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@springcoil
Created December 5, 2015 18:43
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Image Similarity Database based on primary colour - based on Thomas Hungers work
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib\n",
"import glob\n",
"import numpy\n",
"import pandas\n",
"from sklearn import cluster\n",
"from sklearn import decomposition\n",
"from sklearn import neighbors\n",
"from matplotlib import pyplot\n",
"from PIL import Image\n",
"\n",
"#To get the wget use\n",
"#!wget --content-disposition --trust-server-names -i urls.txt"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of images: 375\n"
]
}
],
"source": [
"images = !find ./images -type f\n",
"images = sorted(images)\n",
"print(\"Number of images:\", len(images))\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['./images/1VJ12B004-Q11@12.jpg',\n",
" './images/1VJ12B005-Q11@12.jpg',\n",
" './images/3EM23F00U-Q11@10.jpg',\n",
" './images/4BE23F023-C11@6.jpg']"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"images[:4]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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llsKVjNBxabZaLVu55fu+tQGCrIms/q3nAOxv6T11pzqoGqT7512iS7k23X1O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\n8mJoAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112f5ab70>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"im = [numpy.asarray(Image.open(x)) for x in images]\n",
"_ = pyplot.imshow(im[10])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are several ways of extracting primary colours - we use k-means clustering here. "
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"flat_individual = [x.reshape(x.shape[0] * x.shape[1], 3) for x in im if len(x.shape) == 3]\n",
"def primary_colours(x):\n",
" km = cluster.MiniBatchKMeans(5)\n",
" km.fit(x)\n",
" cc = km.cluster_centers_.copy()\n",
" return cc\n",
"features = [primary_colours(x) for x in flat_individual]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAABfCAYAAAANgbeiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZchHRDRYhnxERINlyEdENFiGfEREg/0PgD8ER8+1FsoAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112f4ad68>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"im_0_colours = features[10].reshape(1, 5, 3) / 255\n",
"_ = pyplot.imshow(im_0_colours, interpolation='nearest')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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IhI4IhI4IhI4IhI4IhI4IhI4IhI4IhI4IhI4IVY69eM9NF9cYs0q8Zc0Hqs7b9YAXVZ13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\nEQgdEQgdEQgdEQgdEf4fiaVhi0ZLmdwAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10ce0aa58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = pyplot.subplots(1)\n",
"f.set_size_inches(10, 10)\n",
"ax.set_title('5 primary colours per image')\n",
"_ = ax.imshow(numpy.array(features[20:40]).reshape(20, 5, 3) / 255, interpolation='nearest')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"nd_features = numpy.array(features)\n",
"flat_features = nd_features.reshape(nd_features.shape[0]* nd_features.shape[1], 3)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"nns = neighbors.NearestNeighbors(5).fit(flat_features)\n",
"ds, ix = nns.kneighbors(flat_features[100:150], 20)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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2MR7vY/ZYuNYKZkfHxuI9SGVjqes2rA/Xdo/GH79OvAVJ0pYNI7fUYBHOsACkQWABSIPA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\nBBaANP4/+GQaw6xRKIgAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112f55278>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"p = flat_features[ix].reshape(50, 20, 3)\n",
"f, ax = pyplot.subplots(1)\n",
"f.set_size_inches(10, 10)\n",
"ax.set_title('Colour similarty (less similar going to the right)')\n",
"_ = ax.imshow(p / p.max(), interpolation='nearest')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we have:\n",
"* A feature extractor (k-means clustering)\n",
"* A feature index (nearest-neighbours)\n",
"\n",
"The third and last step is to rank the results. Ranking is a complex subject in itself. We're going to use a stupidly simple ranker to illustrate the point."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"Empty DataFrame\n",
"Columns: []\n",
"Index: []"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Cluster all colours to allow determining an inverse document frequency.\n",
"idf_kmeans = cluster.MiniBatchKMeans(60).fit(flat_features)\n",
"tf_idf_df = pandas.DataFrame()\n",
"tf_idf_df\n"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"tf_idf_df['idf_count'] = idf_kmeans.counts_[idf_kmeans.labels_]\n",
"tf_idf_df['idf'] = numpy.log(len(tf_idf_df) / tf_idf_df['idf_count'])\n",
"tf_idf_df['tf'] = 5"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def rank(colours, tf_idf_df, nns):\n",
" # Find some candidates (10 per colour)\n",
" distances, ix = nns.kneighbors(colours, 10)\n",
" candidate_df = pandas.DataFrame(\n",
" dict(colour_distance=distances.flatten()), \n",
" index=ix.flatten(),\n",
" )\n",
" result = tf_idf_df.join(candidate_df)\n",
" # The following line decides the rank. Tuning and augmenting \n",
" # it with additional data can vastly improve results. \n",
" result['rank'] = result['colour_distance'] / (result['idf'] * result['tf'] )\n",
" return result.sort('rank').dropna() "
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/peadarcoyle/anaconda/envs/sea/lib/python3.4/site-packages/ipykernel/__main__.py:12: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>idf_count</th>\n",
" <th>idf</th>\n",
" <th>tf</th>\n",
" <th>colour_distance</th>\n",
" <th>rank</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1585</th>\n",
" <td>469</td>\n",
" <td>1.385761</td>\n",
" <td>5</td>\n",
" <td>0.044815</td>\n",
" <td>0.006468</td>\n",
" </tr>\n",
" <tr>\n",
" <th>240</th>\n",
" <td>469</td>\n",
" <td>1.385761</td>\n",
" <td>5</td>\n",
" <td>0.053327</td>\n",
" <td>0.007696</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1590</th>\n",
" <td>469</td>\n",
" <td>1.385761</td>\n",
" <td>5</td>\n",
" <td>0.066104</td>\n",
" <td>0.009540</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1700</th>\n",
" <td>435</td>\n",
" <td>1.461018</td>\n",
" <td>5</td>\n",
" <td>0.101723</td>\n",
" <td>0.013925</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1355</th>\n",
" <td>469</td>\n",
" <td>1.385761</td>\n",
" <td>5</td>\n",
" <td>0.114522</td>\n",
" <td>0.016528</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" idf_count idf tf colour_distance rank\n",
"1585 469 1.385761 5 0.044815 0.006468\n",
"240 469 1.385761 5 0.053327 0.007696\n",
"1590 469 1.385761 5 0.066104 0.009540\n",
"1700 435 1.461018 5 0.101723 0.013925\n",
"1355 469 1.385761 5 0.114522 0.016528"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ranked = rank(flat_features[5*21:5*21+5], tf_idf_df, nns)\n",
"ranked.head(10)[5:]"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/peadarcoyle/anaconda/envs/sea/lib/python3.4/site-packages/ipykernel/__main__.py:4: FutureWarning: irow(i) is deprecated. Please use .iloc[i]\n"
]
},
{
"data": {
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TP4eK24ifsAFeF9TBgO9vh95D8hzjMtyWFzz/Uo+/3H5dL+xVWeIh1LOrePLJ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990Odr5RCua2KZrxVObcYxMvwhGX15epqpM6/FnjGmZf/H7ZZlujJNnb4Rr7MsbXraYG+k9xe55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\no3OFamQQxPG+spbSWaq65dOooHsvAPbCV5RVTsCRV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xRoE1E6R4Hm9je+kcNH15kv5hRF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EzeKXNzM9TrrsxkdV5MvN82u2r8iYVer1c1BZR0BOvr665sWoyN6667jiiKWF1dpdlsMioy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\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5z+NlL3sFH/3IR/nn//y7vXSP9t4ucRzxdV//9YzHY5aXljhz6iRve/vb/Z8D1OmzHHv6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\nqBTdTEQ2AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112f8db38>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = pyplot.subplots(2, 5)\n",
"f.set_size_inches(10, 8)\n",
"for i, ax_ in enumerate(ax.ravel()):\n",
" ax_.imshow(im[ranked.irow(i + 4).name // 5]) # +4 because the first 5 items are perfect matchs."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that this isn't perfect but it's already returning the cream-like and the darkish colours of the reference image (top left). The core algorithm now is:\n",
"1. Feature extraction\n",
"2. Indexing\n",
"3. Ranking\n",
"\n",
"There is a lot of room for improvement in this simple pipeline. A few obvious choices are a better ranker or transforming to perception-friendly colour spaces like HSV. The three steps will stay the same though."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"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": "3.4.3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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