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sergeyk/ava style results.ipynb

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ava style results
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ava style results.ipynb
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"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%load_ext autoreload\n",
"%autoreload 2\n",
"import re\n",
"import aphrodite.results\n",
"import pandas as pd\n",
"\n",
"import vislab\n",
"import vislab.datasets\n",
"import vislab.results"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"c = vislab.util.get_mongodb_client()['predict']['ava_style_oct22']\n",
"if c.find({'features': 'noise'}).count() > 0:\n",
" c.remove({'features': 'noise'})\n",
"pd.DataFrame([x for x in c.find()])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>_id</th>\n",
" <th>data</th>\n",
" <th>features</th>\n",
" <th>num_test</th>\n",
" <th>num_train</th>\n",
" <th>num_val</th>\n",
" <th>pred_df</th>\n",
" <th>quadratic</th>\n",
" <th>results_name</th>\n",
" <th>score_test</th>\n",
" <th>score_val</th>\n",
" <th>task</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 52677171efd80f8750020095</td>\n",
" <td> ava_style_style_ALL</td>\n",
" <td> [lab_hist]</td>\n",
" <td> 2573</td>\n",
" <td> 8501</td>\n",
" <td> 2769</td>\n",
" <td> \ufffd\u0002cpandas.core.frame\\nDataFrame\\nq\u0001)\ufffdq\u0002cpandas...</td>\n",
" <td> </td>\n",
" <td> NaN</td>\n",
" <td> 0.284286</td>\n",
" <td> 0.247508</td>\n",
" <td> clf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> 52687f4043d2db703b9f97e6</td>\n",
" <td> ava_style_style_ALL</td>\n",
" <td> [gist_256]</td>\n",
" <td> 2573</td>\n",
" <td> 8501</td>\n",
" <td> 2769</td>\n",
" <td> \ufffd\u0002cpandas.core.frame\\nDataFrame\\nq\u0001)\ufffdq\u0002cpandas...</td>\n",
" <td> False</td>\n",
" <td> NaN</td>\n",
" <td> 0.187143</td>\n",
" <td> 0.184385</td>\n",
" <td> clf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> 5268e26a43d2db703b9f97e7</td>\n",
" <td> ava_style_style_ALL</td>\n",
" <td> [mc_bit]</td>\n",
" <td> 2573</td>\n",
" <td> 8501</td>\n",
" <td> 2769</td>\n",
" <td> \ufffd\u0002cpandas.core.frame\\nDataFrame\\nq\u0001)\ufffdq\u0002cpandas...</td>\n",
" <td> False</td>\n",
" <td> NaN</td>\n",
" <td> 0.434286</td>\n",
" <td> 0.417647</td>\n",
" <td> clf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> 5269dc0c43d2db703b9f9825</td>\n",
" <td> ava_style_style_ALL</td>\n",
" <td> [decaf_fc6]</td>\n",
" <td> 2573</td>\n",
" <td> 8501</td>\n",
" <td> 2769</td>\n",
" <td> \ufffd\u0002cpandas.core.frame\\nDataFrame\\nq\u0001)\ufffdq\u0002cpandas...</td>\n",
" <td> False</td>\n",
" <td> NaN</td>\n",
" <td> 0.488571</td>\n",
" <td> 0.529900</td>\n",
" <td> clf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> 5269f802265138430c54b4d6</td>\n",
" <td> ava_style_style_ALL</td>\n",
" <td> [decaf_fc6_flatten]</td>\n",
" <td> 2573</td>\n",
" <td> 8501</td>\n",
" <td> 2769</td>\n",
" <td> \ufffd\u0002cpandas.core.frame\\nDataFrame\\nq\u0001)\ufffdq\u0002cpandas...</td>\n",
" <td> False</td>\n",
" <td> NaN</td>\n",
" <td> 0.435714</td>\n",
" <td> 0.823920</td>\n",
" <td> clf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td> 526edf859622958641aaee55</td>\n",
" <td> ava_style_style_ALL</td>\n",
" <td> [gbvs_saliency]</td>\n",
" <td> 2573</td>\n",
" <td> 8501</td>\n",
" <td> 2769</td>\n",
" <td> NaN</td>\n",
" <td> False</td>\n",
" <td> data_ava_style_style_ALL_features_['gbvs_salie...</td>\n",
" <td> 0.084666</td>\n",
" <td> 0.181594</td>\n",
" <td> clf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td> 52719c9e9622958641af6842</td>\n",
" <td> ava_style_style_ALL</td>\n",
" <td> [decaf_tuned_fc6]</td>\n",
" <td> 2573</td>\n",
" <td> 8501</td>\n",
" <td> 2769</td>\n",
" <td> NaN</td>\n",
" <td> False</td>\n",
" <td> data_ava_style_style_ALL_features_['decaf_tune...</td>\n",
" <td> 0.417053</td>\n",
" <td> 0.696795</td>\n",
" <td> clf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td> 5271e1399622958641af6845</td>\n",
" <td> ava_style_style_ALL</td>\n",
" <td> [decaf_tuned_fc6_flatten]</td>\n",
" <td> 2573</td>\n",
" <td> 8501</td>\n",
" <td> 2769</td>\n",
" <td> NaN</td>\n",
" <td> False</td>\n",
" <td> data_ava_style_style_ALL_features_['decaf_tune...</td>\n",
" <td> 0.363299</td>\n",
" <td> 0.820871</td>\n",
" <td> clf</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
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"output_type": "pyout",
"prompt_number": 2,
"text": [
" _id data features \\\n",
"0 52677171efd80f8750020095 ava_style_style_ALL [lab_hist] \n",
"1 52687f4043d2db703b9f97e6 ava_style_style_ALL [gist_256] \n",
"2 5268e26a43d2db703b9f97e7 ava_style_style_ALL [mc_bit] \n",
"3 5269dc0c43d2db703b9f9825 ava_style_style_ALL [decaf_fc6] \n",
"4 5269f802265138430c54b4d6 ava_style_style_ALL [decaf_fc6_flatten] \n",
"5 526edf859622958641aaee55 ava_style_style_ALL [gbvs_saliency] \n",
"6 52719c9e9622958641af6842 ava_style_style_ALL [decaf_tuned_fc6] \n",
"7 5271e1399622958641af6845 ava_style_style_ALL [decaf_tuned_fc6_flatten] \n",
"\n",
" num_test num_train num_val \\\n",
"0 2573 8501 2769 \n",
"1 2573 8501 2769 \n",
"2 2573 8501 2769 \n",
"3 2573 8501 2769 \n",
"4 2573 8501 2769 \n",
"5 2573 8501 2769 \n",
"6 2573 8501 2769 \n",
"7 2573 8501 2769 \n",
"\n",
" pred_df quadratic \\\n",
"0 \ufffd\u0002cpandas.core.frame\\nDataFrame\\nq\u0001)\ufffdq\u0002cpandas... \n",
"1 \ufffd\u0002cpandas.core.frame\\nDataFrame\\nq\u0001)\ufffdq\u0002cpandas... False \n",
"2 \ufffd\u0002cpandas.core.frame\\nDataFrame\\nq\u0001)\ufffdq\u0002cpandas... False \n",
"3 \ufffd\u0002cpandas.core.frame\\nDataFrame\\nq\u0001)\ufffdq\u0002cpandas... False \n",
"4 \ufffd\u0002cpandas.core.frame\\nDataFrame\\nq\u0001)\ufffdq\u0002cpandas... False \n",
"5 NaN False \n",
"6 NaN False \n",
"7 NaN False \n",
"\n",
" results_name score_test score_val \\\n",
"0 NaN 0.284286 0.247508 \n",
"1 NaN 0.187143 0.184385 \n",
"2 NaN 0.434286 0.417647 \n",
"3 NaN 0.488571 0.529900 \n",
"4 NaN 0.435714 0.823920 \n",
"5 data_ava_style_style_ALL_features_['gbvs_salie... 0.084666 0.181594 \n",
"6 data_ava_style_style_ALL_features_['decaf_tune... 0.417053 0.696795 \n",
"7 data_ava_style_style_ALL_features_['decaf_tune... 0.363299 0.820871 \n",
"\n",
" task \n",
"0 clf \n",
"1 clf \n",
"2 clf \n",
"3 clf \n",
"4 clf \n",
"5 clf \n",
"6 clf \n",
"7 clf "
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"label_df = vislab.datasets.ava.get_style_df()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = label_df[[x for x in label_df.columns if not x.startswith('_')]]\n",
"M = df.shape[1]\n",
"data = []\n",
"\n",
"df_m = pd.DataFrame([\n",
" df.apply(lambda x: [x[i] & x[j] for j in range(M)], raw=True, axis=1).sum(0).astype(float) / df[column].sum()\n",
" for i, column in enumerate(df.columns)\n",
" ],\n",
" index=df.columns\n",
")\n",
"df_m"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>style_Complementary_Colors</th>\n",
" <th>style_Duotones</th>\n",
" <th>style_HDR</th>\n",
" <th>style_Image_Grain</th>\n",
" <th>style_Light_On_White</th>\n",
" <th>style_Long_Exposure</th>\n",
" <th>style_Macro</th>\n",
" <th>style_Motion_Blur</th>\n",
" <th>style_Negative_Image</th>\n",
" <th>style_Rule_of_Thirds</th>\n",
" <th>style_Shallow_DOF</th>\n",
" <th>style_Silhouettes</th>\n",
" <th>style_Soft_Focus</th>\n",
" <th>style_Vanishing_Point</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>style_Complementary_Colors</th>\n",
" <td> 1.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.007021</td>\n",
" <td> 0.004012</td>\n",
" <td> 0.001003</td>\n",
" <td> 0.007021</td>\n",
" <td> 0.036108</td>\n",
" <td> 0.003009</td>\n",
" <td> 0.014042</td>\n",
" <td> 0.027081</td>\n",
" <td> 0.073220</td>\n",
" <td> 0.012036</td>\n",
" <td> 0.006018</td>\n",
" <td> 0.004012</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Duotones</th>\n",
" <td> 0.000000</td>\n",
" <td> 1.000000</td>\n",
" <td> 0.003067</td>\n",
" <td> 0.061350</td>\n",
" <td> 0.015951</td>\n",
" <td> 0.008589</td>\n",
" <td> 0.026994</td>\n",
" <td> 0.017791</td>\n",
" <td> 0.018405</td>\n",
" <td> 0.043558</td>\n",
" <td> 0.061350</td>\n",
" <td> 0.015951</td>\n",
" <td> 0.021472</td>\n",
" <td> 0.019018</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_HDR</th>\n",
" <td> 0.017500</td>\n",
" <td> 0.012500</td>\n",
" <td> 1.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.012500</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.012500</td>\n",
" <td> 0.002500</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.002500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Image_Grain</th>\n",
" <td> 0.004678</td>\n",
" <td> 0.116959</td>\n",
" <td> 0.000000</td>\n",
" <td> 1.000000</td>\n",
" <td> 0.005848</td>\n",
" <td> 0.004678</td>\n",
" <td> 0.005848</td>\n",
" <td> 0.010526</td>\n",
" <td> 0.001170</td>\n",
" <td> 0.023392</td>\n",
" <td> 0.030409</td>\n",
" <td> 0.009357</td>\n",
" <td> 0.007018</td>\n",
" <td> 0.007018</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Light_On_White</th>\n",
" <td> 0.000894</td>\n",
" <td> 0.023256</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.004472</td>\n",
" <td> 1.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.013417</td>\n",
" <td> 0.000894</td>\n",
" <td> 0.002683</td>\n",
" <td> 0.016995</td>\n",
" <td> 0.016995</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.007156</td>\n",
" <td> 0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Long_Exposure</th>\n",
" <td> 0.007919</td>\n",
" <td> 0.015837</td>\n",
" <td> 0.005656</td>\n",
" <td> 0.004525</td>\n",
" <td> 0.000000</td>\n",
" <td> 1.000000</td>\n",
" <td> 0.004525</td>\n",
" <td> 0.032805</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.011312</td>\n",
" <td> 0.002262</td>\n",
" <td> 0.007919</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.002262</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Macro</th>\n",
" <td> 0.019802</td>\n",
" <td> 0.024202</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.002750</td>\n",
" <td> 0.008251</td>\n",
" <td> 0.002200</td>\n",
" <td> 1.000000</td>\n",
" <td> 0.001650</td>\n",
" <td> 0.008801</td>\n",
" <td> 0.011001</td>\n",
" <td> 0.089109</td>\n",
" <td> 0.002200</td>\n",
" <td> 0.009901</td>\n",
" <td> 0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Motion_Blur</th>\n",
" <td> 0.004710</td>\n",
" <td> 0.045526</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.014129</td>\n",
" <td> 0.001570</td>\n",
" <td> 0.045526</td>\n",
" <td> 0.004710</td>\n",
" <td> 1.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.010989</td>\n",
" <td> 0.012559</td>\n",
" <td> 0.001570</td>\n",
" <td> 0.001570</td>\n",
" <td> 0.001570</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Negative_Image</th>\n",
" <td> 0.014568</td>\n",
" <td> 0.031217</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.001041</td>\n",
" <td> 0.003122</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.016649</td>\n",
" <td> 0.000000</td>\n",
" <td> 1.000000</td>\n",
" <td> 0.003122</td>\n",
" <td> 0.026015</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.002081</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Rule_of_Thirds</th>\n",
" <td> 0.017881</td>\n",
" <td> 0.047020</td>\n",
" <td> 0.003311</td>\n",
" <td> 0.013245</td>\n",
" <td> 0.012583</td>\n",
" <td> 0.006623</td>\n",
" <td> 0.013245</td>\n",
" <td> 0.004636</td>\n",
" <td> 0.001987</td>\n",
" <td> 1.000000</td>\n",
" <td> 0.086093</td>\n",
" <td> 0.020530</td>\n",
" <td> 0.014570</td>\n",
" <td> 0.004636</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Shallow_DOF</th>\n",
" <td> 0.039226</td>\n",
" <td> 0.053735</td>\n",
" <td> 0.000537</td>\n",
" <td> 0.013971</td>\n",
" <td> 0.010210</td>\n",
" <td> 0.001075</td>\n",
" <td> 0.087050</td>\n",
" <td> 0.004299</td>\n",
" <td> 0.013434</td>\n",
" <td> 0.069855</td>\n",
" <td> 1.000000</td>\n",
" <td> 0.001075</td>\n",
" <td> 0.017732</td>\n",
" <td> 0.003761</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Silhouettes</th>\n",
" <td> 0.011407</td>\n",
" <td> 0.024715</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.007605</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.006654</td>\n",
" <td> 0.003802</td>\n",
" <td> 0.000951</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.029468</td>\n",
" <td> 0.001901</td>\n",
" <td> 1.000000</td>\n",
" <td> 0.007605</td>\n",
" <td> 0.000951</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Soft_Focus</th>\n",
" <td> 0.008141</td>\n",
" <td> 0.047490</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.008141</td>\n",
" <td> 0.010855</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.024423</td>\n",
" <td> 0.001357</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.029851</td>\n",
" <td> 0.044776</td>\n",
" <td> 0.010855</td>\n",
" <td> 1.000000</td>\n",
" <td> 0.002714</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Vanishing_Point</th>\n",
" <td> 0.006231</td>\n",
" <td> 0.048287</td>\n",
" <td> 0.001558</td>\n",
" <td> 0.009346</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.003115</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.001558</td>\n",
" <td> 0.003115</td>\n",
" <td> 0.010903</td>\n",
" <td> 0.010903</td>\n",
" <td> 0.001558</td>\n",
" <td> 0.003115</td>\n",
" <td> 1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 32,
"text": [
" style_Complementary_Colors style_Duotones \\\n",
"style_Complementary_Colors 1.000000 0.000000 \n",
"style_Duotones 0.000000 1.000000 \n",
"style_HDR 0.017500 0.012500 \n",
"style_Image_Grain 0.004678 0.116959 \n",
"style_Light_On_White 0.000894 0.023256 \n",
"style_Long_Exposure 0.007919 0.015837 \n",
"style_Macro 0.019802 0.024202 \n",
"style_Motion_Blur 0.004710 0.045526 \n",
"style_Negative_Image 0.014568 0.031217 \n",
"style_Rule_of_Thirds 0.017881 0.047020 \n",
"style_Shallow_DOF 0.039226 0.053735 \n",
"style_Silhouettes 0.011407 0.024715 \n",
"style_Soft_Focus 0.008141 0.047490 \n",
"style_Vanishing_Point 0.006231 0.048287 \n",
"\n",
" style_HDR style_Image_Grain \\\n",
"style_Complementary_Colors 0.007021 0.004012 \n",
"style_Duotones 0.003067 0.061350 \n",
"style_HDR 1.000000 0.000000 \n",
"style_Image_Grain 0.000000 1.000000 \n",
"style_Light_On_White 0.000000 0.004472 \n",
"style_Long_Exposure 0.005656 0.004525 \n",
"style_Macro 0.000000 0.002750 \n",
"style_Motion_Blur 0.000000 0.014129 \n",
"style_Negative_Image 0.000000 0.001041 \n",
"style_Rule_of_Thirds 0.003311 0.013245 \n",
"style_Shallow_DOF 0.000537 0.013971 \n",
"style_Silhouettes 0.000000 0.007605 \n",
"style_Soft_Focus 0.000000 0.008141 \n",
"style_Vanishing_Point 0.001558 0.009346 \n",
"\n",
" style_Light_On_White style_Long_Exposure \\\n",
"style_Complementary_Colors 0.001003 0.007021 \n",
"style_Duotones 0.015951 0.008589 \n",
"style_HDR 0.000000 0.012500 \n",
"style_Image_Grain 0.005848 0.004678 \n",
"style_Light_On_White 1.000000 0.000000 \n",
"style_Long_Exposure 0.000000 1.000000 \n",
"style_Macro 0.008251 0.002200 \n",
"style_Motion_Blur 0.001570 0.045526 \n",
"style_Negative_Image 0.003122 0.000000 \n",
"style_Rule_of_Thirds 0.012583 0.006623 \n",
"style_Shallow_DOF 0.010210 0.001075 \n",
"style_Silhouettes 0.000000 0.006654 \n",
"style_Soft_Focus 0.010855 0.000000 \n",
"style_Vanishing_Point 0.000000 0.003115 \n",
"\n",
" style_Macro style_Motion_Blur \\\n",
"style_Complementary_Colors 0.036108 0.003009 \n",
"style_Duotones 0.026994 0.017791 \n",
"style_HDR 0.000000 0.000000 \n",
"style_Image_Grain 0.005848 0.010526 \n",
"style_Light_On_White 0.013417 0.000894 \n",
"style_Long_Exposure 0.004525 0.032805 \n",
"style_Macro 1.000000 0.001650 \n",
"style_Motion_Blur 0.004710 1.000000 \n",
"style_Negative_Image 0.016649 0.000000 \n",
"style_Rule_of_Thirds 0.013245 0.004636 \n",
"style_Shallow_DOF 0.087050 0.004299 \n",
"style_Silhouettes 0.003802 0.000951 \n",
"style_Soft_Focus 0.024423 0.001357 \n",
"style_Vanishing_Point 0.000000 0.001558 \n",
"\n",
" style_Negative_Image style_Rule_of_Thirds \\\n",
"style_Complementary_Colors 0.014042 0.027081 \n",
"style_Duotones 0.018405 0.043558 \n",
"style_HDR 0.000000 0.012500 \n",
"style_Image_Grain 0.001170 0.023392 \n",
"style_Light_On_White 0.002683 0.016995 \n",
"style_Long_Exposure 0.000000 0.011312 \n",
"style_Macro 0.008801 0.011001 \n",
"style_Motion_Blur 0.000000 0.010989 \n",
"style_Negative_Image 1.000000 0.003122 \n",
"style_Rule_of_Thirds 0.001987 1.000000 \n",
"style_Shallow_DOF 0.013434 0.069855 \n",
"style_Silhouettes 0.000000 0.029468 \n",
"style_Soft_Focus 0.000000 0.029851 \n",
"style_Vanishing_Point 0.003115 0.010903 \n",
"\n",
" style_Shallow_DOF style_Silhouettes \\\n",
"style_Complementary_Colors 0.073220 0.012036 \n",
"style_Duotones 0.061350 0.015951 \n",
"style_HDR 0.002500 0.000000 \n",
"style_Image_Grain 0.030409 0.009357 \n",
"style_Light_On_White 0.016995 0.000000 \n",
"style_Long_Exposure 0.002262 0.007919 \n",
"style_Macro 0.089109 0.002200 \n",
"style_Motion_Blur 0.012559 0.001570 \n",
"style_Negative_Image 0.026015 0.000000 \n",
"style_Rule_of_Thirds 0.086093 0.020530 \n",
"style_Shallow_DOF 1.000000 0.001075 \n",
"style_Silhouettes 0.001901 1.000000 \n",
"style_Soft_Focus 0.044776 0.010855 \n",
"style_Vanishing_Point 0.010903 0.001558 \n",
"\n",
" style_Soft_Focus style_Vanishing_Point \n",
"style_Complementary_Colors 0.006018 0.004012 \n",
"style_Duotones 0.021472 0.019018 \n",
"style_HDR 0.000000 0.002500 \n",
"style_Image_Grain 0.007018 0.007018 \n",
"style_Light_On_White 0.007156 0.000000 \n",
"style_Long_Exposure 0.000000 0.002262 \n",
"style_Macro 0.009901 0.000000 \n",
"style_Motion_Blur 0.001570 0.001570 \n",
"style_Negative_Image 0.000000 0.002081 \n",
"style_Rule_of_Thirds 0.014570 0.004636 \n",
"style_Shallow_DOF 0.017732 0.003761 \n",
"style_Silhouettes 0.007605 0.000951 \n",
"style_Soft_Focus 1.000000 0.002714 \n",
"style_Vanishing_Point 0.003115 1.000000 "
]
}
],
"prompt_number": 32
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = vislab.dataset_viz.plot_occurrence(df_m)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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69+8PRUVFuLi4YMqUKYzTEcId+/fvR1xcHAwNDWFhYQEFBQUIBALJzsiTJ0+yjlglKpoJ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\nsmA73do9AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x11a41ebd0>"
]
}
],
"prompt_number": 35
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"results_df, preds_panel = aphrodite.results.load_pred_results(\n",
" 'ava_style_oct22', '/Users/sergeyk/work/aphrodite/data/results2',\n",
" multiclass=True, force=True)\n",
"pred_prefix = 'pred'\n",
"print preds_panel.minor_axis\n",
"preds_panel"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Results in collection ava_style_oct22: 8\n",
"Index([u'decaf_fc6 False vw', u'decaf_fc6_flatten False vw', u'decaf_tuned_fc6 False vw', u'decaf_tuned_fc6_flatten False vw', u'gbvs_saliency False vw', u'gist_256 False vw', u'lab_hist vw', u'mc_bit False vw'], dtype='object')"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 4,
"text": [
"<class 'pandas.core.panel.Panel'>\n",
"Dimensions: 31 (items) x 13843 (major_axis) x 8 (minor_axis)\n",
"Items axis: importance to style_Vanishing_Point\n",
"Major_axis axis: 1187 to 97008\n",
"Minor_axis axis: decaf_fc6 False vw to mc_bit False vw"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"mc_metrics = vislab.results.multiclass_metrics_feat_comparison(\n",
" preds_panel, label_df, pred_prefix, features=preds_panel.minor_axis.tolist() + ['random'],\n",
" balanced=True, with_plot=False, with_print=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Looks like the preds frame already has gt info.\n",
"Only taking 'test' split predictions.\n",
"********************decaf_fc6 False vw********************\n",
"Balancing dataset!\n",
"style_Complementary_Colors 237\n",
"style_Duotones 589\n",
"style_HDR 83\n",
"style_Image_Grain 183\n",
"style_Light_On_White 158\n",
"style_Long_Exposure 208\n",
"style_Macro 459\n",
"style_Motion_Blur 149\n",
"style_Negative_Image 193\n",
"style_Rule_of_Thirds 398\n",
"style_Shallow_DOF 677\n",
"style_Silhouettes 227\n",
"style_Soft_Focus 169\n",
"style_Vanishing_Point 102\n",
"dtype: int64\n",
"------------------------------------------------------------"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Classification metrics on {} balanced\n",
" precision recall f1-score support\n",
"style_Complementary_Colors 0.618421 0.394958 0.482051 119\n",
"style_Duotones 0.797619 0.290043 0.425397 231\n",
"style_HDR 0.521127 0.521127 0.521127 71\n",
"style_Image_Grain 0.222222 0.444444 0.296296 45\n",
"style_Light_On_White 0.559633 0.871429 0.681564 70\n",
"style_Long_Exposure 0.464789 0.383721 0.420382 86\n",
"style_Macro 0.433962 0.242105 0.310811 95\n",
"style_Motion_Blur 0.311475 0.404255 0.351852 47\n",
"style_Negative_Image 0.489130 0.714286 0.580645 63\n",
"style_Rule_of_Thirds 0.263158 0.133333 0.176991 75\n",
"style_Shallow_DOF 0.204819 0.447368 0.280992 38\n",
"style_Silhouettes 0.505618 0.750000 0.604027 60\n",
"style_Soft_Focus 0.191781 0.451613 0.269231 31\n",
"style_Vanishing_Point 0.376471 0.727273 0.496124 44\n",
"accuracy: 0.437209302326\n",
"\n",
"Looks like the preds frame already has gt info.\n",
"Only taking 'test' split predictions.\n",
"********************decaf_fc6_flatten False vw********************\n",
"Balancing dataset!\n",
"style_Complementary_Colors 237\n",
"style_Duotones 588\n",
"style_HDR 83\n",
"style_Image_Grain 183\n",
"style_Light_On_White 158\n",
"style_Long_Exposure 208\n",
"style_Macro 459\n",
"style_Motion_Blur 149\n",
"style_Negative_Image 193\n",
"style_Rule_of_Thirds 398\n",
"style_Shallow_DOF 677\n",
"style_Silhouettes 227\n",
"style_Soft_Focus 169\n",
"style_Vanishing_Point 101\n",
"dtype: int64\n",
"------------------------------------------------------------"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Classification metrics on {} balanced\n",
" precision recall f1-score support\n",
"style_Complementary_Colors 0.438095 0.389831 0.412556 118\n",
"style_Duotones 0.702381 0.268182 0.388158 220\n",
"style_HDR 0.681818 0.211268 0.322581 71\n",
"style_Image_Grain 0.272727 0.195652 0.227848 46\n",
"style_Light_On_White 0.485294 0.891892 0.628571 74\n",
"style_Long_Exposure 0.328358 0.275000 0.299320 80\n",
"style_Macro 0.611111 0.231579 0.335878 95\n",
"style_Motion_Blur 0.290909 0.347826 0.316832 46\n",
"style_Negative_Image 0.412371 0.666667 0.509554 60\n",
"style_Rule_of_Thirds 0.300000 0.233766 0.262774 77\n",
"style_Shallow_DOF 0.177215 0.333333 0.231405 42\n",
"style_Silhouettes 0.435897 0.809524 0.566667 63\n",
"style_Soft_Focus 0.224490 0.379310 0.282051 29\n",
"style_Vanishing_Point 0.252033 0.738095 0.375758 42\n",
"accuracy: 0.395108184384\n",
"\n",
"Looks like the preds frame already has gt info.\n",
"Only taking 'test' split predictions.\n",
"********************decaf_tuned_fc6 False vw********************\n",
"Balancing dataset!\n",
"style_Complementary_Colors 237\n",
"style_Duotones 588\n",
"style_HDR 83\n",
"style_Image_Grain 183\n",
"style_Light_On_White 158\n",
"style_Long_Exposure 208\n",
"style_Macro 459\n",
"style_Motion_Blur 149\n",
"style_Negative_Image 193\n",
"style_Rule_of_Thirds 398\n",
"style_Shallow_DOF 677\n",
"style_Silhouettes 227\n",
"style_Soft_Focus 169\n",
"style_Vanishing_Point 101\n",
"dtype: int64\n",
"------------------------------------------------------------"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Classification metrics on {} balanced\n",
" precision recall f1-score support\n",
"style_Complementary_Colors 0.577465 0.344538 0.431579 119\n",
"style_Duotones 0.760563 0.235808 0.360000 229\n",
"style_HDR 0.500000 0.478873 0.489209 71\n",
"style_Image_Grain 0.238095 0.434783 0.307692 46\n",
"style_Light_On_White 0.603774 0.864865 0.711111 74\n",
"style_Long_Exposure 0.310345 0.211765 0.251748 85\n",
"style_Macro 0.422535 0.306122 0.355030 98\n",
"style_Motion_Blur 0.263889 0.387755 0.314050 49\n",
"style_Negative_Image 0.366667 0.600000 0.455172 55\n",
"style_Rule_of_Thirds 0.256410 0.142857 0.183486 70\n",
"style_Shallow_DOF 0.172840 0.318182 0.224000 44\n",
"style_Silhouettes 0.458333 0.771930 0.575163 57\n",
"style_Soft_Focus 0.140351 0.333333 0.197531 24\n",
"style_Vanishing_Point 0.326531 0.780488 0.460432 41\n",
"accuracy: 0.396421845574\n",
"\n",
"Looks like the preds frame already has gt info.\n",
"Only taking 'test' split predictions.\n",
"********************decaf_tuned_fc6_flatten False vw********************\n",
"Balancing dataset!\n",
"style_Complementary_Colors 237\n",
"style_Duotones 588\n",
"style_HDR 83\n",
"style_Image_Grain 183\n",
"style_Light_On_White 158\n",
"style_Long_Exposure 208\n",
"style_Macro 459\n",
"style_Motion_Blur 149\n",
"style_Negative_Image 193\n",
"style_Rule_of_Thirds 398\n",
"style_Shallow_DOF 677\n",
"style_Silhouettes 227\n",
"style_Soft_Focus 169\n",
"style_Vanishing_Point 101\n",
"dtype: int64\n",
"------------------------------------------------------------"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"/Users/sergeyk/work/vislab/vislab/results.py:72: UserWarning: The sum of true positives and false positives are equal to zero for some labels. Precision is ill defined for those labels [ True]. The precision and recall are equal to zero for some labels. fbeta_score is ill defined for those labels [ True]. \n",
" pred_df['label'], pred_df['pred_bin'])\n",
"/Users/sergeyk/work/vislab/vislab/results.py:72: UserWarning: The precision and recall are equal to zero for some labels. fbeta_score is ill defined for those labels [ True]. \n",
" pred_df['label'], pred_df['pred_bin'])\n",
"/Users/sergeyk/work/vislab/vislab/results.py:284: UserWarning: The precision and recall are equal to zero for some labels. fbeta_score is ill defined for those labels [0]. \n",
" index=label_cols)\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Classification metrics on {} balanced\n",
" precision recall f1-score support\n",
"style_Complementary_Colors 0.568627 0.263636 0.360248 110\n",
"style_Duotones 0.809524 0.210744 0.334426 242\n",
"style_HDR 0.625000 0.211268 0.315789 71\n",
"style_Image_Grain 0.351351 0.361111 0.356164 36\n",
"style_Light_On_White 0.471831 0.893333 0.617512 75\n",
"style_Long_Exposure 0.367647 0.312500 0.337838 80\n",
"style_Macro 0.457627 0.278351 0.346154 97\n",
"style_Motion_Blur 0.268657 0.367347 0.310345 49\n",
"style_Negative_Image 0.388889 0.583333 0.466667 60\n",
"style_Rule_of_Thirds 0.322581 0.281690 0.300752 71\n",
"style_Shallow_DOF 0.148148 0.255319 0.187500 47\n",
"style_Silhouettes 0.380952 0.800000 0.516129 60\n",
"style_Soft_Focus 0.157143 0.379310 0.222222 29\n",
"style_Vanishing_Point 0.263566 0.809524 0.397661 42\n",
"accuracy: 0.378858746492\n",
"\n",
"Looks like the preds frame already has gt info.\n",
"Only taking 'test' split predictions.\n",
"********************gbvs_saliency False vw********************\n",
"Balancing dataset!\n",
"style_Complementary_Colors 236\n",
"style_Duotones 587\n",
"style_HDR 83\n",
"style_Image_Grain 182\n",
"style_Light_On_White 157\n",
"style_Long_Exposure 208\n",
"style_Macro 457\n",
"style_Motion_Blur 149\n",
"style_Negative_Image 193\n",
"style_Rule_of_Thirds 398\n",
"style_Shallow_DOF 675\n",
"style_Silhouettes 227\n",
"style_Soft_Focus 168\n",
"style_Vanishing_Point 101\n",
"dtype: int64\n",
"------------------------------------------------------------"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Classification metrics on {} balanced\n",
" precision recall f1-score support\n",
"style_Complementary_Colors 0.000000 0.000000 0.000000 111\n",
"style_Duotones 0.203390 0.051064 0.081633 235\n",
"style_HDR 0.050000 0.070423 0.058480 71\n",
"style_Image_Grain 0.016667 0.022222 0.019048 45\n",
"style_Light_On_White 0.143939 0.243590 0.180952 78\n",
"style_Long_Exposure 0.078431 0.048780 0.060150 82\n",
"style_Macro 0.096774 0.029703 0.045455 101\n",
"style_Motion_Blur 0.036585 0.063830 0.046512 47\n",
"style_Negative_Image 0.072917 0.132075 0.093960 53\n",
"style_Rule_of_Thirds 0.096774 0.157895 0.120000 76\n",
"style_Shallow_DOF 0.087719 0.113636 0.099010 44\n",
"style_Silhouettes 0.075269 0.125000 0.093960 56\n",
"style_Soft_Focus 0.028571 0.058824 0.038462 34\n",
"style_Vanishing_Point 0.102564 0.195122 0.134454 41\n",
"accuracy: 0.0819366852886\n",
"\n",
"Looks like the preds frame already has gt info.\n",
"Only taking 'test' split predictions.\n",
"********************gist_256 False vw********************\n",
"Balancing dataset!\n",
"style_Complementary_Colors 237\n",
"style_Duotones 589\n",
"style_HDR 83\n",
"style_Image_Grain 183\n",
"style_Light_On_White 158\n",
"style_Long_Exposure 208\n",
"style_Macro 459\n",
"style_Motion_Blur 149\n",
"style_Negative_Image 193\n",
"style_Rule_of_Thirds 398\n",
"style_Shallow_DOF 677\n",
"style_Silhouettes 227\n",
"style_Soft_Focus 169\n",
"style_Vanishing_Point 102\n",
"dtype: int64\n",
"------------------------------------------------------------"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Classification metrics on {} balanced\n",
" precision recall f1-score support\n",
"style_Complementary_Colors 0.294118 0.219298 0.251256 114\n",
"style_Duotones 0.368421 0.059829 0.102941 234\n",
"style_HDR 0.238095 0.281690 0.258065 71\n",
"style_Image_Grain 0.012195 0.025000 0.016393 40\n",
"style_Light_On_White 0.412587 0.786667 0.541284 75\n",
"style_Long_Exposure 0.203390 0.137931 0.164384 87\n",
"style_Macro 0.200000 0.212766 0.206186 94\n",
"style_Motion_Blur 0.130952 0.244444 0.170543 45\n",
"style_Negative_Image 0.133333 0.245614 0.172840 57\n",
"style_Rule_of_Thirds 0.117647 0.026316 0.043011 76\n",
"style_Shallow_DOF 0.031250 0.022727 0.026316 44\n",
"style_Silhouettes 0.171171 0.327586 0.224852 58\n",
"style_Soft_Focus 0.047619 0.071429 0.057143 28\n",
"style_Vanishing_Point 0.097561 0.195122 0.130081 41\n",
"accuracy: 0.195488721805\n",
"\n",
"Looks like the preds frame already has gt info.\n",
"Only taking 'test' split predictions.\n",
"********************lab_hist vw********************\n",
"Balancing dataset!\n",
"style_Complementary_Colors 235\n",
"style_Duotones 586\n",
"style_HDR 83\n",
"style_Image_Grain 182\n",
"style_Light_On_White 157\n",
"style_Long_Exposure 207\n",
"style_Macro 456\n",
"style_Motion_Blur 149\n",
"style_Negative_Image 192\n",
"style_Rule_of_Thirds 397\n",
"style_Shallow_DOF 673\n",
"style_Silhouettes 223\n",
"style_Soft_Focus 168\n",
"style_Vanishing_Point 101\n",
"dtype: int64\n",
"------------------------------------------------------------"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Classification metrics on {} balanced\n",
" precision recall f1-score support\n",
"style_Complementary_Colors 0.447059 0.333333 0.381910 114\n",
"style_Duotones 0.603093 0.493671 0.542923 237\n",
"style_HDR 0.231579 0.309859 0.265060 71\n",
"style_Image_Grain 0.093750 0.150000 0.115385 40\n",
"style_Light_On_White 0.465839 0.974026 0.630252 77\n",
"style_Long_Exposure 0.281553 0.318681 0.298969 91\n",
"style_Macro 0.187500 0.104651 0.134328 86\n",
"style_Motion_Blur 0.181818 0.076923 0.108108 52\n",
"style_Negative_Image 0.311475 0.327586 0.319328 58\n",
"style_Rule_of_Thirds 0.138889 0.060976 0.084746 82\n",
"style_Shallow_DOF 0.233333 0.142857 0.177215 49\n",
"style_Silhouettes 0.202128 0.339286 0.253333 56\n",
"style_Soft_Focus 0.121951 0.161290 0.138889 31\n",
"style_Vanishing_Point 0.163265 0.205128 0.181818 39\n",
"accuracy: 0.335180055402\n",
"\n",
"Looks like the preds frame already has gt info.\n",
"Only taking 'test' split predictions.\n",
"********************mc_bit False vw********************\n",
"Balancing dataset!\n",
"style_Complementary_Colors 237\n",
"style_Duotones 585\n",
"style_HDR 82\n",
"style_Image_Grain 181\n",
"style_Light_On_White 157\n",
"style_Long_Exposure 208\n",
"style_Macro 455\n",
"style_Motion_Blur 148\n",
"style_Negative_Image 191\n",
"style_Rule_of_Thirds 395\n",
"style_Shallow_DOF 674\n",
"style_Silhouettes 226\n",
"style_Soft_Focus 169\n",
"style_Vanishing_Point 102\n",
"dtype: int64\n",
"------------------------------------------------------------"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Classification metrics on {} balanced\n",
" precision recall f1-score support\n",
"style_Complementary_Colors 0.423077 0.096491 0.157143 114\n",
"style_Duotones 0.795918 0.166667 0.275618 234\n",
"style_HDR 0.641509 0.485714 0.552846 70\n",
"style_Image_Grain 0.318841 0.500000 0.389381 44\n",
"style_Light_On_White 0.604396 0.753425 0.670732 73\n",
"style_Long_Exposure 0.545455 0.307692 0.393443 78\n",
"style_Macro 0.371212 0.500000 0.426087 98\n",
"style_Motion_Blur 0.227273 0.510204 0.314465 49\n",
"style_Negative_Image 0.360465 0.500000 0.418919 62\n",
"style_Rule_of_Thirds 0.205128 0.111111 0.144144 72\n",
"style_Shallow_DOF 0.108108 0.210526 0.142857 38\n",
"style_Silhouettes 0.593750 0.644068 0.617886 59\n",
"style_Soft_Focus 0.236842 0.300000 0.264706 30\n",
"style_Vanishing_Point 0.201058 0.883721 0.327586 43\n",
"accuracy: 0.367481203008\n",
"\n",
"Looks like the preds frame already has gt info.\n",
"Only taking 'test' split predictions.\n",
"********************random********************\n",
"Balancing dataset!\n",
"style_Complementary_Colors 237\n",
"style_Duotones 589\n",
"style_HDR 83\n",
"style_Image_Grain 183\n",
"style_Light_On_White 158\n",
"style_Long_Exposure 208\n",
"style_Macro 459\n",
"style_Motion_Blur 149\n",
"style_Negative_Image 193\n",
"style_Rule_of_Thirds 398\n",
"style_Shallow_DOF 677\n",
"style_Silhouettes 227\n",
"style_Soft_Focus 169\n",
"style_Vanishing_Point 102\n",
"dtype: int64\n",
"------------------------------------------------------------"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Classification metrics on {} balanced\n",
" precision recall f1-score support\n",
"style_Complementary_Colors 0.070588 0.047619 0.056872 126\n",
"style_Duotones 0.234568 0.084444 0.124183 225\n",
"style_HDR 0.051282 0.056338 0.053691 71\n",
"style_Image_Grain 0.044776 0.071429 0.055046 42\n",
"style_Light_On_White 0.058824 0.048780 0.053333 82\n",
"style_Long_Exposure 0.054795 0.049383 0.051948 81\n",
"style_Macro 0.039474 0.031579 0.035088 95\n",
"style_Motion_Blur 0.034483 0.060000 0.043796 50\n",
"style_Negative_Image 0.047619 0.051724 0.049587 58\n",
"style_Rule_of_Thirds 0.109756 0.128571 0.118421 70\n",
"style_Shallow_DOF 0.035294 0.075000 0.048000 40\n",
"style_Silhouettes 0.032787 0.036364 0.034483 55\n",
"style_Soft_Focus 0.025000 0.076923 0.037736 26\n",
"style_Vanishing_Point 0.025641 0.046512 0.033058 43\n",
"accuracy: 0.062969924812\n",
"\n"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"/Users/sergeyk/work/vislab/vislab/results.py:72: UserWarning: The sum of true positives and false positives are equal to zero for some labels. Precision is ill defined for those labels [False]. The precision and recall are equal to zero for some labels. fbeta_score is ill defined for those labels [False]. \n",
" pred_df['label'], pred_df['pred_bin'])\n"
]
},
{
"metadata": {},
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tYqNGjeKm9+/fz1q1asXi4+O59aSmprLS0lKmqanJli9fzuzt7ZmFhQX74osv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osTJ05g5syZcDgceO211/DXv/5VvQfGSy+9hCVLluCFF17AfffdV+WY16jYQTcB/8cPNWnSBEII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\nIiIiXkAFuoiIiIiIiIgX+B8E8629Jrs7jQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x11ca0dd50>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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eeKNZ8mcwXnXmzp2r8B6bN29ea5v2ysG66RgMBoPxQmDddAwGg8Fo0zBnxGAw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"text": [
"<matplotlib.figure.Figure at 0x1188ee610>"
]
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = vislab.dataset_viz.plot_conditional_occurrence(\n",
" mc_metrics['feat_metrics']['decaf_fc6 False vw']['conf_df_n'],\n",
" sort_by_prior=False\n",
")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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Vq1fXeKxUKnH+/HkkJiaia9euglK9HzndQc8TGxuLsLAwpKSk5FsRJaVxiD/+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nbGhAkTcOTIEdy8eROzZs0SyvXu3Rvh4eGidb/88ku0bt1a9NzixYthb2+PRo0aoW3btli2bJno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\nSAQAAAAAAOBGSAQAAAAAAOBG/h9zctVDDmiZ2gAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x1188c1e50>"
]
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ap_df = mc_metrics['ap_df'].copy()\n",
"ap_df = ap_df[sorted(ap_df.columns)]\n",
"\n",
"ap_df['Murray-CVPR-2012'] = 0\n",
"ap_df['Murray-CVPR-2012'].iloc[:-1] = [\n",
" .44, .51, .64, .74, .73, .43, .50, .40, .69, .30, .48, .72, .39, .57]\n",
"ap_df['Murray-CVPR-2012'].iloc[-1] = ap_df['Murray-CVPR-2012'].iloc[:-1].mean()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ap_df"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>decaf_fc6 False vw</th>\n",
" <th>decaf_fc6_flatten False vw</th>\n",
" <th>decaf_tuned_fc6 False vw</th>\n",
" <th>decaf_tuned_fc6_flatten False vw</th>\n",
" <th>gbvs_saliency False vw</th>\n",
" <th>gist_256 False vw</th>\n",
" <th>lab_hist vw</th>\n",
" <th>mc_bit False vw</th>\n",
" <th>random</th>\n",
" <th>Murray-CVPR-2012</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>style_Complementary_Colors</th>\n",
" <td> 0.564939</td>\n",
" <td> 0.3617455</td>\n",
" <td> 0.5030691</td>\n",
" <td> 0.3786172</td>\n",
" <td> 0.1156515</td>\n",
" <td> 0.2681854</td>\n",
" <td> 0.2882853</td>\n",
" <td> 0.2859412</td>\n",
" <td> 0.1339856</td>\n",
" <td> 0.440000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Duotones</th>\n",
" <td> 0.7293772</td>\n",
" <td> 0.4021643</td>\n",
" <td> 0.6999282</td>\n",
" <td> 0.3902803</td>\n",
" <td> 0.2280559</td>\n",
" <td> 0.2680033</td>\n",
" <td> 0.5652728</td>\n",
" <td> 0.5693072</td>\n",
" <td> 0.2205204</td>\n",
" <td> 0.510000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_HDR</th>\n",
" <td> 0.5711236</td>\n",
" <td> 0.5258823</td>\n",
" <td> 0.522515</td>\n",
" <td> 0.5424831</td>\n",
" <td> 0.102748</td>\n",
" <td> 0.1249076</td>\n",
" <td> 0.2006592</td>\n",
" <td> 0.6530367</td>\n",
" <td> 0.08502571</td>\n",
" <td> 0.640000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Image_Grain</th>\n",
" <td> 0.5494825</td>\n",
" <td> 0.5288635</td>\n",
" <td> 0.5887111</td>\n",
" <td> 0.5451742</td>\n",
" <td> 0.1077747</td>\n",
" <td> 0.1104732</td>\n",
" <td> 0.2107738</td>\n",
" <td> 0.7241903</td>\n",
" <td> 0.1178171</td>\n",
" <td> 0.740000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Light_On_White</th>\n",
" <td> 0.9263643</td>\n",
" <td> 0.7860433</td>\n",
" <td> 0.8603792</td>\n",
" <td> 0.8142573</td>\n",
" <td> 0.2133543</td>\n",
" <td> 0.6963491</td>\n",
" <td> 0.8893095</td>\n",
" <td> 0.8238458</td>\n",
" <td> 0.1031095</td>\n",
" <td> 0.730000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Long_Exposure</th>\n",
" <td> 0.4249405</td>\n",
" <td> 0.2275141</td>\n",
" <td> 0.3561818</td>\n",
" <td> 0.2010326</td>\n",
" <td> 0.1436824</td>\n",
" <td> 0.1317226</td>\n",
" <td> 0.2722267</td>\n",
" <td> 0.491789</td>\n",
" <td> 0.104739</td>\n",
" <td> 0.430000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Macro</th>\n",
" <td> 0.4785662</td>\n",
" <td> 0.3285489</td>\n",
" <td> 0.5259368</td>\n",
" <td> 0.3692743</td>\n",
" <td> 0.148444</td>\n",
" <td> 0.2948252</td>\n",
" <td> 0.2321003</td>\n",
" <td> 0.4436068</td>\n",
" <td> 0.1408828</td>\n",
" <td> 0.500000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Motion_Blur</th>\n",
" <td> 0.4363031</td>\n",
" <td> 0.3144424</td>\n",
" <td> 0.5045284</td>\n",
" <td> 0.3080508</td>\n",
" <td> 0.107628</td>\n",
" <td> 0.0955145</td>\n",
" <td> 0.1279356</td>\n",
" <td> 0.5129939</td>\n",
" <td> 0.09258187</td>\n",
" <td> 0.400000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Negative_Image</th>\n",
" <td> 0.6729635</td>\n",
" <td> 0.4339564</td>\n",
" <td> 0.6120895</td>\n",
" <td> 0.4090215</td>\n",
" <td> 0.1223819</td>\n",
" <td> 0.2090929</td>\n",
" <td> 0.3016068</td>\n",
" <td> 0.5031125</td>\n",
" <td> 0.09816009</td>\n",
" <td> 0.690000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Rule_of_Thirds</th>\n",
" <td> 0.299815</td>\n",
" <td> 0.2450106</td>\n",
" <td> 0.3039119</td>\n",
" <td> 0.2260468</td>\n",
" <td> 0.2210552</td>\n",
" <td> 0.1660022</td>\n",
" <td> 0.1824609</td>\n",
" <td> 0.2515069</td>\n",
" <td> 0.1535799</td>\n",
" <td> 0.300000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Shallow_DOF</th>\n",
" <td> 0.6378587</td>\n",
" <td> 0.5156987</td>\n",
" <td> 0.6553198</td>\n",
" <td> 0.4752892</td>\n",
" <td> 0.2368395</td>\n",
" <td> 0.2508895</td>\n",
" <td> 0.3755199</td>\n",
" <td> 0.5984651</td>\n",
" <td> 0.2318041</td>\n",
" <td> 0.480000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Silhouettes</th>\n",
" <td> 0.7866216</td>\n",
" <td> 0.5747714</td>\n",
" <td> 0.7965229</td>\n",
" <td> 0.5658779</td>\n",
" <td> 0.1578774</td>\n",
" <td> 0.2065784</td>\n",
" <td> 0.2761445</td>\n",
" <td> 0.8021835</td>\n",
" <td> 0.09296613</td>\n",
" <td> 0.720000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Soft_Focus</th>\n",
" <td> 0.3417942</td>\n",
" <td> 0.1857079</td>\n",
" <td> 0.3361018</td>\n",
" <td> 0.2027378</td>\n",
" <td> 0.1001462</td>\n",
" <td> 0.1063841</td>\n",
" <td> 0.1324649</td>\n",
" <td> 0.2963617</td>\n",
" <td> 0.1034838</td>\n",
" <td> 0.390000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>style_Vanishing_Point</th>\n",
" <td> 0.6699527</td>\n",
" <td> 0.5033235</td>\n",
" <td> 0.6119626</td>\n",
" <td> 0.4095743</td>\n",
" <td> 0.1455149</td>\n",
" <td> 0.1141389</td>\n",
" <td> 0.1150055</td>\n",
" <td> 0.6789977</td>\n",
" <td> 0.08431847</td>\n",
" <td> 0.570000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>_mean</th>\n",
" <td> 0.5778645</td>\n",
" <td> 0.4238338</td>\n",
" <td> 0.5626541</td>\n",
" <td> 0.4169798</td>\n",
" <td> 0.1536539</td>\n",
" <td> 0.2173619</td>\n",
" <td> 0.2978404</td>\n",
" <td> 0.5453813</td>\n",
" <td> 0.1259267</td>\n",
" <td> 0.538571</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": [
" decaf_fc6 False vw decaf_fc6_flatten False vw \\\n",
"style_Complementary_Colors 0.564939 0.3617455 \n",
"style_Duotones 0.7293772 0.4021643 \n",
"style_HDR 0.5711236 0.5258823 \n",
"style_Image_Grain 0.5494825 0.5288635 \n",
"style_Light_On_White 0.9263643 0.7860433 \n",
"style_Long_Exposure 0.4249405 0.2275141 \n",
"style_Macro 0.4785662 0.3285489 \n",
"style_Motion_Blur 0.4363031 0.3144424 \n",
"style_Negative_Image 0.6729635 0.4339564 \n",
"style_Rule_of_Thirds 0.299815 0.2450106 \n",
"style_Shallow_DOF 0.6378587 0.5156987 \n",
"style_Silhouettes 0.7866216 0.5747714 \n",
"style_Soft_Focus 0.3417942 0.1857079 \n",
"style_Vanishing_Point 0.6699527 0.5033235 \n",
"_mean 0.5778645 0.4238338 \n",
"\n",
" decaf_tuned_fc6 False vw \\\n",
"style_Complementary_Colors 0.5030691 \n",
"style_Duotones 0.6999282 \n",
"style_HDR 0.522515 \n",
"style_Image_Grain 0.5887111 \n",
"style_Light_On_White 0.8603792 \n",
"style_Long_Exposure 0.3561818 \n",
"style_Macro 0.5259368 \n",
"style_Motion_Blur 0.5045284 \n",
"style_Negative_Image 0.6120895 \n",
"style_Rule_of_Thirds 0.3039119 \n",
"style_Shallow_DOF 0.6553198 \n",
"style_Silhouettes 0.7965229 \n",
"style_Soft_Focus 0.3361018 \n",
"style_Vanishing_Point 0.6119626 \n",
"_mean 0.5626541 \n",
"\n",
" decaf_tuned_fc6_flatten False vw \\\n",
"style_Complementary_Colors 0.3786172 \n",
"style_Duotones 0.3902803 \n",
"style_HDR 0.5424831 \n",
"style_Image_Grain 0.5451742 \n",
"style_Light_On_White 0.8142573 \n",
"style_Long_Exposure 0.2010326 \n",
"style_Macro 0.3692743 \n",
"style_Motion_Blur 0.3080508 \n",
"style_Negative_Image 0.4090215 \n",
"style_Rule_of_Thirds 0.2260468 \n",
"style_Shallow_DOF 0.4752892 \n",
"style_Silhouettes 0.5658779 \n",
"style_Soft_Focus 0.2027378 \n",
"style_Vanishing_Point 0.4095743 \n",
"_mean 0.4169798 \n",
"\n",
" gbvs_saliency False vw gist_256 False vw \\\n",
"style_Complementary_Colors 0.1156515 0.2681854 \n",
"style_Duotones 0.2280559 0.2680033 \n",
"style_HDR 0.102748 0.1249076 \n",
"style_Image_Grain 0.1077747 0.1104732 \n",
"style_Light_On_White 0.2133543 0.6963491 \n",
"style_Long_Exposure 0.1436824 0.1317226 \n",
"style_Macro 0.148444 0.2948252 \n",
"style_Motion_Blur 0.107628 0.0955145 \n",
"style_Negative_Image 0.1223819 0.2090929 \n",
"style_Rule_of_Thirds 0.2210552 0.1660022 \n",
"style_Shallow_DOF 0.2368395 0.2508895 \n",
"style_Silhouettes 0.1578774 0.2065784 \n",
"style_Soft_Focus 0.1001462 0.1063841 \n",
"style_Vanishing_Point 0.1455149 0.1141389 \n",
"_mean 0.1536539 0.2173619 \n",
"\n",
" lab_hist vw mc_bit False vw random \\\n",
"style_Complementary_Colors 0.2882853 0.2859412 0.1339856 \n",
"style_Duotones 0.5652728 0.5693072 0.2205204 \n",
"style_HDR 0.2006592 0.6530367 0.08502571 \n",
"style_Image_Grain 0.2107738 0.7241903 0.1178171 \n",
"style_Light_On_White 0.8893095 0.8238458 0.1031095 \n",
"style_Long_Exposure 0.2722267 0.491789 0.104739 \n",
"style_Macro 0.2321003 0.4436068 0.1408828 \n",
"style_Motion_Blur 0.1279356 0.5129939 0.09258187 \n",
"style_Negative_Image 0.3016068 0.5031125 0.09816009 \n",
"style_Rule_of_Thirds 0.1824609 0.2515069 0.1535799 \n",
"style_Shallow_DOF 0.3755199 0.5984651 0.2318041 \n",
"style_Silhouettes 0.2761445 0.8021835 0.09296613 \n",
"style_Soft_Focus 0.1324649 0.2963617 0.1034838 \n",
"style_Vanishing_Point 0.1150055 0.6789977 0.08431847 \n",
"_mean 0.2978404 0.5453813 0.1259267 \n",
"\n",
" Murray-CVPR-2012 \n",
"style_Complementary_Colors 0.440000 \n",
"style_Duotones 0.510000 \n",
"style_HDR 0.640000 \n",
"style_Image_Grain 0.740000 \n",
"style_Light_On_White 0.730000 \n",
"style_Long_Exposure 0.430000 \n",
"style_Macro 0.500000 \n",
"style_Motion_Blur 0.400000 \n",
"style_Negative_Image 0.690000 \n",
"style_Rule_of_Thirds 0.300000 \n",
"style_Shallow_DOF 0.480000 \n",
"style_Silhouettes 0.720000 \n",
"style_Soft_Focus 0.390000 \n",
"style_Vanishing_Point 0.570000 \n",
"_mean 0.538571 "
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = vislab.results_viz.plot_df_bar(ap_df)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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DQUEBDhw4AH19fVRWVuKvv/5CdnY2XnnlFVhYWGDmzJm1LjbUZG9vj2vXrgEA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\nvU4AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x11a054650>"
]
}
],
"prompt_number": 8
}
],
"metadata": {}
}
]
}
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