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b/SS_Annotations/Cloudy_to_rainy_annotate2/585 to 292/9.png new file mode 100644 index 0000000000000000000000000000000000000000..fd927ab5a6ed761d0b6c31f90996849e5db61653 --- /dev/null +++ b/SS_Annotations/Cloudy_to_rainy_annotate2/585 to 292/9.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ff86c2b90d17772a68ce140332cb953738cbd7182faff5881db7a9dc9a949df6 +size 1108 diff --git a/SS_Annotations/Cloudy_to_rainy_annotate2/585 to 292/image1.png b/SS_Annotations/Cloudy_to_rainy_annotate2/585 to 292/image1.png new file mode 100644 index 0000000000000000000000000000000000000000..fd927ab5a6ed761d0b6c31f90996849e5db61653 --- /dev/null +++ b/SS_Annotations/Cloudy_to_rainy_annotate2/585 to 292/image1.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ff86c2b90d17772a68ce140332cb953738cbd7182faff5881db7a9dc9a949df6 +size 1108 diff --git a/SS_Annotations/Cloudy_to_rainy_annotate2/585 to 292/image2.png b/SS_Annotations/Cloudy_to_rainy_annotate2/585 to 292/image2.png new file mode 100644 index 0000000000000000000000000000000000000000..fd927ab5a6ed761d0b6c31f90996849e5db61653 --- /dev/null +++ b/SS_Annotations/Cloudy_to_rainy_annotate2/585 to 292/image2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ff86c2b90d17772a68ce140332cb953738cbd7182faff5881db7a9dc9a949df6 +size 1108 diff --git a/SS_Annotations/Cloudy_to_rainy_annotate2/coco.ipynb b/SS_Annotations/Cloudy_to_rainy_annotate2/coco.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..e14ea9f6161770482e526be747df7bf6bc588095 --- /dev/null +++ b/SS_Annotations/Cloudy_to_rainy_annotate2/coco.ipynb @@ -0,0 +1,138 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "import cv2\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Load the JSON file\n", + "for i in range(69,293):\n", + " # Load the JSON file\n", + " if(i<152):\n", + " a = str(i)\n", + " b = i + 293\n", + " b = str(b)\n", + " with open(f\"./{a} to {b}/{a}.json\") as f:\n", + " data = json.load(f)\n", + "\n", + " # Get image information\n", + " image_info = data['images'][0]\n", + " image_id = image_info['id']\n", + " image_width = image_info['width']\n", + " image_height = image_info['height']\n", + " image_filename = image_info['file_name']\n", + "\n", + " # Get annotation information\n", + " annotations = data['annotations']\n", + " segmentations = [anno['segmentation'][0] for anno in annotations]\n", + "\n", + " # Create a blank mask image\n", + " mask = np.zeros((image_height, image_width), dtype=np.uint8)\n", + "\n", + " # Draw filled polygons on the mask\n", + " for segmentation in segmentations:\n", + " points = np.array(segmentation, np.int32).reshape((-1, 2))\n", + " cv2.fillPoly(mask, [points], color=255)\n", + "\n", + " # Save the mask image as a file\n", + " for j in range(0,12):\n", + " if(j == 10):\n", + " output_file = f\"./{a} to {b}/image1.png\"\n", + " cv2.imwrite(output_file, mask)\n", + " \n", + " elif(j == 11): \n", + " output_file = f\"./{a} to {b}/image2.png\"\n", + " cv2.imwrite(output_file, mask)\n", + "\n", + " else:\n", + " c = str(j)\n", + " output_file = f\"./{a} to {b}/{c}.png\"\n", + " cv2.imwrite(output_file, mask)\n", + " \n", + " else:\n", + " a = str(i)\n", + " b = i + 293\n", + " b = str(b)\n", + " \n", + " with open(f\"./{a} to {b}/{b}.json\") as f:\n", + " data = json.load(f)\n", + "\n", + " # Get image information\n", + " image_info = data['images'][0]\n", + " image_id = image_info['id']\n", + " image_width = image_info['width']\n", + " image_height = image_info['height']\n", + " image_filename = image_info['file_name']\n", + "\n", + " # Get annotation information\n", + " annotations = data['annotations']\n", + " segmentations = [anno['segmentation'][0] for anno in annotations]\n", + "\n", + " # Create a blank mask image\n", + " mask = np.zeros((image_height, image_width), dtype=np.uint8)\n", + "\n", + " # Draw filled polygons on the mask\n", + " for segmentation in segmentations:\n", + " points = np.array(segmentation, np.int32).reshape((-1, 2))\n", + " cv2.fillPoly(mask, [points], color=255)\n", + "\n", + " # Save the mask image as a file\n", + " for j in range(0,12):\n", + " \n", + " if(j == 11):\n", + " output_file = f\"./{a} to {b}/image1.png\"\n", + " cv2.imwrite(output_file, mask)\n", + " \n", + " elif(j == 12): \n", + " output_file = f\"./{a} to {b}/image2.png\"\n", + " cv2.imwrite(output_file, mask)\n", + "\n", + " else:\n", + " c = str(j)\n", + " output_file = f\"./{a} to {b}/{c}.png\"\n", + " cv2.imwrite(output_file, mask)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.10.5" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/SS_Annotations/Cloudy_to_rainy_annotate2/process.ipynb b/SS_Annotations/Cloudy_to_rainy_annotate2/process.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..33c4e3eb4ef4fd664c6788768ca712999bf6d678 --- /dev/null +++ b/SS_Annotations/Cloudy_to_rainy_annotate2/process.ipynb @@ -0,0 +1,495 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cv2\n", + "import json" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "f = open(\"./103 to 396/103.json\")\n", + "data =json.load(f)" + ] + }, + { + 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[[121.68625231637459,\n", + " 121.42749220855788,\n", + " 119.76390999183592,\n", + " 122.25641214622632,\n", + " 116.04838023857032,\n", + " 122.10159840650694,\n", + " 116.16603668295141,\n", + " 123.67007980963605,\n", + " 112.88840865060641,\n", + " 123.49757307109157,\n", + " 112.95210544418231,\n", + " 125.35268694061433,\n", + " 129.51717559415812,\n", + " 124.26899076257853,\n", + " 129.6215622894204,\n", + " 121.77250568564683]],\n", + " 'bbox': [112.88840865060641,\n", + " 121.42749220855788,\n", + " 16.733153638814002,\n", + " 3.925194732056454],\n", + " 'area': 44.54865396925976},\n", + " {'id': 2,\n", + " 'iscrowd': 0,\n", + " 'image_id': 1,\n", + " 'category_id': 1,\n", + " 'segmentation': [[132.3038229091073,\n", + " 121.48234344762933,\n", + " 132.3038229091073,\n", + " 124.26899076257853,\n", + " 137.10304884040872,\n", + " 123.49492206398153,\n", + " 136.94823510068932,\n", + " 121.48234344762933]],\n", + " 'bbox': [132.3038229091073,\n", + " 121.48234344762933,\n", + " 4.799225931301407,\n", + " 2.7866473149491924],\n", + " 'area': 11.360497358799535}]" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# images\n", + "# annots" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "for x, y in zip(images, annots):\n", + " filename = x[\"file_name\"]\n", + " h = x[\"height\"]\n", + " w = x[\"width\"]\n", + "\n", + " mask = np.zeros((h, w))\n", + "\n", + " seg = y[\"segmentation\"]\n", + "\n", + " for points in seg:\n", + " contours = []\n", + "\n", + " for i in range(0, len(points), 2):\n", + " contours.append((points[i], points[i + 1]))\n", + " \n", + " contours = np.array(contours, dtype=np.int32)\n", + " cv2.drawContours(mask, [contours], -1, 255, -1)\n", + "\n", + " cv2.imwrite(f\"{mask_dir}/{filename}\", mask)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "for i in range(71,292):\n", + " a = str(i)\n", + " b = i + 293\n", + " b = str(b)\n", + " os.remove(f\"./{a} to {b}/10.png\")\n", + " os.remove(f\"./{a} to {b}/11.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "for i in range(0,69):\n", + " a = str(i)\n", + " b = i + 293\n", + " b = str(b)\n", + " os.rename(f\"{a} to {b}\",f\"{b} to {a}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.10.5" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/SS_Annotations/Cloudy_to_rainy_annotate2/vgg.ipynb b/SS_Annotations/Cloudy_to_rainy_annotate2/vgg.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..37c17680d4e0a2e57949dc6f3c2a081a2a22af25 --- /dev/null +++ b/SS_Annotations/Cloudy_to_rainy_annotate2/vgg.ipynb @@ -0,0 +1,147 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import cv2\n", + "import numpy as np\n", + "import json\n", + "import glob\n", + "from matplotlib import pyplot as plt\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# for i in range(0,68):\n", + "# # Load the JSON file\n", + "# a = str(i)\n", + "# # print(\"a:\",a)\n", + "# b = i + 293\n", + "# b = str(b)\n", + "# # print(\"b:\" ,b)\n", + "# with open(f\"./{a} to {b}/{a}.json\") as f:\n", + "# data = json.load(f)\n", + "\n", + "# # Extract polygon coordinates\n", + "# polygon = data['Image2.png']['regions']['0']['shape_attributes']\n", + "# points_x = polygon['all_points_x']\n", + "# points_y = polygon['all_points_y']\n", + "\n", + "# # Create a blank mask image\n", + "# mask = np.zeros((512, 512), dtype=np.uint8)\n", + "\n", + "# # Convert polygon coordinates to numpy array\n", + "# points = np.array(list(zip(points_x, points_y)), np.int32)\n", + "\n", + "# # Draw the filled polygon on the mask image\n", + "# cv2.fillPoly(mask, [points], color=255)\n", + "\n", + "# for j in range(0,12):\n", + "# # Save the mask image as a file\n", + "# c = str(j)\n", + "# output_file = f\"./{a} to {b}/{c}.png\"\n", + "# cv2.imwrite(output_file, mask)\n", + " \n", + "# if(j == 10):\n", + "# c = str(j)\n", + "# output_file = f\"./{a} to {b}/image1.png\"\n", + "# cv2.imwrite(output_file, mask)\n", + " \n", + "# elif(j == 11):\n", + "# c = str(j)\n", + "# output_file = f\"./{a} to {b}/image2.png\"\n", + "# cv2.imwrite(output_file, mask)\n", + "\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "import cv2\n", + "import numpy as np\n", + "\n", + "# Define the target size\n", + "target_size = (512, 256)\n", + "\n", + "# Load the JSON file\n", + "for i in range(0, 69):\n", + " a = str(i)\n", + " b = i + 293\n", + " b = str(b)\n", + " with open(f\"./{b} to {a}/{a}.json\") as f:\n", + " data = json.load(f)\n", + "\n", + " # Extract polygon coordinates\n", + " polygon = data['Image2.png']['regions']['0']['shape_attributes']\n", + " points_x = polygon['all_points_x']\n", + " points_y = polygon['all_points_y']\n", + "\n", + " # Create a blank mask image\n", + " mask = np.zeros((512, 512), dtype=np.uint8)\n", + "\n", + " # Convert polygon coordinates to numpy array\n", + " points = np.array(list(zip(points_x, points_y)), np.int32)\n", + "\n", + " # Draw the filled polygon on the mask image\n", + " cv2.fillPoly(mask, [points], color=255)\n", + "\n", + " # Resize the mask image\n", + " resized_mask = cv2.resize(mask, target_size)\n", + "\n", + " # Save the resized mask image as a file\n", + " for j in range(0, 12):\n", + " c = str(j)\n", + " if j == 10:\n", + " output_file = f\"./{b} to {a}/image1.png\"\n", + " elif j == 11:\n", + " output_file = f\"./{b} to {a}/image2.png\"\n", + " else:\n", + " output_file = f\"./{b} to {a}/{c}.png\"\n", + "\n", + " cv2.imwrite(output_file, resized_mask)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.10.5" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + 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0000000000000000000000000000000000000000..2313cc86ed57e4a7736e3f773d88a49fe3383089 --- /dev/null +++ b/SS_Annotations/Foggy_to_Sunny_annotate4/585 to 292/image2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0aaa5e249e23f2f2b9af6e7382718c3e87f45d55f5653bb0af25bf4844837d82 +size 1413 diff --git a/SS_Annotations/Foggy_to_Sunny_annotate4/coco.ipynb b/SS_Annotations/Foggy_to_Sunny_annotate4/coco.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..0a3afc29e4e3565709e1824477b33780cd71cae9 --- /dev/null +++ b/SS_Annotations/Foggy_to_Sunny_annotate4/coco.ipynb @@ -0,0 +1,177 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "import cv2\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# # Load the JSON file\n", + "# for i in range(0,293):\n", + "# # Load the JSON file\n", + "# a = str(i)\n", + "# b = i + 293\n", + "# b = str(b)\n", + "# with open(f\"./{a} to {b}/{a}.json\") as f:\n", + "# data = json.load(f)\n", + "\n", + "# # Get image information\n", + "# image_info = data['images'][0]\n", + "# image_id = image_info['id']\n", + "# image_width = image_info['width']\n", + "# image_height = image_info['height']\n", + "# image_filename = image_info['file_name']\n", + "\n", + "# # Get annotation information\n", + "# annotations = data['annotations']\n", + "# segmentations = [anno['segmentation'][0] for anno in annotations]\n", + "\n", + "# # Create a blank mask image\n", + "# mask = np.zeros((image_height, image_width), dtype=np.uint8)\n", + "\n", + "# # Draw filled polygons on the mask\n", + "# for segmentation in segmentations:\n", + "# points = np.array(segmentation, np.int32).reshape((-1, 2))\n", + "# cv2.fillPoly(mask, [points], color=255)\n", + "\n", + "# # Save the mask image as a file\n", + "# for j in range(0,12):\n", + "# if(j == 10):\n", + "# output_file = f\"./{a} to {b}/image1.png\"\n", + "# cv2.imwrite(output_file, mask)\n", + " \n", + "# elif(j == 11): \n", + "# output_file = f\"./{a} to {b}/image2.png\"\n", + "# cv2.imwrite(output_file, mask)\n", + "\n", + "# else:\n", + "# c = str(j)\n", + "# output_file = f\"./{a} to {b}/{c}.png\"\n", + "# cv2.imwrite(output_file, mask)\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: './0 to 293/0.json'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[3], line 11\u001b[0m\n\u001b[0;32m 9\u001b[0m b \u001b[39m=\u001b[39m i \u001b[39m+\u001b[39m \u001b[39m293\u001b[39m\n\u001b[0;32m 10\u001b[0m b \u001b[39m=\u001b[39m \u001b[39mstr\u001b[39m(b)\n\u001b[1;32m---> 11\u001b[0m \u001b[39mwith\u001b[39;00m \u001b[39mopen\u001b[39;49m(\u001b[39mf\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39m./\u001b[39;49m\u001b[39m{\u001b[39;49;00ma\u001b[39m}\u001b[39;49;00m\u001b[39m to \u001b[39;49m\u001b[39m{\u001b[39;49;00mb\u001b[39m}\u001b[39;49;00m\u001b[39m/\u001b[39;49m\u001b[39m{\u001b[39;49;00ma\u001b[39m}\u001b[39;49;00m\u001b[39m.json\u001b[39;49m\u001b[39m\"\u001b[39;49m) \u001b[39mas\u001b[39;00m f:\n\u001b[0;32m 12\u001b[0m data \u001b[39m=\u001b[39m json\u001b[39m.\u001b[39mload(f)\n\u001b[0;32m 14\u001b[0m \u001b[39m# Get image information\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\dhruv\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\IPython\\core\\interactiveshell.py:282\u001b[0m, in \u001b[0;36m_modified_open\u001b[1;34m(file, *args, **kwargs)\u001b[0m\n\u001b[0;32m 275\u001b[0m \u001b[39mif\u001b[39;00m file \u001b[39min\u001b[39;00m {\u001b[39m0\u001b[39m, \u001b[39m1\u001b[39m, \u001b[39m2\u001b[39m}:\n\u001b[0;32m 276\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\n\u001b[0;32m 277\u001b[0m \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mIPython won\u001b[39m\u001b[39m'\u001b[39m\u001b[39mt let you open fd=\u001b[39m\u001b[39m{\u001b[39;00mfile\u001b[39m}\u001b[39;00m\u001b[39m by default \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m 278\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mas it is likely to crash IPython. If you know what you are doing, \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m 279\u001b[0m \u001b[39m\"\u001b[39m\u001b[39myou can use builtins\u001b[39m\u001b[39m'\u001b[39m\u001b[39m open.\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m 280\u001b[0m )\n\u001b[1;32m--> 282\u001b[0m \u001b[39mreturn\u001b[39;00m io_open(file, \u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n", + "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: './0 to 293/0.json'" + ] + } + ], + "source": [ + "import cv2\n", + "import json\n", + "import numpy as np\n", + "\n", + "# Load the JSON file\n", + "for i in range(0, 293):\n", + " # Load the JSON file\n", + " a = str(i)\n", + " b = i + 293\n", + " b = str(b)\n", + " with open(f\"./{a} to {b}/{a}.json\") as f:\n", + " data = json.load(f)\n", + "\n", + " # Get image information\n", + " image_info = data['images'][0]\n", + " image_id = image_info['id']\n", + " image_width = image_info['width']\n", + " image_height = image_info['height']\n", + " image_filename = image_info['file_name']\n", + "\n", + " # Get annotation information\n", + " annotations = data['annotations']\n", + " segmentations = [anno['segmentation'][0] for anno in annotations]\n", + "\n", + " # Create a blank mask image\n", + " mask = np.zeros((image_height, image_width), dtype=np.uint8)\n", + "\n", + " # Draw filled polygons on the mask\n", + " for segmentation in segmentations:\n", + " points = np.array(segmentation, np.int32).reshape((-1, 2))\n", + " cv2.fillPoly(mask, [points], color=255)\n", + "\n", + " # Resize the mask image to the desired size\n", + " resized_mask = cv2.resize(mask, (256, 512))\n", + "\n", + " # Save the resized mask images as files\n", + " for j in range(0, 12):\n", + " if j == 10:\n", + " output_file = f\"./{a} to {b}/image1.png\"\n", + " elif j == 11:\n", + " output_file = f\"./{a} to {b}/image2.png\"\n", + " else:\n", + " c = str(j)\n", + " output_file = f\"./{a} to {b}/{c}.png\"\n", + "\n", + " cv2.imwrite(output_file, resized_mask)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "for i in range(0,292):\n", + " a = str(i)\n", + " b = i + 293\n", + " b = str(b)\n", + " os.rename(f\"C://Users//dhruv//OneDrive//Desktop//segment data//Foggy_to_Sunny_annotate4//{a} to {b}\",f\"C://Users//dhruv//OneDrive//Desktop//segment data//Foggy_to_Sunny_annotate4//{b} to {a}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.10.5" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/SS_Annotations/Rainy_to_Cloudy_annotate1/0 to 293/0.json b/SS_Annotations/Rainy_to_Cloudy_annotate1/0 to 293/0.json new file mode 100644 index 0000000000000000000000000000000000000000..6884a0c0392ac0bc57b286eaa13c0e79d263eeff --- /dev/null +++ b/SS_Annotations/Rainy_to_Cloudy_annotate1/0 to 293/0.json @@ -0,0 +1 @@ +{"info":{"description":"my-project-name"},"images":[{"id":1,"width":512,"height":256,"file_name":"Image1.png"}],"annotations":[{"id":0,"iscrowd":0,"image_id":1,"category_id":1,"segmentation":[[139.0903674242157,140.59980526936437,137.50148956920083,136.15094727532266,135.27706057217998,134.72095720580927,135.27706057217998,132.9731915652929,107.6305858949208,135.51539613331673,82.68520357118695,138.6931518433465,15.602777626924023,145.36643883440905,9.565041777867423,145.68421440541204,7.340612780846571,148.70308232994034,6.705061638840612,151.0863991124627,6.387286067837633,153.9463792514895,5.910622711333165,155.2174815355014,1.779540288294438,157.75968610352524,0,157.75968610352524,0,255.76167995903663,64.18576798349055,256,285.26713396847055,236.69514569885789,279.5471736904169,234.31182891633554,274.76342336417497,229.9758103531687,273.6683256268618,224.93744957174766,273.98935466557793,219.60328979196888,277.6405202643991,215.4041824416583,281.4538271164348,211.9086511606255,286.85601182348546,210.31977330561062,291.62264538853015,210.47866109111212,296.90178814404914,212.01741654571828,299.7259224491061,215.0864068706553,302.2681270171299,218.89971372269105,302.5859025881329,222.39524500372383,303.06256594463736,226.04966407025807,301.1559125186195,229.06853199478638,297.18371788108226,233.51738998882809,293.6881866000495,235.26515562934446,291.62264538853015,235.74181898584894,512,255.0943396226415,512,163.9245283018868,477.4577954319759,155.9801409663604,461.4101290963255,151.84905854332166,461.569016881827,145.3346593377606,466.9712015888776,141.83912805672784,477.29890764647445,138.97914791770103,489.21549155908616,137.23138227718465,493.3465739821249,136.91360670618167,493.66434955312786,126.74478843408633,440.2780536246274,128.17477850359973,402.7487664473682,131.03475864262654,392.10328481876843,130.08143192961762,386.5422123262163,127.38033957609228,387.33665125372374,123.40814493855505,389.2433046797416,121.66037929803866,389.4021924652431,117.84707244600293,387.33665125372374,118.32373580250739,386.85998789721924,120.70705258502973,384.4766711146969,121.66037929803866,382.57001768867906,121.3426037270357,381.77557876117163,119.5948380865193,375.2611795556105,119.5948380865193,373.35452612959267,121.66037929803866,370.8123215615688,120.70705258502973,370.17677041956284,118.32373580250739,370.0178826340614,116.73485794749249,367.63456585153904,117.05263351849547,367.31679028053605,119.11817473001483,366.99901470953307,120.26216872517372,363.18570785749733,120.26216872517372,362.2323811444884,119.62661758316777,357.6246353649452,119.46772979766628,356.0357575099303,120.89771986717967,353.65244072740796,120.89771986717967,350.7924605883812,121.37438322368415,349.8391338753722,120.89771986717967,349.52135830436924,119.30884201216479,342.3714079568022,118.83217865566031,342.72095332671284,120.89771986717967,340.0198609731875,121.53327100918564,340.49652432969197,123.598812220705,337.0009930486592,125.1876900757199,334.93545183713985,124.39325114821244,333.82323733862944,121.85104658018862,323.4955312810326,123.43992443520351,322.3833167825222,124.71102671921543,320.47666335650433,124.86991450471692,317.6166832174775,124.55213893371393,317.14001986097304,122.80437329319756,317.14001986097304,120.89771986717967,297.6286114386791,121.85104658018862,237.02879647157386,125.50546564672288,191.45978152929484,127.09434350173777,190.5064548162859,134.87984499131076,185.7398212512412,135.6742839188182,183.83316782522334,132.8143037797914,177.47765640516377,134.2442938493048,176.6832174776563,137.89871291583907,170.64548162859973,137.73982513033758,168.89771598808332,135.99205948982117,164.13108242303863,135.35650834781524,161.27110228401185,135.51539613331673,160.79443892750737,136.78649841732863,158.728897715988,138.37537627234352,156.0278053624627,137.73982513033758,155.8689175769612,135.99205948982117,146.6534260178748,136.30983506082416,145.70009930486586,138.6931518433465,144.27010923535246,139.48759077085396]],"bbox":[0,116.73485794749249,512,139.2651420525075],"area":57919.85785860748},{"id":1,"iscrowd":0,"image_id":1,"category_id":1,"segmentation":[[500.29609639574227,126.68408604710925,500.1412826560229,136.12772416999266,511.59749939525847,135.50846921111506,511.4426856555391,126.21964482795104]],"bbox":[500.1412826560229,126.21964482795104,11.456216739235572,9.908079342041617],"area":105.85155397708422}],"categories":[{"id":1,"name":"road"}]} 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a/SS_Annotations/Rainy_to_Cloudy_annotate1/coco.ipynb b/SS_Annotations/Rainy_to_Cloudy_annotate1/coco.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..79e749c40db81402f85de6d3c7649414477e503b --- /dev/null +++ b/SS_Annotations/Rainy_to_Cloudy_annotate1/coco.ipynb @@ -0,0 +1,138 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "import cv2\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Load the JSON file\n", + "for i in range(0,293):\n", + " # Load the JSON file\n", + " if(i<152):\n", + " a = str(i)\n", + " b = i + 293\n", + " b = str(b)\n", + " with open(f\"./{a} to {b}/{a}.json\") as f:\n", + " data = json.load(f)\n", + "\n", + " # Get image information\n", + " image_info = data['images'][0]\n", + " image_id = image_info['id']\n", + " image_width = image_info['width']\n", + " image_height = image_info['height']\n", + " image_filename = image_info['file_name']\n", + "\n", + " # Get annotation information\n", + " annotations = data['annotations']\n", + " segmentations = [anno['segmentation'][0] for anno in annotations]\n", + "\n", + " # Create a blank mask image\n", + " mask = np.zeros((image_height, image_width), dtype=np.uint8)\n", + "\n", + " # Draw filled polygons on the mask\n", + " for segmentation in segmentations:\n", + " points = np.array(segmentation, np.int32).reshape((-1, 2))\n", + " cv2.fillPoly(mask, [points], color=255)\n", + "\n", + " # Save the mask image as a file\n", + " for j in range(0,12):\n", + " if(j == 10):\n", + " output_file = f\"./{a} to {b}/image1.png\"\n", + " cv2.imwrite(output_file, mask)\n", + " \n", + " elif(j == 11): \n", + " output_file = f\"./{a} to {b}/image2.png\"\n", + " cv2.imwrite(output_file, mask)\n", + "\n", + " else:\n", + " c = str(j)\n", + " output_file = f\"./{a} to {b}/{c}.png\"\n", + " cv2.imwrite(output_file, mask)\n", + " \n", + " else:\n", + " a = str(i)\n", + " b = i + 293\n", + " b = str(b)\n", + " \n", + " with open(f\"./{a} to {b}/{b}.json\") as f:\n", + " data = json.load(f)\n", + "\n", + " # Get image information\n", + " image_info = data['images'][0]\n", + " image_id = image_info['id']\n", + " image_width = image_info['width']\n", + " image_height = image_info['height']\n", + " image_filename = image_info['file_name']\n", + "\n", + " # Get annotation information\n", + " annotations = data['annotations']\n", + " segmentations = [anno['segmentation'][0] for anno in annotations]\n", + "\n", + " # Create a blank mask image\n", + " mask = np.zeros((image_height, image_width), dtype=np.uint8)\n", + "\n", + " # Draw filled polygons on the mask\n", + " for segmentation in segmentations:\n", + " points = np.array(segmentation, np.int32).reshape((-1, 2))\n", + " cv2.fillPoly(mask, [points], color=255)\n", + "\n", + " # Save the mask image as a file\n", + " for j in range(0,12):\n", + " \n", + " if(j == 11):\n", + " output_file = f\"./{a} to {b}/image1.png\"\n", + " cv2.imwrite(output_file, mask)\n", + " \n", + " elif(j == 12): \n", + " output_file = f\"./{a} to {b}/image2.png\"\n", + " cv2.imwrite(output_file, mask)\n", + "\n", + " else:\n", + " c = str(j)\n", + " output_file = f\"./{a} to {b}/{c}.png\"\n", + " cv2.imwrite(output_file, mask)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.10.5" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/SS_Annotations/Rainy_to_Cloudy_annotate1/process.ipynb b/SS_Annotations/Rainy_to_Cloudy_annotate1/process.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..a52550b890424e5c8280ac04c61694689db0af19 --- /dev/null +++ b/SS_Annotations/Rainy_to_Cloudy_annotate1/process.ipynb @@ -0,0 +1,481 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import cv2\n", + "import json" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "f = open(\"./103 to 396/103.json\")\n", + "data =json.load(f)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'info': {'description': 'my-project-name'},\n", + " 'images': [{'id': 1, 'width': 512, 'height': 256, 'file_name': 'Image2.png'}],\n", + " 'annotations': [{'id': 0,\n", + " 'iscrowd': 0,\n", + " 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124.26899076257853,\n", + " 129.6215622894204,\n", + " 121.77250568564683]],\n", + " 'bbox': [112.88840865060641,\n", + " 121.42749220855788,\n", + " 16.733153638814002,\n", + " 3.925194732056454],\n", + " 'area': 44.54865396925976},\n", + " {'id': 2,\n", + " 'iscrowd': 0,\n", + " 'image_id': 1,\n", + " 'category_id': 1,\n", + " 'segmentation': [[132.3038229091073,\n", + " 121.48234344762933,\n", + " 132.3038229091073,\n", + " 124.26899076257853,\n", + " 137.10304884040872,\n", + " 123.49492206398153,\n", + " 136.94823510068932,\n", + " 121.48234344762933]],\n", + " 'bbox': [132.3038229091073,\n", + " 121.48234344762933,\n", + " 4.799225931301407,\n", + " 2.7866473149491924],\n", + " 'area': 11.360497358799535}]" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# images\n", + "# annots" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "for x, y in zip(images, annots):\n", + " filename = x[\"file_name\"]\n", + " h = x[\"height\"]\n", + " w = x[\"width\"]\n", + "\n", + " mask = np.zeros((h, w))\n", + "\n", + " seg = y[\"segmentation\"]\n", + "\n", + " for points in seg:\n", + " contours = []\n", + "\n", + " for i in range(0, len(points), 2):\n", + " contours.append((points[i], points[i + 1]))\n", + " \n", + " contours = np.array(contours, dtype=np.int32)\n", + " cv2.drawContours(mask, [contours], -1, 255, -1)\n", + "\n", + " cv2.imwrite(f\"{mask_dir}/{filename}\", mask)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "for i in range(71,292):\n", + " a = str(i)\n", + " b = i + 293\n", + " b = str(b)\n", + " os.remove(f\"./{a} to {b}/10.png\")\n", + " os.remove(f\"./{a} to {b}/11.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.10.5" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/SS_Annotations/Rainy_to_Cloudy_annotate1/vgg.ipynb b/SS_Annotations/Rainy_to_Cloudy_annotate1/vgg.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..e9d00c8e3082bcd14a6a8ffc7850dd19c46f231b --- /dev/null +++ b/SS_Annotations/Rainy_to_Cloudy_annotate1/vgg.ipynb @@ -0,0 +1,254 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import json\n", + "import cv2\n", + "import numpy as np\n", + "from PIL import Image, ImageDraw\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# for i in range(0,68):\n", + "# # Load the JSON file\n", + "# a = str(i)\n", + "# # print(\"a:\",a)\n", + "# b = i + 293\n", + "# b = str(b)\n", + "# # print(\"b:\" ,b)\n", + "# with open(f\"./{a} to {b}/{a}.json\") as f:\n", + "# data = json.load(f)\n", + "\n", + "# # Extract polygon coordinates\n", + "# polygon = data['Image2.png']['regions']['0']['shape_attributes']\n", + "# points_x = polygon['all_points_x']\n", + "# points_y = polygon['all_points_y']\n", + "\n", + "# # Create a blank mask image\n", + "# mask = np.zeros((512, 512), dtype=np.uint8)\n", + "\n", + "# # Convert polygon coordinates to numpy array\n", + "# points = np.array(list(zip(points_x, points_y)), np.int32)\n", + "\n", + "# # Draw the filled polygon on the mask image\n", + "# cv2.fillPoly(mask, [points], color=255)\n", + "\n", + "# for j in range(0,12):\n", + "# # Save the mask image as a file\n", + "# c = str(j)\n", + "# output_file = f\"./{a} to {b}/{c}.png\"\n", + "# cv2.imwrite(output_file, mask)\n", + " \n", + "# if(j == 10):\n", + "# c = str(j)\n", + "# output_file = f\"./{a} to {b}/image1.png\"\n", + "# cv2.imwrite(output_file, mask)\n", + " \n", + "# elif(j == 11):\n", + "# c = str(j)\n", + "# output_file = f\"./{a} to {b}/image2.png\"\n", + "# cv2.imwrite(output_file, mask)\n", + "\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Define the target size\n", + "target_size = (512, 256)\n", + "\n", + "# Load the JSON file\n", + "for i in range(0, 68):\n", + " a = str(i)\n", + " b = i + 293\n", + " b = str(b)\n", + " with open(f\"./{a} to {b}/{a}.json\") as f:\n", + " data = json.load(f)\n", + "\n", + " # Extract polygon coordinates\n", + " polygon = data['Image2.png']['regions']['0']['shape_attributes']\n", + " points_x = polygon['all_points_x']\n", + " points_y = polygon['all_points_y']\n", + "\n", + " # Create a blank mask image\n", + " mask = np.zeros((512, 512), dtype=np.uint8)\n", + "\n", + " # Convert polygon coordinates to numpy array\n", + " points = np.array(list(zip(points_x, points_y)), np.int32)\n", + "\n", + " # Draw the filled polygon on the mask image\n", + " cv2.fillPoly(mask, [points], color=255)\n", + "\n", + " # Resize the mask image\n", + " resized_mask = cv2.resize(mask, target_size)\n", + "\n", + " # Save the resized mask image as a file\n", + " for j in range(0, 12):\n", + " c = str(j)\n", + " if j == 10:\n", + " output_file = f\"./{a} to {b}/image1.png\"\n", + " cv2.imwrite(output_file, resized_mask)\n", + " elif j == 11:\n", + " output_file = f\"./{a} to {b}/image2.png\"\n", + " cv2.imwrite(output_file, resized_mask)\n", + " else:\n", + " output_file = f\"./{a} to {b}/{c}.png\"\n", + " cv2.imwrite(output_file, resized_mask)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the target size\n", + "target_size = (512, 256)\n", + "\n", + "# Function to generate mask images from JSON files\n", + "def generate_masks_from_json(json_file_path):\n", + " # Load the JSON file\n", + " with open(json_file_path) as f:\n", + " data = json.load(f)\n", + "\n", + " # Extract polygon coordinates\n", + " polygon = data['Image2.png']['regions']['0']['shape_attributes']\n", + " points_x = polygon['all_points_x']\n", + " points_y = polygon['all_points_y']\n", + "\n", + " # Create a blank mask image\n", + " mask = np.zeros((512, 512), dtype=np.uint8)\n", + "\n", + " # Convert polygon coordinates to numpy array\n", + " points = np.array(list(zip(points_x, points_y)), np.int32)\n", + "\n", + " # Draw the filled polygon on the mask image\n", + " cv2.fillPoly(mask, [points], color=255)\n", + "\n", + " # Resize the mask image\n", + " resized_mask = cv2.resize(mask, target_size)\n", + "\n", + " # Save the resized mask images as files\n", + " for j in range(0, 12):\n", + " c = str(j)\n", + " if j == 10:\n", + " output_file = f\"./{a} to {b}/image1.png\"\n", + " cv2.imwrite(output_file, resized_mask)\n", + " elif j == 11:\n", + " output_file = f\"./{a} to {b}/image2.png\"\n", + " cv2.imwrite(output_file, resized_mask)\n", + " else:\n", + " output_file = f\"./{a} to {b}/{c}.png\"\n", + " cv2.imwrite(output_file, resized_mask)\n", + "\n", + "# Loop through the range of JSON files\n", + "for i in range(0, 68):\n", + " a = str(i)\n", + " b = i + 293\n", + " b = str(b)\n", + " json_file_path = f\"./{a} to {b}/{a}.json\"\n", + " generate_masks_from_json(json_file_path)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# open accesss cvf \n", + "# neurips\n", + "# eccvp\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "c1=0\n", + "# Load and preprocess images and masks for Rainy_to_Cloudy directory\n", + "for directory_num in range(294):\n", + " # c1=0\n", + " directory_maskpath = f\"./{directory_num} to {directory_num + 293}\"\n", + " \n", + " for mask_path in glob.glob(os.path.join(directory_maskpath, \"*.png\")):\n", + " c1=c1+1\n", + "\n", + " # if(c1<12):\n", + " # print(mask_path) \n", + " \n", + " \n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3516" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.10.5" + }, + 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open('final.json') as f:\n", + " data = json.load(f)\n", + "\n", + "# Get image information\n", + "images = data['images']\n", + "\n", + "# Process each image in the JSON\n", + "for image in images:\n", + " image_id = image['id']\n", + " image_width = image['width']\n", + " image_height = image['height']\n", + " image_filename = image['file_name']\n", + "\n", + " # Find annotations for the current image\n", + " annotations = [anno for anno in data['annotations'] if anno['image_id'] == image_id]\n", + "\n", + " # Create a blank mask image\n", + " mask = np.zeros((image_height, image_width), dtype=np.uint8)\n", + "\n", + " # Draw filled polygons on the mask\n", + " for annotation in annotations:\n", + " segmentations = annotation['segmentation']\n", + " for segmentation in segmentations:\n", + " points = np.array(segmentation, np.int32).reshape((-1, 2))\n", + " cv2.fillPoly(mask, [points], color=255)\n", + "\n", + " # Save the mask image as a file\n", + " output_file = f\"./tp/segmented_{image_filename}\"\n", + " cv2.imwrite(output_file, mask)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import shutil\n", + "\n", + "for i in range(0, 293):\n", + " a = str(i)\n", + " b = i + 293\n", + " b = str(b)\n", + "\n", + " # Save the mask image as a file\n", + " for j in range(0, 12):\n", + " if(j == 10):\n", + " output_file = f\"./{b} to {a}/image1.png\" \n", + " shutil.copy2(f'C://Users//dhruv//OneDrive//Desktop//segment data//Sunny_to_Rainy_annotate5//tp//segmented_image1_{a}.png',output_file) # complete target filename given\n", + " elif(j == 11):\n", + " output_file = f\"./{b} to {a}/image2.png\"\n", + " shutil.copy2(f'C://Users//dhruv//OneDrive//Desktop//segment data//Sunny_to_Rainy_annotate5//tp//segmented_image1_{a}.png',output_file) # complete target filename given else:\n", + " else:\n", + " c = str(j)\n", + " output_file = f\"./{b} to {a}/{c}.png\"\n", + " shutil.copy2(f'C://Users//dhruv//OneDrive//Desktop//segment data//Sunny_to_Rainy_annotate5//tp//segmented_image1_{a}.png',output_file) # complete target filename given" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.10.5" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/SS_Annotations/SF/test_mask/Sunny_to_Foggy/Sunny_to_Foggy_mask_0c.png b/SS_Annotations/SF/test_mask/Sunny_to_Foggy/Sunny_to_Foggy_mask_0c.png new file mode 100644 index 0000000000000000000000000000000000000000..f5c61882886596eb0916fc51af95a5d48528de59 --- 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+{"info":{"description":"my-project-name"},"images":[{"id":1,"width":512,"height":256,"file_name":"Image1.png"}],"annotations":[{"id":0,"iscrowd":0,"image_id":1,"category_id":1,"segmentation":[[0,186.75181233369605,0.6502148720972419,181.82873730043528,1.8887247898524417,180.2805999032413,13.49975526880744,177.95839380745028,25.42041322720124,174.24286405418468,38.73439484306964,169.1340106434445,54.83502377388724,165.8829221093371,57.466857349117035,166.81180454765348,57.93129856827524,168.94823226596506,59.479435965469236,172.19932080007246,63.81422067761244,172.81857575895006,69.38751530751084,171.7658442186743,73.72230001965404,170.80599714259785,76.19931985516443,166.62602617017404,76.81857481404204,162.75568267718904,77.59264351263904,157.64682926644886,80.84373204674644,155.16980943093844,84.86888927945084,155.63425065009665,89.66811521075223,155.35558780841788,92.91920374485963,157.5229801644895,98.33768463503864,157.5229801644895,101.12433194998783,154.7363328495403,101.43395942942664,151.17561683599408,101.58877316914604,150.0919206579583,108.71020519623843,146.8408321238509,113.97387234669803,145.7571359458151,114.59312730557563,147.46008708272848,115.83163722333083,149.6274794388001,120.16642429774423,149.7822931785195,122.64344413325463,149.3178519593613,124.81083648932623,149.0082244799225,125.27527770848444,146.2215771649733,126.35897388652023,144.05418480890168,126.35897388652023,141.2675374939525,126.66860136595903,140.02902757619728,130.53894485894403,139.4097726173197,141.22109349015017,140.18384131591668,149.73584917471717,139.5645863570391,154.84470258545738,138.7905176584421,160.88243843451397,138.0164489598451,161.50169339339158,139.71940009675848,162.7402033111468,141.7319787131107,165.49588776003858,142.0416061925495,169.21141751330418,141.5771649733913,169.6758587324624,140.27673522919682,169.9854862119012,136.25157799649241,172.77213352685038,135.4775092978954,175.71359458151898,134.7653604257377,175.86840832123838,136.00387034349288,178.03580067731,137.8616352201257,181.19400002267767,137.644901653967,183.98064733762686,136.25157799649241,184.90952977594327,134.7034405992984,184.90952977594327,132.226420763788,184.6927914852442,127.82970677612472,184.6927914852442,124.73343198173673,184.38316400580538,122.87566710510393,183.76390904692778,121.01790222847113,187.16981132075458,120.08901979015474,195.68456700532158,119.93420605043534,205.00435602624563,117.92162743408313,214.44799414912902,116.99274499576673,225.284955929487,115.90904881773093,233.33527039489582,114.20609768081754,238.44412380563602,113.74165646165933,242.46928103834043,112.50314654390414,246.80406575048363,111.26463662614893,251.4484779420656,110.49056792755194,252.40832501814205,111.57426410558773,251.94388379898385,112.81277402334293,251.94388379898385,115.28979385885333,251.94388379898385,116.06386255745034,255.50459981253007,116.21867629716974,256.2786685111271,113.89647020137873,260.1490120041121,113.43202898222053,266.6511890723269,113.43202898222053,267.11563029148505,114.98016637941453,267.5800715106433,116.06386255745034,269.74746386671484,115.90904881773093,271.29560126390885,115.44460759857273,271.4504150036283,114.05128394109813,271.4504150036283,111.10982288642953,271.60522874334765,109.25205800979673,271.4504150036283,106.77503817428634,272.22448370222526,105.53652825653113,272.68892492138343,108.01354809204153,273.46299361998047,109.25205800979673,273.61780735969984,111.10982288642953,274.3918760582969,112.81277402334293,277.33333711296547,112.81277402334293,277.33333711296547,114.05128394109813,277.33333711296547,117.76681369436373,280.42961190735343,118.07644117380254,281.51330808538927,116.68311751632793,285.6932790578131,115.75423507801153,291.88582864658906,115.75423507801153,295.44654466013526,115.75423507801153,296.83986831760984,117.92162743408313,299.31688815312026,118.54088239296073,300.36961969339603,117.76681369436373,301.29850213171244,114.82535263969513,300.98887465227364,112.03870532474593,299.2549588776002,107.54910687288333,301.2675374939524,106.77503817428634,302.97048863086576,106.31059695512813,305.3236593644168,108.78761679063854,305.16884562469744,110.64538166727134,305.478482553217,114.54668979801637,306.4073649915334,116.24964093492977,308.7295710873244,117.48815085268497,312.7547283200288,118.41703329100137,318.32802294992723,118.10740581156257,318.32802294992723,120.73923938679236,321.733925223754,121.51330808538937,323.12724888122864,118.41703329100137,326.37833741533603,117.79777833212377,326.8427786344942,121.20368060595057,330.7131221274792,122.59700426342516,335.3884895077405,121.91582002902749,336.16255820633745,120.9869375907111,336.16255820633745,118.35510401548129,341.27141161707766,118.66473149492009,343.7484314525881,119.2839864537977,345.91582380865964,119.2839864537977,345.91582380865964,116.80696661828729,347.3091474661343,117.1165940977261,347.3091474661343,119.2839864537977,348.54765738388943,122.07063376874689,352.696673167634,123.18529458454273,354.2448105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\ No newline at end of file diff --git a/SS_Annotations/Sunny_to_Foggy_annotate3/99 to 392/image1.png b/SS_Annotations/Sunny_to_Foggy_annotate3/99 to 392/image1.png new file mode 100644 index 0000000000000000000000000000000000000000..9223e090dc3e71c70819989a6301eb6dac6cb19f --- /dev/null +++ b/SS_Annotations/Sunny_to_Foggy_annotate3/99 to 392/image1.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b44de6b5fe9705e22c698226bdf235d3b022eff38a7160141632a402dddd36fa +size 1313 diff --git a/SS_Annotations/Sunny_to_Foggy_annotate3/99 to 392/image2.png b/SS_Annotations/Sunny_to_Foggy_annotate3/99 to 392/image2.png new file mode 100644 index 0000000000000000000000000000000000000000..9223e090dc3e71c70819989a6301eb6dac6cb19f --- /dev/null +++ b/SS_Annotations/Sunny_to_Foggy_annotate3/99 to 392/image2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b44de6b5fe9705e22c698226bdf235d3b022eff38a7160141632a402dddd36fa +size 1313 diff --git a/SS_Annotations/Sunny_to_Foggy_annotate3/coco.ipynb b/SS_Annotations/Sunny_to_Foggy_annotate3/coco.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..733122f754ae38c0590a701e9ce16170ec1571b5 --- /dev/null +++ b/SS_Annotations/Sunny_to_Foggy_annotate3/coco.ipynb @@ -0,0 +1,193 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import cv2\n", + "import numpy as np\n", + "import json\n", + "import glob\n", + "from matplotlib import pyplot as plt\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# # Load the JSON file\n", + "# for i in range(0,293):\n", + "# # Load the JSON file\n", + "# a = str(i)\n", + "# b = i + 293\n", + "# b = str(b)\n", + "# with open(f\"./{a} to {b}/{a}.json\") as f:\n", + "# data = json.load(f)\n", + "\n", + "# # Get image information\n", + "# image_info = data['images'][0]\n", + "# image_id = image_info['id']\n", + "# image_width = image_info['width']\n", + "# image_height = image_info['height']\n", + "# image_filename = image_info['file_name']\n", + "\n", + "# # Get annotation information\n", + "# annotations = data['annotations']\n", + "# segmentations = [anno['segmentation'][0] for anno in annotations]\n", + "\n", + "# # Create a blank mask image\n", + "# mask = np.zeros((image_height, image_width), dtype=np.uint8)\n", + "\n", + "# # Draw filled polygons on the mask\n", + "# for segmentation in segmentations:\n", + "# points = np.array(segmentation, np.int32).reshape((-1, 2))\n", + "# cv2.fillPoly(mask, [points], color=255)\n", + "\n", + "# # Save the mask image as a file\n", + "# for j in range(0,12):\n", + "# if(j == 10):\n", + "# output_file = f\"./{a} to {b}/image1.png\"\n", + "# cv2.imwrite(output_file, mask)\n", + " \n", + "# elif(j == 11): \n", + "# output_file = f\"./{a} to {b}/image2.png\"\n", + "# cv2.imwrite(output_file, mask)\n", + "\n", + "# else:\n", + "# c = str(j)\n", + "# output_file = f\"./{a} to {b}/{c}.png\"\n", + "# cv2.imwrite(output_file, mask)\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import cv2\n", + "import json\n", + "import numpy as np\n", + "\n", + "# Load the JSON file\n", + "for i in range(0, 293):\n", + " # Load the JSON file\n", + " a = str(i)\n", + " b = i + 293\n", + " b = str(b)\n", + " with open(f\"./{a} to {b}/{a}.json\") as f:\n", + " data = json.load(f)\n", + "\n", + " # Get image information\n", + " image_info = data['images'][0]\n", + " image_id = image_info['id']\n", + " image_width = image_info['width']\n", + " image_height = image_info['height']\n", + " image_filename = image_info['file_name']\n", + "\n", + " # Get annotation information\n", + " annotations = data['annotations']\n", + " segmentations = [anno['segmentation'][0] for anno in annotations]\n", + "\n", + " # Create a blank mask image\n", + " mask = np.zeros((image_height, image_width), dtype=np.uint8)\n", + "\n", + " # Draw filled polygons on the mask\n", + " for segmentation in segmentations:\n", + " points = np.array(segmentation, np.int32).reshape((-1, 2))\n", + " cv2.fillPoly(mask, [points], color=255)\n", + "\n", + " # Resize the mask image to the desired size\n", + " resized_mask = cv2.resize(mask, (512, 256))\n", + "\n", + " # Save the resized mask images as files\n", + " for j in range(0, 12):\n", + " if j == 10:\n", + " output_file = f\"./{a} to {b}/image1.png\"\n", + " elif j == 11:\n", + " output_file = f\"./{a} to {b}/image2.png\"\n", + " else:\n", + " c = str(j)\n", + " output_file = f\"./{a} to {b}/{c}.png\"\n", + "\n", + " cv2.imwrite(output_file, resized_mask)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "c1=0\n", + "# Load and preprocess images and masks for Rainy_to_Cloudy directory\n", + "for directory_num in range(294):\n", + " # c1=0\n", + " directory_maskpath = f\"./{directory_num} to {directory_num + 293}\"\n", + " \n", + " for mask_path in glob.glob(os.path.join(directory_maskpath, \"*.png\")):\n", + " c1=c1+1\n", + "\n", + " # if(c1<12):\n", + " # print(mask_path) \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3516" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.10.5" + }, + 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numpy as np\n", + "\n", + "# # Load the JSON file\n", + "# with open('final.json') as f:\n", + "# data = json.load(f)\n", + "\n", + "# # Get image information\n", + "# images = data['images']\n", + "\n", + "# # Process each image in the JSON\n", + "# for image in images:\n", + "# image_id = image['id']\n", + "# image_width = image['width']\n", + "# image_height = image['height']\n", + "# image_filename = image['file_name']\n", + "\n", + "# # Find annotations for the current image\n", + "# annotations = [anno for anno in data['annotations'] if anno['image_id'] == image_id]\n", + "\n", + "# # Create a blank mask image\n", + "# mask = np.zeros((image_height, image_width), dtype=np.uint8)\n", + "\n", + "# # Draw filled polygons on the mask\n", + "# for annotation in annotations:\n", + "# segmentations = annotation['segmentation']\n", + "# for segmentation in segmentations:\n", + "# points = np.array(segmentation, np.int32).reshape((-1, 2))\n", + "# cv2.fillPoly(mask, [points], color=255)\n", + "\n", + "# # Save the mask image as a file\n", + "# output_file = f\"./tp/segmented_{image_filename}\"\n", + "# cv2.imwrite(output_file, mask)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "\n", + "# Define the target size\n", + "target_size = (512, 256)\n", + "\n", + "# Load the JSON file\n", + "with open('final.json') as f:\n", + " data = json.load(f)\n", + "\n", + "# Get image information\n", + "images = data['images']\n", + "\n", + "# Process each image in the JSON\n", + "for image in images:\n", + " image_id = image['id']\n", + " image_width = image['width']\n", + " image_height = image['height']\n", + " image_filename = image['file_name']\n", + "\n", + " # Find annotations for the current image\n", + " annotations = [anno for anno in data['annotations'] if anno['image_id'] == image_id]\n", + "\n", + " # Create a blank mask image\n", + " mask = np.zeros((image_height, image_width), dtype=np.uint8)\n", + "\n", + " # Draw filled polygons on the mask\n", + " for annotation in annotations:\n", + " segmentations = annotation['segmentation']\n", + " for segmentation in segmentations:\n", + " points = np.array(segmentation, np.int32).reshape((-1, 2))\n", + " cv2.fillPoly(mask, [points], color=255)\n", + "\n", + " # Resize the mask image\n", + " resized_mask = cv2.resize(mask, target_size)\n", + "\n", + " # Save the resized mask image as a file\n", + " output_file = f\"./tp/segmented_{image_filename}\"\n", + " cv2.imwrite(output_file, resized_mask)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import shutil\n", + "\n", + "for i in range(0, 293):\n", + " a = str(i)\n", + " b = i + 293\n", + " b = str(b)\n", + "\n", + " # Save the mask image as a file\n", + " for j in range(0, 12):\n", + " if(j == 10):\n", + " output_file = f\"./{a} to {b}/image1.png\" \n", + " shutil.copy2(f'C://Users//dhruv//OneDrive//Desktop//segment data//Sunny_to_Rainy_annotate5//tp//segmented_image1_{a}.png',output_file) # complete target filename given\n", + " elif(j == 11):\n", + " output_file = f\"./{a} to {b}/image2.png\"\n", + " shutil.copy2(f'C://Users//dhruv//OneDrive//Desktop//segment data//Sunny_to_Rainy_annotate5//tp//segmented_image1_{a}.png',output_file) # complete target filename given else:\n", + " else:\n", + " c = str(j)\n", + " output_file = f\"./{a} to {b}/{c}.png\"\n", + " shutil.copy2(f'C://Users//dhruv//OneDrive//Desktop//segment data//Sunny_to_Rainy_annotate5//tp//segmented_image1_{a}.png',output_file) # complete target filename given" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "c1=0\n", + "# Load and preprocess images and masks for Rainy_to_Cloudy directory\n", + "for directory_num in range(294):\n", + " # c1=0\n", + " directory_maskpath = f\"./{directory_num} to {directory_num + 293}\"\n", + " \n", + " for mask_path in glob.glob(os.path.join(directory_maskpath, \"*.png\")):\n", + " c1=c1+1\n", + "\n", + " # if(c1<12):\n", + " # print(mask_path) \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3516" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.10.5" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git 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