From f40e750863a04c9b626343615751c3da95183f9d Mon Sep 17 00:00:00 2001 From: Shrushti Date: Tue, 20 May 2025 12:55:48 +0530 Subject: [PATCH] Add files via upload --- week_0/Assignment0.ipynb | 333 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 333 insertions(+) create mode 100644 week_0/Assignment0.ipynb diff --git a/week_0/Assignment0.ipynb b/week_0/Assignment0.ipynb new file mode 100644 index 0000000..b75288d --- /dev/null +++ b/week_0/Assignment0.ipynb @@ -0,0 +1,333 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "code", + "source": [ + "import cv2\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n" + ], + "metadata": { + "id": "UUUNqxRm0-zM" + }, + "execution_count": 1, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "image=cv2.imread('/content/DoodleBot.jpg')\n", + "image_rgb = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)" + ], + "metadata": { + "id": "oWpezDn_1JSZ" + }, + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Color masking" + ], + "metadata": { + "id": "bo_iB4-b12bO" + } + }, + { + "cell_type": "code", + "source": [ + "hsv = cv2.cvtColor(image, cv2.COLOR_BGR2HSV)\n", + "lower_purple = np.array([120, 40, 40])\n", + "upper_purple = np.array([160, 255, 255])\n", + "mask = cv2.inRange(hsv, lower_purple, upper_purple)\n", + "masked = cv2.bitwise_and(image, image, mask=mask)" + ], + "metadata": { + "id": "iA9zhZM310Qc" + }, + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "gray = cv2.cvtColor(masked, cv2.COLOR_BGR2GRAY)\n", + "_, binary = cv2.threshold(gray, 1, 255, cv2.THRESH_BINARY)\n", + "plt.figure(figsize=(15, 5))\n", + "plt.subplot(1, 3, 1), plt.imshow(image_rgb), plt.title(\"Original\")\n", + "plt.subplot(1, 3, 2), plt.imshow(cv2.cvtColor(masked, cv2.COLOR_BGR2RGB)), plt.title(\"Masked\")\n", + "plt.subplot(1, 3, 3), plt.imshow(binary, cmap='gray'), plt.title(\"Binary\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 305 + }, + "id": "ZqnrZEjq2nOL", + "outputId": "adcd07a9-f525-4029-9fc6-c5117563611b" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "binary_uint8 = (binary * 255).astype(np.uint8) if binary.max() <= 1 else binary\n", + "\n", + "contours, _ = cv2.findContours(binary_uint8, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)\n", + "\n", + "\n", + "contour_canvas = np.zeros_like(image_rgb)\n", + "cv2.drawContours(contour_canvas, contours, -1, (0, 255, 0), thickness=2)\n", + "\n", + "plt.figure(figsize=(6, 6))\n", + "plt.imshow(contour_canvas), plt.title(\"Contours\")\n", + "plt.axis('off')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 406 + }, + "id": "8CmPf8QC9vrw", + "outputId": "1b364b7f-5f46-4e08-86d7-435eab8352ce" + }, + "execution_count": 45, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "from skimage.morphology import skeletonize\n", + "from skimage.util import invert\n", + "\n", + "\n", + "binary_bool = binary_uint8 > 0\n", + "\n", + "\n", + "skeleton = skeletonize(binary_bool)\n", + "\n", + "\n", + "skeleton_uint8 = (skeleton * 255).astype(np.uint8)\n", + "\n", + "plt.figure(figsize=(6,6))\n", + "plt.imshow(skeleton_uint8, cmap='gray')\n", + "plt.title(\"Skeletonized Path\")\n", + "plt.axis('off')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 406 + }, + "id": "G98izTJLBPpE", + "outputId": "c294f282-88e3-4351-d63b-8c7279b474eb" + }, + "execution_count": 46, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "\n", + "\n", + "\n", + "kernel = cv2.getStructuringElement(cv2.MORPH_RECT, (3, 3))\n", + "\n", + "\n", + "skeleton_thick = cv2.dilate(skeleton_uint8, kernel, iterations=1)\n", + "\n", + "\n", + "plt.figure(figsize=(6, 6))\n", + "plt.imshow(skeleton_thick, cmap='gray')\n", + "plt.title(\"Thickened Skeleton\")\n", + "plt.axis('off')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 406 + }, + "id": "HoYWT_WNBeo-", + "outputId": "7af448ec-632c-427d-cc12-b18a12773ba9" + }, + "execution_count": 47, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "\n", + "skeleton_bin = (skeleton_thick > 0).astype(np.uint8)\n", + "\n", + "\n", + "coords = np.column_stack(np.where(skeleton_bin > 0)) # (row, col) = (y, x)\n", + "\n", + "\n", + "points = [(int(x), int(y)) for y, x in coords] # Reorder for proper axes\n" + ], + "metadata": { + "id": "DU3euGJCHTqn" + }, + "execution_count": 48, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import pandas as pd\n", + "\n", + "# Create DataFrame\n", + "df = pd.DataFrame(points, columns=[\"x\", \"y\"])\n", + "\n", + "# Save as CSV\n", + "df.to_csv(\"path_data.csv\", index=False)\n", + "\n", + "print(\"✅ Saved to path_data.csv\")\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "osJBEvPjHY8w", + "outputId": "155521cb-4bd3-4c21-8e8f-91bb1e3a6213" + }, + "execution_count": 40, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "✅ Saved to path_data.csv\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "!pip install svgwrite\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "f1u7XML4H_Uo", + "outputId": "25c0f36c-ac95-47cd-f6e8-ca4ea4da0924" + }, + "execution_count": 42, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Collecting svgwrite\n", + " Downloading svgwrite-1.4.3-py3-none-any.whl.metadata (8.8 kB)\n", + "Downloading svgwrite-1.4.3-py3-none-any.whl (67 kB)\n", + "\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/67.1 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━\u001b[0m \u001b[32m61.4/67.1 kB\u001b[0m \u001b[31m1.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m67.1/67.1 kB\u001b[0m \u001b[31m1.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25hInstalling collected packages: svgwrite\n", + "Successfully installed svgwrite-1.4.3\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "from svgwrite import Drawing\n", + "\n", + "# Create SVG canvas\n", + "svg_size = (skeleton_bin.shape[1], skeleton_bin.shape[0]) # width, height\n", + "dwg = Drawing(\"path_data.svg\", size=svg_size)\n", + "\n", + "# Optional: group all points into a polyline\n", + "dwg.add(dwg.polyline(points, stroke=\"black\", fill=\"none\", stroke_width=1))\n", + "\n", + "# Save SVG\n", + "dwg.save()\n", + "\n", + "print(\"✅ Saved to path_data.svg\")\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QrSuSuCUHjBo", + "outputId": "1a6f08b8-1ae7-4b20-eaa6-01b804a2d09c" + }, + "execution_count": 43, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "✅ Saved to path_data.svg\n" + ] + } + ] + } + ] +} \ No newline at end of file