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data_split.csv

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+imgs,labels,split,fold
+/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images/9.png,/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks/9_mask.png,train,0
+/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images/14.png,/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks/14_mask.png,train,0
+/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images/4.png,/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks/4_mask.png,train,0
+/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images/13.png,/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks/13_mask.png,train,0
+/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images/18.png,/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks/18_mask.png,train,0
+/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images/3.png,/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks/3_mask.png,train,0
+/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images/5.png,/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks/5_mask.png,train,0
+/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images/8.png,/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks/8_mask.png,train,0
+/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images/15.png,/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks/15_mask.png,train,0
+/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images/20.png,/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks/20_mask.png,train,0
+/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images/7.png,/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks/7_mask.png,train,0
+/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images/19.png,/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks/19_mask.png,train,0
+/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images/10.png,/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks/10_mask.png,train,0
+/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images/2.png,/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks/2_mask.png,train,0
+/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images/11.png,/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks/11_mask.png,val,0
+/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images/6.png,/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks/6_mask.png,val,0
+/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images/16.png,/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks/16_mask.png,val,0
+/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images/17.png,/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks/17_mask.png,val,0
+/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images/1.png,/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks/1_mask.png,val,0
+/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images/12.png,/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks/12_mask.png,val,0

image.ipynb

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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import csv\n",
+    "import random\n",
+    "\n",
+    "def generate_dataset_csv(images_dir, masks_dir, output_file, train_ratio=0.7):\n",
+    "    # Get list of images and sort them\n",
+    "    images = sorted([f for f in os.listdir(images_dir) if f.endswith('.png')])\n",
+    "    \n",
+    "    # Create pairs of image paths and corresponding mask paths\n",
+    "    data = []\n",
+    "    for img in images:\n",
+    "        # Get corresponding mask name by adding '_mask' before .png\n",
+    "        mask = img.replace('.png', '_mask.png')\n",
+    "        \n",
+    "        # Create full paths\n",
+    "        img_path = os.path.join(images_dir, img)\n",
+    "        mask_path = os.path.join(masks_dir, mask)\n",
+    "        \n",
+    "        # Verify both files exist before adding\n",
+    "        if os.path.exists(img_path) and os.path.exists(mask_path):\n",
+    "            data.append([img_path, mask_path])\n",
+    "    \n",
+    "    # Randomly split into training and validation sets\n",
+    "    random.seed(42)  # for reproducibility\n",
+    "    random.shuffle(data)\n",
+    "    split_idx = int(len(data) * train_ratio)\n",
+    "    \n",
+    "    # Assign splits\n",
+    "    for i in range(len(data)):\n",
+    "        split = 'training' if i < split_idx else 'val'\n",
+    "        data[i].extend([split, 0])  # add split and fold (0 for all)\n",
+    "    \n",
+    "    # Write to CSV\n",
+    "    with open(output_file, 'w', newline='') as f:\n",
+    "        writer = csv.writer(f)\n",
+    "        writer.writerow(['imgs', 'labels', 'split', 'fold'])  # header\n",
+    "        writer.writerows(data)\n",
+    "\n",
+    "# Example usage\n",
+    "images_dir = '/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/images'\n",
+    "masks_dir = '/l/users/sarim.hashmi/for_the_little_interns/the_experiments/drive_dataset/dataset_drive/masks'\n",
+    "output_file = 'data_split.csv'\n",
+    "\n",
+    "generate_dataset_csv(images_dir, masks_dir, output_file)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "AI702",
+   "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": "3.12.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}