From 0cd61948c4c3a4ed767a40fbf5cbbe8e0e43bd5c Mon Sep 17 00:00:00 2001 From: Suvadip Sana Date: Sun, 20 Oct 2024 13:38:10 +0530 Subject: [PATCH 1/5] Create README.md --- OpenCV Projects/Steganography/README.md | 1 + 1 file changed, 1 insertion(+) create mode 100644 OpenCV Projects/Steganography/README.md diff --git a/OpenCV Projects/Steganography/README.md b/OpenCV Projects/Steganography/README.md new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/OpenCV Projects/Steganography/README.md @@ -0,0 +1 @@ + From fe4fb34d3b17b3ea782a0f0153d162b5f82ec5fc Mon Sep 17 00:00:00 2001 From: Suvadip Sana Date: Sun, 20 Oct 2024 13:39:50 +0530 Subject: [PATCH 2/5] Add files via upload Assets. --- OpenCV Projects/Steganography/ganesh.jpg | Bin 0 -> 86446 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 OpenCV Projects/Steganography/ganesh.jpg diff --git a/OpenCV Projects/Steganography/ganesh.jpg b/OpenCV Projects/Steganography/ganesh.jpg new file mode 100644 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Projects/Steganography/Steganography.ipynb diff --git a/OpenCV Projects/Steganography/Steganography.ipynb b/OpenCV Projects/Steganography/Steganography.ipynb new file mode 100644 index 000000000..8db748327 --- /dev/null +++ b/OpenCV Projects/Steganography/Steganography.ipynb @@ -0,0 +1,372 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "3d7f0403-6d3f-4fff-9b8a-6a3bb8d06727", + "metadata": {}, + "source": [ + "# Steganography[2bit LSB]" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "8a6d23ce-5ed4-4d92-b839-a238e214ba80", + "metadata": {}, + "outputs": [], + "source": [ + "import cv2\n", + "import matplotlib.pyplot as plt\n", + "import os\n", + "import numpy as np\n", + "import math" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "128e6d84-729c-40c1-91e4-1e96f02c2629", + "metadata": {}, + "outputs": [], + "source": [ + "coverImage = cv2.imread(\"ganesh.jpg\",0)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "22bad4fd-7bde-4c2a-ad4d-ac54ca092b16", + "metadata": {}, + "outputs": [], + "source": [ + "coverImage = cv2.resize(coverImage,(512,512))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "f4a384e3-cd5d-4a50-b526-4a590a4d8b09", + "metadata": {}, + "outputs": [], + "source": [ + "secretImage = cv2.imread(\"ny.jpeg\",0)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "1a4aa972-345d-40a7-b84e-a8d87bbaf5b2", + "metadata": {}, + "outputs": [], + "source": [ + "secretImage = cv2.resize(secretImage,(64,64))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "044f73fe-4f87-4505-9631-27d6a57f2faf", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(coverImage,cmap='gray')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "5faa0f8a-c309-4ac9-b9c6-e09ef7cf80e3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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EC01AIiLihSYgERHxQhOQiIh4kbApuAEDBqBbt26tamxF1K5du4ZqXbp0Mbfdt2+fWWcJlJEjR8a8rWsfL9YTykqssJQVS8KwFVH3798fqmVmZprb1tfXm3U2btYrykorua5C6tpPziX1w/bNrrN1/Cffq39r36zOjt+l11o8eu+xcfjA7nH2Hre49qpzTa5aKVorzQoAe/fuNessORaPa+GayHMZh1WPNbWZOHeZiIicUzQBiYiIF5qARETEC01AIiLiRcKGEOrr60MPktlD8T179oRqrLUOW9iNtfVwWTzKZbEqgD8ot1rDrFq1ytyWHQ8LFlghjN69ezuNzwp9AG4P3Nn5dl3YjT0YtR5Qu2zrWmfjZufQNShgPUR3bZXExuKy+BgLw7DXbMswg0uwgIUK2MNyVmcL21n3BDuHLCDEPrNc2jaxc8I+g9i+rc8Vdu2t44w1kKVvQCIi4oUmIBER8UITkIiIeKEJSEREvNAEJCIiXiRsCq579+6h9iZsUSmrnpqaam7LUiIs4WGlObp3725uy5JnLKmWlpZm1q1F85YsWeK0b5Z6GTRoUMz7YGkdtr3LwlksScfOiWu6JxKJxLwtW5COjcVqu8NSYOycsEUNGWvsrueEpbKsNBUbN7v27PjZWFwW2HNNl8ZjHOz4GeteaWhocNp3jx49zDq7V6xEK0s6svQe294au8s9q1Y8IiKS0DQBiYiIF5qARETEC01AIiLihSYgERHxImFTcPv27QslbtiiSlb6zDV9FI1GzbqVNLJSagDvB9avXz+zzlJJVqLmwIED5ras59KOHTvMutX3jS2QNXz4cLPu2sfMSiC5pKBOxWU/7Pr07NnTaXvr3mL3lcuidoBbfzPWO4ztmx2PlVJk15ilS12Px0pfxWuhR4tLPzWAJ27r6urMupUCZH3w2Lnq37+/Wd+yZYtZd7lXdu3aZdZdF0yMFfuMPJm+AYmIiBeagERExAtNQCIi4oUmIBER8UITkIiIeJGwKbg9e/aEkigs2WalgVxX0GQJOwtLsVRVVZn1yspKp9d87LHHYn5N1pdu+vTpZt1Kw7CUXnV1tVm3eqG1NZaQYumzw4cPh2rxWp3TSpM1Njaa27L7kG3Pkk1Wne3DddVfl8QTGx9Lqrm8Jrs+8UjBuazmCfD7iqXpLGzcrL5p0yazzsbOVuy1sM/OtkrBxdpLT9+ARETEC01AIiLihSYgERHxQhOQiIh44TQBlZaWYsyYMUhLS0NWVhauvfbaUJuIzz77DNOnT0fPnj3RrVs3TJ48GbW1tXEdtIiInP2cUnDl5eWYPn06xowZg88//xz/9m//hquuugqbN29uWeFy5syZeOGFF7B48WJEIhHMmDED119/Pd58802ngUUikVDKg/XscknJsEQJ6/1kcU3OsOQQS8FZqxfW19eb27Ik1LZt28x6r169QjXWt6lPnz5Or8mO00pluSay2KqlLJVkrS7JzqFLTy3gzBNCAO/jxvZt9Rpj7weWgmPHb70me5+4rrbKro+VkmJJR5aOc+kDyJKbVlryVK/JjtPlHnI9V2xlXuueiEefRsC+P1169cW6Wq3TBLRs2bJW/33BggXIyspCRUUF/u7v/g7RaBTz5s3DwoULMX78eADA/PnzMWjQIKxevRqXXXaZy8uJiEg7dkbPgE50kM7IyAAAVFRU4NixYygpKWnZZuDAgcjPz8eqVavMfTQ1NaGhoaHVj4iItH+nPQE1NzfjjjvuwNixY3HxxRcDAGpqapCcnBz648js7GzU1NSY+yktLUUkEmn56du37+kOSUREziKnPQFNnz4dmzZtwqJFi85oALNnz0Y0Gm35Yd0ERESkfTmtVjwzZszA0qVLsXLlylYPqnNycnD06FHU19e3+hZUW1uLnJwcc18pKSnmw/u8vLzQg0P2YMvlYSR7WMha2rjsg4Uh2ANd1/YlFhZkYAvsWQ9jWQAjNzfXrLPjsR6KAvYD3Xg8yAf4g1vrQTxrXRKPsbBxsHuWXfu2DDiwX29bY9+/f7+5LQsysONkdWs/ru9vl/ARuz5WKAfg78FYH66falvXxRjZe9wKcrDPJpc2ZoA9dnY81vs71lCX0zegIAgwY8YMLFmyBK+88goKCgpa/fuoUaOQlJSEFStWtNS2bNmCnTt3ori42OWlRESknXOaiqdPn46FCxfiueeeQ1paWstznUgkgtTUVEQiEdx0002YNWsWMjIykJ6ejttuuw3FxcVKwImISCtOE9DcuXMBAN/4xjda1efPn49//ud/BgA8/PDD6NixIyZPnoympiZMmDABjz/+eFwGKyIi7YfTBBTLs4nOnTujrKwMZWVlpz0oERFp/9QLTkREvEjYBen27t0bahHDWoy4LBLFxGOxMpYSOXbsmNP28cDOiZU+yszMNLdlLXc2bNhg1lnSxqVNCfuWfaLV08nYcVqJPLYP1+SZNUZ2jOy+YvcEG4vLvcJek6UXrdZPrq14WLKLJe+s5KtrKx4X7Hzv27fPrLsep5X6Yuk1VndZjBCwr1GsC8GdwN4/qampoRpLzFlpRNY662T6BiQiIl5oAhIRES80AYmIiBeagERExAtNQCIi4kXCpuDq6+tpEudkLB1ncemzxrCkCUvIsPQIS8NY+2FJGJbWueCCC8y6dfxswSvWwZz1eXJZZM6lrxTAUzVse2ssLr3qXLE0EVuk0GWhNsC+x13vN9YLzzp+1wXZ2Lllx+/Sx43d+y7pRfYZwe7DHTt2mPWNGzea9ffffz9UYytBs3PL7on8/HyzbiUMZ8yYYW5bWFho1hnr3LJxn0mvR30DEhERLzQBiYiIF5qARETEC01AIiLihSYgERHxImFTcCf3gTsVlzSMS1LLFUvUsNVW9+zZY9at1I9rn6hIJGLWrX5obJVL1gvONZXkcjwu6SiAJ3Os/bN9u6bgrON0TaS5rojqsorm4cOHnfbBEmwu27qu8ulyndn7iqVILRkZGWb9hRdeMOtLliyJed8M6z3omvQcMmRIzK/JzpXr55tLMtJl9dTQPp1GJSIiEieagERExAtNQCIi4oUmIBER8UITkIiIeJGwKbimpqYz6tHlI+3G9s1SZmyMLsfN0mTRaNSs7927N1SzVj8EeF8y1t+LrX7J9u+CJQkZK1HEzisbn0u/Opd+hABPx7msqsv24co6HpeEGcDvFVa33iuu58Tlvfzpp5+adZYY7NOnj1mPR99Atg/WZ666utqsWylVlvbr3bu3WWf3vvWZxa6ldW+y83oyfQMSEREvNAGJiIgXmoBERMQLTUAiIuJFwoYQUlNTY3547bIgEmsBwhaDssT6gO10WWN3aXMD8MXkrEXJ2AJz7Jx069bNrDPWw2XXMAgLcrhgD7NZ2yfWXsbaj+vxsMUWXdoFsRALW3jOZd+sTRTDzi0bo7W9y7aA2zlnoYqcnByzbi0wFy9s3Oz9lp2dbdbT09NDNfbedF0A0eUzyLpusS78qW9AIiLihSYgERHxQhOQiIh4oQlIRES80AQkIiJeJGwKzmVBOpfFsFiSgy2+Zm3vkpgD7FYVAB+3tT1LNrGxsO2t5AxLzLF9sxSgS9114blYUzWns392fVj6yjovrvcESx+xVKO1f/YeYfcyE4/2VCzVx7i8Z9m1jHXRs1NhSdu2bOXFsH2zVjzWPbFz505z28GDBzuNxWrlxa6xdS/H+vmtb0AiIuKFJiAREfFCE5CIiHihCUhERLzQBCQiIl4kbAru2LFjMSdlWHLIwpIzbJE1K5nS1NQU8+sBfHwsaWPVWUKGpanYgnQuY2fpG9ex+GDdO64L7LH7Lx4L0rHeZOzcWklCdv+w1FhbJrtc3oOu27NtXcbNrjFbHM71eFxSfQxLrnbt2jXm7Vlfx127dp3+wP5/Lr3gYk1F6huQiIh4oQlIRES80AQkIiJeaAISEREvNAGJiIgXCZuCa25ujjmJ4pJYYX2/XBJcrj2oXHuNWcfjkkBh+wDceuz17t3brO/du9fpNeOBpZUY63qyfbDeaez6xKMHGUsrufS8c10p1CU115a99wD+nrC4XgfrOrP7nt0T7POApd2s7V2TcSxJeejQoZjrLO0XjyShy2dNrNdX34BERMQLTUAiIuKFJiAREfFCE5CIiHjh9JRs7ty5mDt3Lj7++GMAwJAhQ3DPPfdg4sSJAL54iHbnnXdi0aJFaGpqwoQJE/D4448jOzvbeWDHjx9vk4fa7KEjW5jKenjJHi6y9hPsNV1bqVjYQmguD0CtReoA/uCSPfxlD3qtc+t6bePxUNz1eNgD2rZclIxde+s6L1++3NyWXXsWtvj7v//7UM019OHKZQE/dr5dF3q0sIf2rC3Ovn37Yt53jx49zDoLOLDjHDlypFm3QgvsnMQjhMBY92ysn2FOd1mfPn3wwAMPoKKiAuvWrcP48eMxadIkvP/++wCAmTNn4vnnn8fixYtRXl6O3bt34/rrr3d5CREROUc4fQO65pprWv33X/3qV5g7dy5Wr16NPn36YN68eVi4cCHGjx8PAJg/fz4GDRqE1atX47LLLovfqEVE5Kx32t+zjx8/jkWLFuHQoUMoLi5GRUUFjh07hpKSkpZtBg4ciPz8fKxatYrup6mpCQ0NDa1+RESk/XOegDZu3Ihu3bohJSUFt956K5YsWYLBgwejpqYGycnJ6N69e6vts7OzUVNTQ/dXWlqKSCTS8tO3b1/ngxARkbOP8wQ0YMAAbNiwAWvWrMG0adMwdepUbN68+bQHMHv2bESj0Zafqqqq096XiIicPZxb8SQnJ+PCCy8EAIwaNQpr167FI488ghtuuAFHjx5FfX19q29BtbW1yMnJoftLSUmhSZS2sH37drP++uuvm/WioqJQrVevXua2rB6P1i0MS7GwRNqePXtCNZZSHDBgwOkPLM5c0zouKa62bCHUltiCgSwF5pLKcm2tE49WSQwbi8v7ynV8rC2OSwshdoyurbnYdd6/f3+odvJvoE5wTcFZ58v1nojFGWctm5ub0dTUhFGjRiEpKQkrVqxo+bctW7Zg586dKC4uPtOXERGRdsbpG9Ds2bMxceJE5Ofno7GxEQsXLsRrr72G5cuXIxKJ4KabbsKsWbOQkZGB9PR03HbbbSguLlYCTkREQpwmoLq6OvzTP/0TqqurEYlEMHToUCxfvhzf/OY3AQAPP/wwOnbsiMmTJ7f6Q1QREZGTOU1A8+bNO+W/d+7cGWVlZSgrKzujQYmISPunXnAiIuJFwi5I59ILzkpydO3ale7XwtIjhw8fDtXY3zXl5uaadZfkDGD3oWJ95tjx1NfXm3UrcRiNRs1tWfqGpXVYSiYeKStXLsm2th6LxbW3nbX4GLuvWG8/lsrasmVLqFZYWOgwOnfW2FlSzWXhRoC/VyzJyclO+2bbW8lDlqRj2PGz6+nyueeSOoyHWN9/+gYkIiJeaAISEREvNAGJiIgXmoBERMQLTUAiIuJFwqbgXFipMSs1BACrV6826ywFN27cuFDtk08+MbdlPdV27dpl1tsSS0ilpaWFaiwx55riYay0jmtvLh9JNReu/f7iseJoU1OTWWf3PhujlfRkKwTHi7UialteY9YfzzUF55pedMESbAcPHjTr1nucve8zMjJOf2CngfWiPJm+AYmIiBeagERExAtNQCIi4oUmIBER8UITkIiIeJGwKbiOHTuGkkIsyWIlVlz6QQE8PWIljTp37mxuy3qqsX2zJJTVh2vt2rXmtiy9x5Y2Hz16dKjGjsdKKp2q7tLLyzUF5rJyI8CPycLSV2zfLqtFxmu11czMzFCNvR8YNpaPPvooVLvqqqvMbVlPMdfj/KpXoXXthcbuNzZuKzU4depUc9uSkhKz/tBDD5n1oUOHmvW33norVGMJyN///vdmnSV3hw8fHqqx9731/o41QatvQCIi4oUmIBER8UITkIiIeKEJSEREvEjYEMJHH30UapOxf/9+c9shQ4aEauwBMnu4yB4iW21qWAsUVnfl0jZj3759Zp0FIj799NNQjT2wd11Izwd23VzG7hpwcGm7E6+H7dZY2HWLx2vu3r3brPfs2dOsx6ttk4VdH5e2OOycsHACe03GCnI88sgj5ras9dUll1xi1pcuXWrWr7vuulDt3XffJSO0ZWVlmXWX43dpCXQyfQMSEREvNAGJiIgXmoBERMQLTUAiIuKFJiAREfEiYVNwzc3NoSQGaztjJVxYKoclm2pqasy61X6CLbbEWqOwOktwWYtksVQKS7ux4491oSiAp/qsRe0AtzQdO3aWbGLJM9e0YzxYx9PWrWUaGxtDNdf2Muz6WAuesYXaWIKLYdcnURYYjEfCDgB69+4dqlntkwDeLqe4uNis19bWmnVrYUzrPgGAb3/722adtdexPj/YPWGJtU2UvgGJiIgXmoBERMQLTUAiIuKFJiAREfFCE5CIiHiRsCm4pqammJMoVpLDNSHEFrDbu3dvzPtmqTHXsbBkiouGhgazHo+0FuvJx86hS/KOjS8e54RxXRzPSnC15fjYa7Jxs3PI3k/W/dmnTx9z28rKSjZEk+u5bSspKSlmfceOHXHZv5X6Yvc96/W4fv16s271mQPsxSVZWnThwoVmfdiwYWbd6gVoJf0AYPPmzaFarJ95iXF3iIjIOUcTkIiIeKEJSEREvNAEJCIiXmgCEhERLxI2BWdhqRIrfcZ6obF0BksxdenSJVSzknGnes14rCzK0kSszlJwVlLt8OHD5rbWsQPA2rVrzfr5559v1q0efiwxyHpzuaxC6so1wWaNsa17wVnHz649SyO6pOO6detmbsvu5bZOAZ6p1NRUs/7BBx/EZf9WnzT2ecB6KbJ7f9u2bWb9sssuC9Wqq6vNbdlKtizRavWfGzx4sLntmdA3IBER8UITkIiIeKEJSEREvNAEJCIiXiRsCCEpKSn0YJMtGmcFC9gDWtcQwqeffhqqsYW92GJdrA0IexhpLVjlusAaO06rDQh7QGu14wB4IIA9/GZhBhcsVJGVlRXzWNiCWmyBsJycHLNuLQTG9sHOFWt189xzz5l1i2uLJzYWlwABu5fZvXLBBReYdSsQwd6ze/bsMevs+K0ABds3C1W4hi2se5yFEKzWNQBw0UUXmXV2b1nvCZdF4wD+uVJYWBiqPfPMM+a2/fv3D9ViDeXoG5CIiHihCUhERLzQBCQiIl5oAhIRES80AYmIiBdnlIJ74IEHMHv2bNx+++2YM2cOgC+SH3feeScWLVqEpqYmTJgwAY8//jiys7Od9t3U1BRKaLD0mYWlplgSyFrwC7BTcPn5+ea2LPWyb98+s+6S4GLtcqyFsAB+/EuWLAnV2LitFjoAT82x5Es0GjXrLvtYuXKlWT9w4IBZtxKJxcXF5rZXXnmlWX/yySfNunX8bBysfUk8Wg6xRBpLY3bt2jXmOrtnWcqKtcn63//9X7Nu3Z/jxo0zt2XvzTfeeMOsX3311Wbdwo6HpebYWBobG2PeB3vPsvZU7HPPGruVSAOATZs2mXWr5Q4A9OvXL1Rj95uV3jt69CjWrFljbv9lp/0NaO3atfjd736HoUOHtqrPnDkTzz//PBYvXozy8nLs3r0b119//em+jIiItFOnNQEdPHgQU6ZMwVNPPYUePXq01KPRKObNm4eHHnoI48ePx6hRozB//ny89dZbWL16ddwGLSIiZ7/TmoCmT5+Oq6++GiUlJa3qFRUVOHbsWKv6wIEDkZ+fj1WrVpn7ampqQkNDQ6sfERFp/5yfAS1atAjr1683W/LX1NQgOTk59OwgOzubdjEoLS3FL37xC9dhiIjIWc7pG1BVVRVuv/12/OEPf3AKBJzK7NmzEY1GW36qqqrisl8REUlsTt+AKioqUFdXh5EjR7bUjh8/jpUrV+K3v/0tli9fjqNHj6K+vr7Vt6Da2lraVyslJcVMV6SmpoZSHnV1deY+rLQJSxOxHk8ssWKllVgijfWJOnjwoFnftWuXWX/nnXdCtRtuuMHclv1qk6XJrD5UP/jBD8xt2f/JWLhwoVnfuXOnWbfSOl++h76MXQeWMmMLbVnpnoqKCnPbyspKs85Y54X1u9uxY4dZ37Bhg1ln6TirdxzrEcbOIUs7Wik4do3Z+8pKi55Kbm5uqLZ9+3ZzW9ZjkKX9tmzZEqqx9wPrJ8cSoOw3Oda5Ze8fVmdjYZ8fVprur3/9q7ntVVddZdb/+Mc/mnXrHLJFCq33ZqyLcDpNQFdeeSU2btzYqvb9738fAwcOxE9/+lP07dsXSUlJWLFiBSZPngzgiwPZuXMnjcCKiMi5yWkCSktLw8UXX9yq1rVrV/Ts2bOlftNNN2HWrFnIyMhAeno6brvtNhQXF5vLx4qIyLkr7ssxPPzww+jYsSMmT57c6g9RRUREvuyMJ6DXXnut1X/v3LkzysrKUFZWdqa7FhGRdky94ERExIuEXRF13759oVQZW3XRSomwRBpL1LCeUFZ6hiWyWEpk27ZtZp31VkpPTw/VWAKQHefHH39s1q+77rpQbf/+/ea2LBLPeuF98MEHZt1KDrHVH5cvX27WWYqSpbIGDhwYqmVmZprbskSayx9FuyTMAJ6aYyuIWquCsnuWpcNYMsl6T7BUG+uFNmjQILP+7rvvmnXrerqu+suuj7XSMOuzxvqysfc406tXr1DN6g8H8LTo+eefb9ZdVnNlCTuWpLM+awD784ZdH+vej3W1Xn0DEhERLzQBiYiIF5qARETEC01AIiLihSYgERHxImFTcB07dgylP1gSiiU8XLA0mZU0svqpATxpw8bHkiJWrzmW+GE9rthY3nzzzVAtEomY27IUnJXIAoBrrrkm5u1Z2o312WOJL7ZyZ0ZGRqgWBIG5rZWaAoBLLrnErFsJMZbGY/3aWGqObW8lFWNNGp3A7hUrTcUSc+x9wtJUbHtrLCxhx84tu24nL5IJ8GTggAEDzPr69evN+tKlS836J598EqqxPoWuCV2WPrP6DLL76r333jPr7B5i58tiJT1j7QWnb0AiIuKFJiAREfFCE5CIiHihCUhERLxI2BBCZmZm6MEze+Bs6devn1kvLCw069YS44D98Je10GELm7GHiKxthtXSx1ogCgDy8vLMOmO1AWGLb7HwBHv4+/LLL5v1oqKiUI095LQWXgN4CIM9oLYerrLrwMbCWhRZ27suPsbq5eXlZt16WH7kyBGnfbNQhdUqKTU11dyWtXhigRXWWijWh9QAb1vEgjZWnQVtHnnkEbPOwiCs5ZB1vrZu3Wpuy8IgbLE79v7cu3dvqMZCBSzg0KNHD7NuBSXYuK1QjlrxiIhIQtMEJCIiXmgCEhERLzQBiYiIF5qARETEi4RNwVkL0rEUk5VK++ijj8xtWVKtd+/eZt1KfrB2F9Fo1KyzhdBYysw6HrawGUsGsrYzVmqMtb9h6RuWGmMpmdra2lBtyJAh5rYsZcWSXSwJZV0jl7YwAE9fWWNhC5uxcbPFyth1zs3NDdVYkozdEx9++KFZZ0lCF2wBO3Y8VqskdjyuC0BaSULrHgT4PWGdb4AvxjhlypRQjbUWmjFjhll3SbsB9ucKO4dsLCzR6nJPWO/ZWBcX1DcgERHxQhOQiIh4oQlIRES80AQkIiJeaAISEREvOgQsLuVJQ0MDIpEIxo0bF0oWsWSKlRJhiZKNGzeadZeF0FiyifU/Yj2eRo0aZdatRBFb3IpxXUzOwhJCF110kVnftWuXWbcWEmTJHtbbjiXVWJrO6sPFjp0dJzvn1n7YgnmsXxvbN0tjfvDBB6EaS5gx7J7o379/zPtgKSvWO+7b3/62WX/88cdDNfa+Yn3M2PvKOreu54p9HmRnZ5v1p59+OlRj/eTY4n1sQUeWlrXOFzuHLInL7tv333/frMc6juPHj2Pbtm2IRqP0eAF9AxIREU80AYmIiBeagERExAtNQCIi4oUmIBER8SJhe8FFIpFQOomleHr16hWqsV5brF8bCwOyJIuFJVBYQoglU6zVWdnxDB482KyPHDnSrFsppjVr1pjbduzo9v9Pzj//fLNurcS5fPlyc1uWeGL951avXm3WrdQcS0a6XGPAvhZspV3WI40dJ+t7Zo2d9SRkrP5rgJ3qY0lH670G8F5rb775pll3SZey+5Ddb5ZYe5OdwI6TfX5Y/RtZTz6WPGMpWpYis+4h176Or7/+ulnPysqKeR/WezDWcLW+AYmIiBeagERExAtNQCIi4oUmIBER8SJhQwgHDx4MteJhD12tB9QXXHBBzNsCwKZNm8y69TCStcZgYQPmueeeM+vWYlBs4TXWGoU9dLUezrOFvdgia5FIxGks1vGwB7GsRc1ll11m1lkI4dprrw3V2ENU9uD/xRdfNOs//OEPQzWrtQzAzxVb8Ivdn9a1YK1b2MPsBQsWmHXrurHWR2xhs7q6OrPucpzsfcWw+9MKLbDjYXXWtokFOazWUuweZ59jxcXFZp0FOawQAms5tHv3brPOzqEVzGFhHes1gyCg9/KX6RuQiIh4oQlIRES80AQkIiJeaAISEREvNAGJiIgXCZuCy87ODrXiYSkmq90Ja13Dkhls31Z7kOHDh5vb9uvXz6yzNBVL1FgpGdbagrXeYG1NrLQfSwKxVBJLzbEEzocffhiqDRs2zNy2oaHBrF933XVmfceOHWb93XffNeuWtLQ0s3755ZebdSsN9OMf/9hp36x1z9KlS826lYRiCTO2UBu7h6zrz1JtrPUTaxfDFvuzFnZjKVJ2H7K0n7U9e3+7Yu+reGDpOPaa1jln54q9N1lK07oWVrshwP4MirX1kb4BiYiIF5qARETEC01AIiLihSYgERHxQhOQiIh44ZSC+/nPf45f/OIXrWoDBgxoSTl99tlnuPPOO7Fo0SI0NTVhwoQJePzxx83Ey99SW1sb6lPk2vfMwhbaevvtt826lUxhySurHxQAdOnSxazn5eXF/JqslxNL0rFk25EjR0I1lpBh55uldVjvq969e4dqLKXIxsJ6VrHtrfQZG3dBQYFZ379/v1m/8MILzbolNzfXrLPr48I1NcWSYB9//HGoxtKV7JywxddYUs9KErJ9MOx+cxkHw+4rtp9YF2AD+OdVTk6OWb/11lvNuvWZMGDAAHNb1k+OLfZnLSLJ+i7+6U9/CtWOHz9OFyls9fp/c4uTDBkyBNXV1S0/b7zxRsu/zZw5E88//zwWL16M8vJy7N69G9dff73rS4iIyDnA+e+AOnXqZM7U0WgU8+bNw8KFCzF+/HgAwPz58zFo0CCsXr2adjNuampq1emZ/R2IiIi0L87fgLZt24a8vDz0798fU6ZMwc6dOwEAFRUVOHbsGEpKSlq2HThwIPLz87Fq1Sq6v9LSUkQikZafvn37nsZhiIjI2cZpAioqKsKCBQuwbNkyzJ07F5WVlbj88svR2NiImpoaJCcnh37PnJ2dTf8yGwBmz56NaDTa8lNVVXVaByIiImcXp1/BTZw4seU/Dx06FEVFRejXrx/+/Oc/Oy/GdkJKSgpt8SAiIu3XGfWC6969Oy666CJs374d3/zmN3H06FHU19e3+hZUW1tL0x2n0rFjx1BCg+3H6jW2YcMGc1u2j0mTJpn1FStWmGOzsN5ULMHFUmYW9prWsQNAnz59zLqV+Nq1a5e5LTtXLH3Fxniqb8AnY/9nhPXwY6s0WlgakfU9Y32yrAQfSyNaqUMAyMrKMuusR97rr78e8/g2b95s1gcNGmTWrTQZexbrkjoEeC84K03mmlRj96H1vnK5TwCeyGMr9rpgx8k+J9jninX8rAeitUIwAMyZM8es5+fnh2pDhgwxt7XO1VfSC+7gwYP46KOPkJubi1GjRiEpKanVB/aWLVuwc+dOutSsiIicu5y+Af34xz/GNddcg379+mH37t249957cd555+G73/0uIpEIbrrpJsyaNQsZGRlIT0/HbbfdhuLiYpqAExGRc5fTBLRr1y5897vfxb59+5CZmYlx48Zh9erVyMzMBAA8/PDD6NixIyZPntzqD1FFRERO5jQBLVq06JT/3rlzZ5SVlaGsrOyMBiUiIu2fesGJiIgXCbsiam5ubiidw3qwWX2r2KqdVt+rU9X/8R//MVTbuHGjuS1Lt4wYMcKsr1u3zqxbPbtYCoz93dQPfvADs758+fJQjSV72AqvLMFVXV1t1vfs2ROqdejQwdyWpaZc+55ZvdbYPliPNDYWq37i19AnY39Yzc45Oy9WwpAdD0uqVVZWmnXrXLF7mfVfc02wWefcWtmYbQu4pU5drz37sxKXHn7sNdm4Wb9HNpatW7eGatdcc425rfU5dirWPc6SxV/uZHOCVkQVEZGEpglIRES80AQkIiJeaAISEREvEjaEsHLlytCDV7aImdUGhLW5OXr0qFlnD7MtrHWLaz881krlrbfeCtXYon6sXc7LL79s1gcOHBiqjRkzxtyWPVhmD0vZA3Tr3LpsC/AHuuyhsMtDcfbA1LXugo2bHb/18J89zD5w4IBZZ/eKFSphC6yd6H5/MnY9WbjHal3EghnsXLHWNZZevXqZdbaIJNs3Oy/Wg3i2D1Zn4Z57773XrPfv3z9U+/nPf25uy67P2rVrzbrLIoVWiyuFEEREJKFpAhIRES80AYmIiBeagERExAtNQCIi4kXCpuCOHz8eSpyw1jDWgmcsBcfSGax1D0uqWdiCbFZCBuALpFnHM3PmTHNb1s6HjdtKFLFxsEXGWCqJpQDfeOONUM21dQtbUIxdZ+tatGXazXUfLMHGFuSzWqO4tIUBgMLCQrOenp4eqrEF6V566SWzPnToULN+xRVXxDg6nnJlLZHYYoxWqyxrgTUA+Pd//3ezvn//frP+9NNPm/VHHnkkVGPvH+t8A7yVFWuttGbNmlCtd+/e5rYsucsWUjz//PNDNZd2WJ9//jlNTH6ZvgGJiIgXmoBERMQLTUAiIuKFJiAREfFCE5CIiHhxVqXgrIXNADtVwhaacmX14GKJGragFkugsEXmrLRfeXm5uS3rHcbSVK+++mqoZvWUAuwkDMDTSqxXlJUCZCkwliSsra0164yVPmOpMfaajJUaZGk8lt5jC9ix9Jk1drZvq98fwPuybdu2LVRj9+bBgwfNOrs+LME1cuTIUI0lI1lq7MILLzTrVk+5iy++2NyW9UKLRqNm/Vvf+pZZd0lMslTfsGHDzDr73LPeh+w+ZNeBLTDIzrnFOh7We+5k+gYkIiJeaAISEREvNAGJiIgXmoBERMQLTUAiIuJFwqbgmpqaQkkKlpKxkmAs8cT6GbEklLWCKtt23759Zp2lj9jKiNbxsFVI2VjYyo3W9mzcX//61806W3GTJWqs1BhL9rDrU1VVZdbZCrcuveZYsoslCa30GUtdsnQUuz9ZWsnaD0uesZQVO7dWj7hXXnnF3Jb1+2P3Mrs/jxw5EqqxPmYs7WftA7DvCbZvhvVlc+mH5tqrjyVaWdrPSryxc2X1lwT4KrlFRUWh2v/93/+Z21qJN5ZyPZm+AYmIiBeagERExAtNQCIi4oUmIBER8UITkIiIeJGwKbikpKRQgoYlaqw0CEsCsX2wBJdVZ9uy5BVbEZX1VLNWUmRpKnacrBeT1SeLJcnYSql79+416yyVZZ1zdq5YesZ1tUwrrcSOh51blrLatWtXqMaO3TrfgN1/DeC94KwxsjQiW82TrYhqJQz79u1rbsuSWuy6se2tFCQ7Hpawc0kYPvnkk+a2LDXG0ogbNmyI+TXZ+NhnEEuksRStNXbWC45hx/nyyy+Hamx81rHHOg59AxIRES80AYmIiBeagERExAtNQCIi4kWHgPVs8aShoQGRSAS5ubmhh3XswbX1EJ09/GQLLbmEEyKRiLktGx8LBLjs58MPPzS3ZQ8Gs7KyzLrLuWJtR1gIg91K1gNJ9rCdPcy2ghkAb5djBQVYaxS2+BpjPVxm42YPY9lYWGDFOk7XcAu7Ptb95jo+1i6GtYCxWuNccMEF5rYsDMIeoG/evDlUY4suvvXWW2b95ptvNuus5ZK1iOSaNWvMbdn1KSgoMOsrV64061aQhQU2WH3AgAFm3Vpck30eWOfk888/x7p16xCNRk+5uJ2+AYmIiBeagERExAtNQCIi4oUmIBER8UITkIiIeJGwKbgbb7wxlLZi6RErUcXSR2zxNZaEslI/LPHEEkIsHceSQ1a6h7V6YYupsaSalTRi7Uhc02HsNa3WPezY161bZ9ZZiicvL8+s19XVhWqTJ082t2WL47GE3ZYtW0I1lupj42Ztgdh+rKQiSy9effXVZv2///u/zfrAgQNDNfY+YQvSsdecN2+eWe/Vq1eoxloIsXPFWO+fjRs3mttecsklZp0lV9n7zcKuD3tfsc+V7du3m3UrfcZSeuzcsnZB1jln+7aStc3Nzdi5c6dScCIikpg0AYmIiBeagERExAtNQCIi4oXzBPTpp5/ie9/7Hnr27InU1FRccsklrR4cB0GAe+65B7m5uUhNTUVJSQld+0RERM5dTim4AwcOYMSIEbjiiiswbdo0ZGZmYtu2bbjgggta0lW//vWvUVpaiqeffhoFBQW4++67sXHjRmzevJmmQr7sRApu9OjRoQQRS+Bs3bo1VBs+fLi5Lesf9cILL5j1yy+/PFRjqTa2iJerxYsXh2r/+q//am7LeqSxFNPhw4dDNZbK+eSTT8w66xPGkoevv/56qMbuBZYaY+ec7cdKMbn2FGP7thJF7JywVFtubq5Zd+kpx5JaLL3Hrk9mZmbM27J+YOxcsfvTSkaxc8WwzwOrpxrrSeeyYB4A9OjRI8bRAdXV1WadXfudO3eaddbv0UrdsnucHSerDx06NFRjPeny8/NDtWPHjmHp0qV/MwXntCLqr3/9a/Tt2xfz589vqX35YgdBgDlz5uBnP/sZJk2aBAB45plnkJ2djWeffRY33nijy8uJiEg75vQruL/85S8YPXo0vvOd7yArKwsjRozAU0891fLvlZWVqKmpQUlJSUstEomgqKgIq1atMvfZ1NSEhoaGVj8iItL+OU1AO3bswNy5c1FYWIjly5dj2rRp+NGPfoSnn34awP/7mpudnd3qf5ednU2/ApeWliISibT8xOvXWCIikticJqDm5maMHDkS999/P0aMGIFbbrkFN998M5544onTHsDs2bMRjUZbfqqqqk57XyIicvZwmoByc3MxePDgVrVBgwa1PDw78bDs5LYxtbW19EFaSkoK0tPTW/2IiEj75xRCGDt2bKgP1tatW1tWAywoKEBOTg5WrFjRkkJraGjAmjVrMG3aNKeBpaWlhRJRLCFk/dqO/cqPGTVqlFm30k0sCWStxHgqLgmU9evXm9smJSWZdWtFQ8BOJVnJOADIyMgw6wzrhfetb30rVGMpK9abqlu3bmad7ceqs1Vv2T7YubXG6LpKLLv27PitflssGRiP43FZ3ZbtA3BboZP1fGPXjb0PrVSn67nq2bOnWWf7sc4tW+GVXQe2aiv73LP2wxKQ7Fyx96yVXGUOHDgQqrExn8xpApo5cya+9rWv4f7778c//MM/4O2338aTTz6JJ598EsAXsdA77rgDv/zlL1FYWNgSw87Ly8O1117r8lIiItLOOU1AY8aMwZIlSzB79mzcd999KCgowJw5czBlypSWbX7yk5/g0KFDuOWWW1BfX49x48Zh2bJlMf0NkIiInDucJiDgi1+nWL9SOaFDhw647777cN99953RwEREpH1TLzgREfHC+RvQV6WhoYE+8LO2jRV7WOqy+Bp7oMewh/yuD8Vd9hHruQP4Q1HX9h0uD79dH8KzB7Rs7C5pSnb/sFY31gN6dk+wdiyuaU8rPMIeILN7oi3XnnQNLbD3hMX1Hrdek42D7YPdh6zuEnqxAiUAf0/EAztOl3vcRayfYfoGJCIiXmgCEhERLzQBiYiIF5qARETEC01AIiLiRcKm4LKysmjC6WSsz5wLl9QHSx+57pslUL7qFBxL3xw6dMhp32zc1hjZPti5YmNxaVPCuF4fi+sihQcPHox534CdnGKJLHZPuGDHwxbeY2NhXK4P4/KarM2Py/vkVNu7pODYfRVr+5oTWJsji+t7+UyvD7tPTqZvQCIi4oUmIBER8UITkIiIeKEJSEREvEi4EMKJB8IuD+Lj+bqxcH1Y6PqQ22X/8Wi7ws41GwfbN9veGiPbh2sLEPaaLgGCeIQQ2ANx13Ploi1DCGzc8QohuJxbxuU12TlxHXc8WvHE49iB+LzHXY/f9fX+1hgTbgJqbGwEALz88sueRyIiImeisbERkUiE/nuHoC07FJ6G5uZm7N69G2lpaWhsbETfvn1RVVXVrpfqbmho0HG2E+fCMQI6zvYm3scZBAEaGxuRl5d3ym/kCfcNqGPHjujTpw+A//dVNT09vV1f/BN0nO3HuXCMgI6zvYnncZ7qm88JCiGIiIgXmoBERMSLhJ6AUlJScO+99yIlJcX3UNqUjrP9OBeOEdBxtje+jjPhQggiInJuSOhvQCIi0n5pAhIRES80AYmIiBeagERExAtNQCIi4kVCT0BlZWU4//zz0blzZxQVFeHtt9/2PaQzsnLlSlxzzTXIy8tDhw4d8Oyzz7b69yAIcM899yA3NxepqakoKSnBtm3b/Az2NJWWlmLMmDFIS0tDVlYWrr32WmzZsqXVNp999hmmT5+Onj17olu3bpg8eTJqa2s9jfj0zJ07F0OHDm35y/Hi4mK8+OKLLf/eHo7xZA888AA6dOiAO+64o6XWHo7z5z//OTp06NDqZ+DAgS3/3h6O8YRPP/0U3/ve99CzZ0+kpqbikksuwbp161r+/av+DErYCehPf/oTZs2ahXvvvRfr16/HsGHDMGHCBNTV1fke2mk7dOgQhg0bhrKyMvPff/Ob3+DRRx/FE088gTVr1qBr166YMGECPvvss694pKevvLwc06dPx+rVq/HSSy/h2LFjuOqqq1otCTxz5kw8//zzWLx4McrLy7F7925cf/31Hkftrk+fPnjggQdQUVGBdevWYfz48Zg0aRLef/99AO3jGL9s7dq1+N3vfoehQ4e2qreX4xwyZAiqq6tbft54442Wf2svx3jgwAGMHTsWSUlJePHFF7F582b8x3/8B3r06NGyzVf+GRQkqEsvvTSYPn16y38/fvx4kJeXF5SWlnocVfwACJYsWdLy35ubm4OcnJzgwQcfbKnV19cHKSkpwR//+EcPI4yPurq6AEBQXl4eBMEXx5SUlBQsXry4ZZsPPvggABCsWrXK1zDjokePHsF//ud/trtjbGxsDAoLC4OXXnop+PrXvx7cfvvtQRC0n2t57733BsOGDTP/rb0cYxAEwU9/+tNg3Lhx9N99fAYl5Dego0ePoqKiAiUlJS21jh07oqSkBKtWrfI4srZTWVmJmpqaVscciURQVFR0Vh9zNBoFAGRkZAAAKioqcOzYsVbHOXDgQOTn55+1x3n8+HEsWrQIhw4dQnFxcbs7xunTp+Pqq69udTxA+7qW27ZtQ15eHvr3748pU6Zg586dANrXMf7lL3/B6NGj8Z3vfAdZWVkYMWIEnnrqqZZ/9/EZlJAT0N69e3H8+HFkZ2e3qmdnZ6OmpsbTqNrWieNqT8fc3NyMO+64A2PHjsXFF18M4IvjTE5ORvfu3VttezYe58aNG9GtWzekpKTg1ltvxZIlSzB48OB2dYyLFi3C+vXrUVpaGvq39nKcRUVFWLBgAZYtW4a5c+eisrISl19+ORobG9vNMQLAjh07MHfuXBQWFmL58uWYNm0afvSjH+Hpp58G4OczKOGWY5D2Y/r06di0aVOr36e3JwMGDMCGDRsQjUbxP//zP5g6dSrKy8t9DytuqqqqcPvtt+Oll15C586dfQ+nzUycOLHlPw8dOhRFRUXo168f/vznPyM1NdXjyOKrubkZo0ePxv333w8AGDFiBDZt2oQnnngCU6dO9TKmhPwG1KtXL5x33nmhpEltbS1ycnI8japtnTiu9nLMM2bMwNKlS/Hqq6+2rO8EfHGcR48eRX19favtz8bjTE5OxoUXXohRo0ahtLQUw4YNwyOPPNJujrGiogJ1dXUYOXIkOnXqhE6dOqG8vByPPvooOnXqhOzs7HZxnCfr3r07LrroImzfvr3dXEsAyM3NxeDBg1vVBg0a1PLrRh+fQQk5ASUnJ2PUqFFYsWJFS625uRkrVqxAcXGxx5G1nYKCAuTk5LQ65oaGBqxZs+asOuYgCDBjxgwsWbIEr7zyCgoKClr9+6hRo5CUlNTqOLds2YKdO3eeVcdpaW5uRlNTU7s5xiuvvBIbN27Ehg0bWn5Gjx6NKVOmtPzn9nCcJzt48CA++ugj5ObmtptrCQBjx44N/UnE1q1b0a9fPwCePoPaJNoQB4sWLQpSUlKCBQsWBJs3bw5uueWWoHv37kFNTY3voZ22xsbG4J133gneeeedAEDw0EMPBe+8807wySefBEEQBA888EDQvXv34Lnnngvee++9YNKkSUFBQUFw5MgRzyOP3bRp04JIJBK89tprQXV1dcvP4cOHW7a59dZbg/z8/OCVV14J1q1bFxQXFwfFxcUeR+3urrvuCsrLy4PKysrgvffeC+66666gQ4cOwV//+tcgCNrHMVq+nIILgvZxnHfeeWfw2muvBZWVlcGbb74ZlJSUBL169Qrq6uqCIGgfxxgEQfD2228HnTp1Cn71q18F27ZtC/7whz8EXbp0CX7/+9+3bPNVfwYl7AQUBEHw2GOPBfn5+UFycnJw6aWXBqtXr/Y9pDPy6quvBgBCP1OnTg2C4IsY5N133x1kZ2cHKSkpwZVXXhls2bLF76AdWccHIJg/f37LNkeOHAl++MMfBj169Ai6dOkSXHfddUF1dbW/QZ+Gf/mXfwn69esXJCcnB5mZmcGVV17ZMvkEQfs4RsvJE1B7OM4bbrghyM3NDZKTk4PevXsHN9xwQ7B9+/aWf28Px3jC888/H1x88cVBSkpKMHDgwODJJ59s9e9f9WeQ1gMSEREvEvIZkIiItH+agERExAtNQCIi4oUmIBER8UITkIiIeKEJSEREvNAEJCIiXmgCEhERLzQBiYiIF5qARETEC01AIiLixf8HeZu/fWcrqn0AAAAASUVORK5CYII=", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(secretImage,cmap='gray')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "000c3a7d-9af5-4ff9-9f02-19930e608d8d", + "metadata": {}, + "outputs": [], + "source": [ + "def int_to_bin(decimal):\n", + " return ('{0:08b}'.format(decimal))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "3ce1f7ae-da9c-49c0-914d-f3c49e903582", + "metadata": {}, + "outputs": [], + "source": [ + "def bin_to_int(binary):\n", + " return (int(binary, 2))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "f68b7711-c11a-4d8c-88c8-a67c08145b26", + "metadata": {}, + "outputs": [], + "source": [ + "def image_to_bits(image):\n", + " flat_data=image.flatten()\n", + " msg=''\n", + " for x in flat_data:\n", + " msg=msg+int_to_bin(x)\n", + " return msg\n", + "\n", + "def bits_to_image(msg,r,c):\n", + " l=len(msg)\n", + " msg_image=[]\n", + " pos=0\n", + " while pos" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(stegoImage,cmap='gray')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "40381bd5-6501-4c3c-a26c-5dc6cbf53d46", + "metadata": {}, + "outputs": [], + "source": [ + "secret=Extraction_two_lsb(stegoImage,64,64)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "1c47a841-c6f0-4673-a7f1-c4cc5e20c2eb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(secret,cmap='gray')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "db6e2920-86f1-4a61-8429-b7d10f2fc252", + "metadata": {}, + "source": [ + "## MSE PSNR Calculation" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "435470af-f6a0-44c9-8333-2223a3e8b571", + "metadata": {}, + "outputs": [], + "source": [ + "def mse_psnr(a,b): \n", + " a=a.astype('float64')\n", + " b=b.astype('float64')\n", + " rows,cols=a.shape\n", + " a=a.ravel()\n", + " b=b.ravel()\n", + " mse=0.0\n", + " for i in range(rows*cols):\n", + " mse=mse+math.pow(a[i]-b[i],2)\n", + " mse=mse/(rows*cols) \n", + " try:\n", + " psnr=20 * math.log10(255.0/ math.sqrt(mse))\n", + " return mse,psnr\n", + " except:\n", + " return mse,-999" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "162f3c51-cbba-474a-b389-0f90162eea1f", + "metadata": {}, + "outputs": [], + "source": [ + "mse,psnr=mse_psnr(coverImage,stegoImage)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "ac7ee189-4518-47a4-aeb6-465e4755fb6c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.18344497680664062 55.49574536708489\n" + ] + } + ], + "source": [ + "print(mse,psnr)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "5044d8b5-ae9b-4dd9-8861-c565c6cd4225", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0 -999\n" + ] + } + ], + "source": [ + "mse,psnr=mse_psnr(secretImage,secret)\n", + "print(mse,psnr)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 440c924835b4989858765d3297279234ecc660e1 Mon Sep 17 00:00:00 2001 From: Suvadip Sana Date: Sun, 20 Oct 2024 13:57:43 +0530 Subject: [PATCH 5/5] Update README.md --- OpenCV Projects/Steganography/README.md | 61 +++++++++++++++++++++++++ 1 file changed, 61 insertions(+) diff --git a/OpenCV Projects/Steganography/README.md b/OpenCV Projects/Steganography/README.md index 8b1378917..02e1385b5 100644 --- a/OpenCV Projects/Steganography/README.md +++ b/OpenCV Projects/Steganography/README.md @@ -1 +1,62 @@ +# Image Steganography Using Two LSB Embedding + +This project implements a simple image steganography technique using the least significant bits (LSB) embedding method. The goal is to hide a secret image inside a cover image by replacing the least significant bits of the cover image with the bits from the secret image. The process includes both embedding and extraction functionalities. + +## Table of Contents +- [Introduction](#introduction) +- [Features](#features) +- [Requirements](#requirements) +- [Usage](#usage) + - [Embedding Process](#embedding-process) + - [Extraction Process](#extraction-process) + - [MSE and PSNR Calculation](#mse-and-psnr-calculation) +- [Output](#output) + +## Introduction + +Steganography is a technique of hiding information in other digital media. In this project, we hide a 64x64 grayscale secret image inside a 512x512 grayscale cover image using the 2 least significant bits of the cover image's pixels. This process ensures minimal distortion in the cover image while allowing the secret image to be extracted later. + +## Features +- Embeds a secret image into a cover image using the two least significant bits (LSB). +- Extracts the hidden secret image from the stego image. +- Computes Mean Squared Error (MSE) and Peak Signal-to-Noise Ratio (PSNR) between images. + +## Requirements + +- Python 3.x +- OpenCV (`cv2`) +- NumPy +- Matplotlib + +You can install the required libraries using the following command: + +```bash +pip install numpy opencv-python matplotlib +``` + +## Usage +- ### Embedding Process + The `Embedding_two_lsb` function hides the secret image into the cover image using the LSB method. The cover image and secret image are resized to 512x512 and 64x64 respectively before embedding. +- ### Extraction Process + The `Extraction_two_lsb` function retrieves the hidden secret image from the stego image. +- ### MSE and PSNR Calculation + The `mse_psnr` function calculates the Mean Squared Error (MSE) and Peak Signal-to-Noise Ratio (PSNR) between two images. These metrics help quantify the distortion between the original and stego images, and the original and extracted secret images. + +## Output +The output includes: + +- The cover image and secret image displayed using Matplotlib. +- The stego image after embedding the secret image. +- The extracted secret image after applying the extraction algorithm. +- The MSE and PSNR values. +- ### Sample Output (PSNR): + +``` +MSE between Cover Image and Stego Image: 0.1834 +PSNR: 55.4957 + +MSE between Secret Image and Extracted Image: 0.0 +PSNR: -999 (Perfect recovery, no error) +``` +