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Last active August 4, 2022 03:47
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upc-extraction.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "new.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyNYmI2EiHXJIGehmNc10lWc",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/Yaswanth820/9b253d5d32200e8de5a5ed176d96a0c9/new.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "VmRpuF4nmp99"
},
"outputs": [],
"source": [
"!pip3 install torch torchvision torchaudio\n",
"!pip install easyocr"
]
},
{
"cell_type": "code",
"source": [
"import easyocr\n",
"import cv2\n",
"from matplotlib import pyplot as plt\n",
"import numpy as np"
],
"metadata": {
"id": "Rok3DllDnL6q"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"IMAGE_PATH = 'test1.jpg'"
],
"metadata": {
"id": "NZ93amzWorie"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"reader = easyocr.Reader(['en'])\n",
"result = reader.readtext(IMAGE_PATH)\n",
"result"
],
"metadata": {
"id": "MKH6mJZQox3g"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"reader = easyocr.Reader(['en'])\n",
"result = reader.readtext('test3.png')\n",
"result"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "beyBEVQiqAjn",
"outputId": "f93764b0-5c9d-4229-c078-677cf4be55f0"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"CUDA not available - defaulting to CPU. Note: This module is much faster with a GPU.\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[([[76, 128], [256, 128], [256, 152], [76, 152]],\n",
" '001068587209',\n",
" 0.8637254474051328)]"
]
},
"metadata": {},
"execution_count": 8
}
]
},
{
"cell_type": "code",
"source": [
"top_left = tuple(result[0][0][0])\n",
"bottom_right = tuple(result[0][0][2])\n",
"text = result[0][1]\n",
"font = cv2.FONT_HERSHEY_SIMPLEX"
],
"metadata": {
"id": "stVV5wkgqal4"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"img = cv2.imread('test3.png')\n",
"img = cv2.rectangle(img,top_left,bottom_right,(0,255,0),3)\n",
"img = cv2.putText(img,text,top_left, font, 0.5,(255,255,255),2,cv2.LINE_AA)\n",
"plt.imshow(img)\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 219
},
"id": "wLkqLznuqgmS",
"outputId": "b27133ee-131d-4bb1-bd66-7362f74dc369"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"reader = easyocr.Reader(['en'])\n",
"result = reader.readtext('test2.png')\n",
"result"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "q8vB2FIlq4Yi",
"outputId": "87ec011a-da6a-48aa-e6e6-4e9815030fd2"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"CUDA not available - defaulting to CPU. Note: This module is much faster with a GPU.\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[([[39, 107], [89, 107], [89, 121], [39, 121]], '2800', 0.9998845458030701),\n",
" ([[143, 107], [181, 107], [181, 121], [143, 121]], '965', 0.9999579191207886)]"
]
},
"metadata": {},
"execution_count": 11
}
]
},
{
"cell_type": "code",
"source": [
"top_left = tuple(result[0][0][0])\n",
"bottom_right = tuple(result[0][0][2])\n",
"text = result[0][1]\n",
"font = cv2.FONT_HERSHEY_SIMPLEX"
],
"metadata": {
"id": "1A7OZpeErQX0"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"img = cv2.imread('test2.png')\n",
"spacer = 100\n",
"for detection in result: \n",
" top_left = tuple(detection[0][0])\n",
" bottom_right = tuple(detection[0][2])\n",
" text = detection[1]\n",
" img = cv2.rectangle(img,top_left,bottom_right,(0,255,0),3)\n",
" img = cv2.putText(img,text,(20,spacer), font, 0.5,(0,255,0),2,cv2.LINE_AA)\n",
" spacer+=15\n",
" \n",
"plt.imshow(img)\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 249
},
"id": "EThxaCxerTpO",
"outputId": "4f43c367-0e41-4b68-c882-9ee242a5fa45"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"reader = easyocr.Reader(['en'])\n",
"result = reader.readtext('cropped.jpg')\n",
"result"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "OCfWmVnuuGpL",
"outputId": "6edba0ce-2f05-48eb-fef2-2c34165711c9"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"CUDA not available - defaulting to CPU. Note: This module is much faster with a GPU.\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[([[277, 77], [629, 77], [629, 283], [277, 283]], '\"90', 0.3522307366554004),\n",
" ([[590, 0], [1959, 0], [1959, 359], [590, 359]],\n",
" '1030\"7888731-',\n",
" 0.4383455594600387)]"
]
},
"metadata": {},
"execution_count": 15
}
]
},
{
"cell_type": "code",
"source": [
"reader = easyocr.Reader(['en'])\n",
"result = reader.readtext('cropped1.jpg')\n",
"result"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "-FIl0LOmuf30",
"outputId": "06b7bf81-ebb0-4caa-cfcd-0ede7c76f40b"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"CUDA not available - defaulting to CPU. Note: This module is much faster with a GPU.\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[([[1465, 1785], [3124, 1785], [3124, 2021], [1465, 2021]],\n",
" 'I90 1030\"7008731',\n",
" 0.5428701901346843)]"
]
},
"metadata": {},
"execution_count": 16
}
]
},
{
"cell_type": "code",
"source": [
"reader = easyocr.Reader(['en'])\n",
"result = reader.readtext('cropped2.jpg')\n",
"result"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "017RzyUSvORS",
"outputId": "ade91742-629c-4629-807c-7923f83011cc"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"CUDA not available - defaulting to CPU. Note: This module is much faster with a GPU.\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[([[932, 787], [1723, 787], [1723, 983], [932, 983]],\n",
" '1901030',\n",
" 0.5492343055551778),\n",
" ([[1788, 800], [2542, 800], [2542, 996], [1788, 996]],\n",
" '700873',\n",
" 0.9999559340614916)]"
]
},
"metadata": {},
"execution_count": 17
}
]
},
{
"cell_type": "code",
"source": [
"top_left = tuple(result[0][0][0])\n",
"bottom_right = tuple(result[0][0][2])\n",
"text = result[0][1]\n",
"font = cv2.FONT_HERSHEY_SIMPLEX"
],
"metadata": {
"id": "cLR4ynx3vy_0"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"img = cv2.imread('cropped2.jpg')\n",
"spacer = 100\n",
"for detection in result: \n",
" top_left = tuple(detection[0][0])\n",
" bottom_right = tuple(detection[0][2])\n",
" text = detection[1]\n",
" img = cv2.rectangle(img,top_left,bottom_right,(0,255,0),3)\n",
" img = cv2.putText(img,text,(20,spacer), font, 0.5,(0,255,0),2,cv2.LINE_AA)\n",
" spacer+=15\n",
" \n",
"plt.imshow(img)\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 189
},
"id": "cMBUyrBqvz-d",
"outputId": "bc2a3c2f-9ca2-4b9f-cade-21365a1b8bea"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"reader = easyocr.Reader(['en'])\n",
"result = reader.readtext('cropped2ed1.jpg')\n",
"result"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "qIIhXUq8xm-T",
"outputId": "da815bf0-eec1-4491-9b23-b14ff946c6a9"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"CUDA not available - defaulting to CPU. Note: This module is much faster with a GPU.\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[([[752, 809], [901, 809], [901, 948], [752, 948]], '8', 0.9999992847443906),\n",
" ([[987, 789], [1719, 789], [1719, 983], [987, 983]],\n",
" '901030',\n",
" 0.9984288735945004),\n",
" ([[1791, 805], [2541, 805], [2541, 998], [1791, 998]],\n",
" '700873',\n",
" 0.6937542857322313)]"
]
},
"metadata": {},
"execution_count": 21
}
]
}
]
}
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