions-in-document-images-d-Signature.png'\n",
"image = cv2.imread('./data/input/a-b-c-Signatures-at-different-positions-in-document-images-d-Signature.png')\n",
"show_image(image)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Loader\n",
"\n",
"The loader reads the file and creates a mask. \n",
"\n",
"The mask is a numpy array. The bright parts are set to 255, the rest is set to 0."
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Loader\n",
"==========\n",
"low_threshold = (0, 0, 250)\n",
"high_threshold = (255, 255, 255)\n",
"\n"
]
}
],
"source": [
"loader = Loader()\n",
"print(loader)"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[255 255 255 ... 255 255 255]\n",
" [255 255 255 ... 255 255 255]\n",
" [255 255 255 ... 255 255 255]\n",
" ...\n",
" [ 0 0 255 ... 255 255 255]\n",
" [ 0 255 255 ... 255 255 255]\n",
" [ 0 255 255 ... 255 255 255]]\n",
"[ 0 255]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mask = loader.get_masks(path)[0]\n",
"print(mask)\n",
"print(np.unique(mask))\n",
"show_image(mask)\n",
"# plt.imsave('./data/output/mask.jpeg', mask)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Extractor\n",
"\n",
"The extractor \n",
"\n",
"1. generates the regions from the mask.\n",
"2. removes the small and the big region because the signature is neither too big nor too small."
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Extractor\n",
"==========\n",
"outlier_weight = 3\n",
"outlier_bias = 100\n",
"> small_outlier_size = outlier_weight * average_region_size + outlier_bias\n",
"amplfier = 15\n",
"> large_outlier_size = amplfier * small_outlier_size\n",
"min_area_size = 10 (pixels)\n",
"> min_area_size is used to calculate average_region_size.\n",
"\n"
]
}
],
"source": [
"extractor = Extractor(amplfier=15)\n",
"print(extractor)"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 0 255]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"labeled_mask = extractor.extract(mask)\n",
"print(np.unique(labeled_mask))\n",
"show_image(labeled_mask)\n",
"#plt.imsave('./data/output/labeled_mask.jpeg', labeled_mask)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Cropper\n",
"\n",
"The cropper finds the **contours** of regions in the **labeled masks** and crop them."
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Cropper\n",
"==========\n",
"min_region_size = 10000\n",
"border_ratio = 0.1\n",
"\n"
]
}
],
"source": [
"cropper = Cropper()\n",
"print(cropper)"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{0: {'cropped_region': [np.int64(402),\n",
" np.int64(679),\n",
" np.int64(236),\n",
" np.int64(63)],\n",
" 'cropped_mask': array([[255, 255, 255, ..., 0, 0, 255],\n",
" [255, 255, 255, ..., 0, 0, 255],\n",
" [255, 255, 255, ..., 0, 0, 255],\n",
" ...,\n",
" [255, 255, 255, ..., 255, 255, 255],\n",
" [255, 255, 255, ..., 255, 255, 255],\n",
" [255, 255, 255, ..., 255, 255, 255]], shape=(63, 236), dtype=uint8)}}"
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results = cropper.run(labeled_mask)\n",
"\n",
"results"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 0 255]\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cropped image 0 has shape: (63, 236, 3)\n"
]
}
],
"source": [
"signature = results[0][\"cropped_mask\"]\n",
"print(np.unique(signature))\n",
"show_image(signature)\n",
"#plt.imsave('./data/output/signature1.jpeg', signature)\n",
"\n",
"\n",
"image_path = './data/input/a-b-c-Signatures-at-different-positions-in-document-images-d-Signature.png'\n",
"\n",
"# Read the image file into a NumPy array\n",
"original_image_np = cv2.imread(image_path)\n",
"\n",
"# Now you can pass this NumPy array to the function\n",
"cropped_signatures = cropper.crop_original_image(\n",
" original_image=original_image_np,\n",
" mask=labeled_mask\n",
")\n",
"\n",
"\n",
"for key, cropped_img in cropped_signatures.items():\n",
" print(f\"Cropped image {key} has shape: {cropped_img.shape}\")\n",
" cv2.imwrite(f'./uploads/cropped_signature_{key}.png', cropped_img)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Judger\n",
"\n",
"The judger reads the cropped mask and identifies if it's a signature or not."
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Judger\n",
"==========\n",
"size_ratio = [1, 4]\n",
"pixel_ratio = [0.01, 1]\n",
"\n"
]
}
],
"source": [
"judger = Judger()\n",
"print(judger)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result = judger.judge(signature)\n",
"result"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# PDF"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"file_path = './data/input/signed_file.pdf'\n",
"loader = Loader()\n",
"extractor = Extractor(amplfier=15)\n",
"cropper = Cropper(border_ratio=0)\n",
"judger = Judger()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"masks = loader.get_masks(file_path)\n",
"for i in range(len(masks)):\n",
" show_image(masks[i])\n",
" # plt.imsave('./data/output/mask_{}.jpeg'.format(i), masks[i])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"is_signed = False\n",
"for i in range(len(masks)):\n",
" labeled_mask = extractor.extract(masks[i])\n",
" show_image(labeled_mask)\n",
" # plt.imsave('./data/output/labeled_mask_{}.jpeg'.format(i), labeled_mask)\n",
" results = cropper.run(labeled_mask)\n",
" for result in results.values():\n",
" is_signed = judger.judge(result[\"cropped_mask\"])\n",
" if is_signed:\n",
" show_image(result[\"cropped_mask\"])\n",
" # plt.imsave('./data/output/sign.jpeg'.format(i), cropped_image)\n",
" break\n",
" if is_signed:\n",
" break\n",
"print(is_signed)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"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": "3.11.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}