Created
April 24, 2023 14:01
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A simple script to augment image dataset
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "d4f95b5c", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import os\n", | |
"from PIL import Image" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"id": "f6c5e6e8", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"FOLDER_PATH = 'C:/Users/Socio/Desktop/Bangkit_Dataset/Plant_Diseases_Augmented/train/Rice_Leaf_Smut/'\n", | |
"OUTPUT_PATH = 'C:/Users/Socio/Desktop/Bangkit_Dataset/Plant_Diseases_Augmented/train/Rice_Leaf_Smut/'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"id": "226a8ca7", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"for i, filename in enumerate(os.listdir(FOLDER_PATH)):\n", | |
" # Open the image\n", | |
" img = Image.open(os.path.join(FOLDER_PATH, filename))\n", | |
" \n", | |
" if img.mode == 'RGBA':\n", | |
" img = img.convert('RGB')\n", | |
" \n", | |
" # Flip the image horizontally\n", | |
" flipped_img = img.transpose(Image.FLIP_LEFT_RIGHT)\n", | |
" \n", | |
" # Save the flipped image to the output directory\n", | |
" flipped_img.save(os.path.join(OUTPUT_PATH, f'{i}_flipped.jpg'))\n", | |
" \n", | |
"# # Flip the image vertically\n", | |
"# flipped_img = img.transpose(Image.FLIP_TOP_BOTTOM)\n", | |
" \n", | |
"# # Save the flipped image to the output directory\n", | |
"# flipped_img.save(os.path.join(OUTPUT_PATH, f'{i}_flipped_vertically.jpg'))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"id": "69f61825", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"for i, filename in enumerate(os.listdir(FOLDER_PATH)):\n", | |
" os.rename(os.path.join(FOLDER_PATH, filename), os.path.join(FOLDER_PATH, f'{i}.jpg'))" | |
] | |
} | |
], | |
"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": "3.9.0" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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