Last active
June 28, 2018 13:33
-
-
Save nikashitsa/9ad74923fbbcc0c6c4a23724e4802157 to your computer and use it in GitHub Desktop.
Search image by image with Tensorflow
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "from git import Repo\nimport platform, os, glob\n\nimport tensorflow as tf\nfrom tensorflow import keras\nimport pickle\nimport numpy as np\nimport urllib.request\nfrom PIL import Image\nfrom IPython.display import display\n\nprint('Python {}'.format(platform.python_version()))\nprint('Tensorflow {}'.format(tf.__version__))", | |
"execution_count": 1, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": "Python 3.6.5\nTensorflow 1.8.0\n", | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "## Download image database" | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "repo_dir = './meming-blog'\nfeatures_dir = './features'\n\nif not os.path.exists(repo_dir):\n repo = Repo.clone_from('https://github.com/nikashitsa/meming-blog.git', repo_dir)\n repo.git.checkout('c33206e00aad60e1fdfb8bb74b0740eef180408d')", | |
"execution_count": 2, | |
"outputs": [] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "## Extract features \nShould take around minute" | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "%%time\n\nif not os.path.exists(features_dir):\n os.makedirs(features_dir)\n \ndef extract(img):\n img = img.resize((224, 224)) # MobileNet must take a 224x224 img as an input\n img = img.convert('RGB') # Make sure img is color\n\n x = keras.preprocessing.image.img_to_array(img) # To np.array. Height x Width x Channel\n x = np.expand_dims(x, axis=0) # (H, W, C)->(1, H, W, C), where the first elem is the number of img\n x = keras.applications.mobilenet.preprocess_input(x) # Subtracting avg values for each pixel\n\n with graph.as_default():\n feature = model.predict(x)[0][0][0] # (1, 1, 1, 1000) -> (1000)\n\n return feature / np.linalg.norm(feature) # Normalize\n\nbase_model = keras.applications.mobilenet.MobileNet(weights='imagenet')\nmodel = keras.models.Model(inputs=base_model.input, outputs=base_model.get_layer('conv_preds').output)\ngraph = tf.get_default_graph()\n \nfor img_path in sorted(glob.glob('{}/assets/templates/**/image.jpg'.format(repo_dir))):\n feature_path = '{}/{}.pkl'.format(features_dir, os.path.basename(os.path.dirname(img_path)))\n img = keras.preprocessing.image.load_img(img_path)\n \n feature = extract(img)\n \n with open(feature_path, 'wb') as h:\n pickle.dump(feature, h)\n \nprint('Done!')", | |
"execution_count": 3, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": "Done!\nCPU times: user 3min 37s, sys: 9.91 s, total: 3min 47s\nWall time: 1min\n", | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "## Load features" | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "features = []\nfeatures_id = []\n \nimg_paths = []\nfor feature_path in glob.glob('{}/*'.format(features_dir)):\n feature = pickle.load(open(feature_path, 'rb'))\n features.append(feature)\n features_id.append(os.path.splitext(os.path.basename(feature_path))[0])", | |
"execution_count": 4, | |
"outputs": [] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "## Image search" | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "test_image_url = 'https://pbs.twimg.com/media/DSX2pZ-XUAAz8v0.jpg'\nwith urllib.request.urlopen(test_image_url) as r, open('test.jpg', 'wb') as h:\n h.write(r.read())\n\nprint('Test image:')\ndisplay(Image.open('./test.jpg'))\n\n# search\nimage = keras.preprocessing.image.load_img('test.jpg')\nquery = extract(image)\ndists = np.linalg.norm(features - query, axis=1) # Do search\nids = np.argsort(dists)[:5] # Top 5 results\n\nfor i, id in enumerate(ids):\n print('#{} score: {}'.format(i+1, dists[id]))\n display(Image.open('{}/assets/templates/{}/thumb.jpg'.format(repo_dir, features_id[id]))) ", | |
"execution_count": 5, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": "Test image:\n", | |
"name": "stdout" | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=400x226 at 0x1155CEF60>", | |
"image/png": "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\n" | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "stream", | |
"text": "#1 score: 0.6901939511299133\n", | |
"name": "stdout" | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=220x120 at 0x117BDCB70>", | |
"image/png": "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\n" | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "stream", | |
"text": "#2 score: 0.7929089665412903\n", | |
"name": "stdout" | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=120x120 at 0x117BDC160>", | |
"image/png": "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\n" | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "stream", | |
"text": "#3 score: 0.7930671572685242\n", | |
"name": "stdout" | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=213x120 at 0x117BDC160>", | |
"image/png": "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\n" | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "stream", | |
"text": "#4 score: 0.8329335451126099\n", | |
"name": "stdout" | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=229x120 at 0x117BDCC18>", | |
"image/png": "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\n" | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "stream", | |
"text": "#5 score: 0.8467568159103394\n", | |
"name": "stdout" | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=120x120 at 0x117BDCCF8>", | |
"image/png": "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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
} | |
], | |
"metadata": { | |
"gist": { | |
"id": "24c8ed61e6e1a00f9f7bc41bab442f96", | |
"data": { | |
"description": "search_image_by_image_with_tensorflow.ipynb", | |
"public": true | |
} | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3", | |
"language": "python" | |
}, | |
"language_info": { | |
"name": "python", | |
"version": "3.6.5", | |
"mimetype": "text/x-python", | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"pygments_lexer": "ipython3", | |
"nbconvert_exporter": "python", | |
"file_extension": ".py" | |
}, | |
"_draft": { | |
"nbviewer_url": "https://gist.github.com/24c8ed61e6e1a00f9f7bc41bab442f96" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment