{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"German Traffic Sign Recognition Benchmark (GTSRB)\n",
"=================================================\n",
"---\n",
"Introduction au Deep Learning (IDLE) - S. Arias, E. Maldonado, JL. Parouty - CNRS/SARI/DEVLOG - 2020 \n",
"\n",
"## Episode 5.2 : Full Convolutions Reports\n",
"\n",
"Ou main steps :\n",
" - Show reports\n",
"\n",
"## 1/ Import"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import os,glob,json\n",
"from pathlib import Path\n",
"from IPython.display import display, Markdown"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2/ A nice function"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def highlight_max(s):\n",
" is_max = (s == s.max())\n",
" return ['background-color: yellow' if v else '' for v in is_max]\n",
"\n",
"def show_report(file):\n",
" # ---- Read json file\n",
" with open(file) as infile:\n",
" dict_report = json.load( infile )\n",
" output = dict_report['output']\n",
" description = dict_report['description']\n",
" # ---- about\n",
" print(\"\\n\\n\\nReport : \",Path(file).stem)\n",
" print( \"Desc. : \",description,'\\n')\n",
" # ---- Create a pandas\n",
" report = pd.DataFrame (output)\n",
" col_accuracy = [ c for c in output.keys() if c.endswith('Accuracy')]\n",
" col_duration = [ c for c in output.keys() if c.endswith('Duration')]\n",
" # ---- Build formats\n",
" lambda_acc = lambda x : '{:.2f} %'.format(x) if (isinstance(x, float)) else '{:}'.format(x)\n",
" lambda_dur = lambda x : '{:.1f} s'.format(x) if (isinstance(x, float)) else '{:}'.format(x)\n",
" formats = {'Size':'{:.2f} Mo'}\n",
" for c in col_accuracy: \n",
" formats[c]=lambda_acc\n",
" for c in col_duration:\n",
" formats[c]=lambda_dur\n",
" t=report.style.highlight_max(subset=col_accuracy).format(formats).hide_index()\n",
" display(t)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3/ Reports display"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"\n",
"Report : report_009557\n",
"Desc. : train_size=1 test_size=1 batch_size=64 epochs=16 data_aug=False \n",
"\n"
]
},
{
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
" #T_041f3e10_411b_11ea_a8da_77f37aa3c79brow3_col2 {\n",
" background-color: yellow;\n",
" } #T_041f3e10_411b_11ea_a8da_77f37aa3c79brow3_col4 {\n",
" background-color: yellow;\n",
" } #T_041f3e10_411b_11ea_a8da_77f37aa3c79brow6_col6 {\n",
" background-color: yellow;\n",
" }</style><table id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79b\" ><thead> <tr> <th class=\"col_heading level0 col0\" >Dataset</th> <th class=\"col_heading level0 col1\" >Size</th> <th class=\"col_heading level0 col2\" >v1_Accuracy</th> <th class=\"col_heading level0 col3\" >v1_Duration</th> <th class=\"col_heading level0 col4\" >v2_Accuracy</th> <th class=\"col_heading level0 col5\" >v2_Duration</th> <th class=\"col_heading level0 col6\" >v3_Accuracy</th> <th class=\"col_heading level0 col7\" >v3_Duration</th> </tr></thead><tbody>\n",
" <tr>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow0_col0\" class=\"data row0 col0\" >set-24x24-L</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow0_col1\" class=\"data row0 col1\" >228.77 Mo</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow0_col2\" class=\"data row0 col2\" >95.54 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow0_col3\" class=\"data row0 col3\" >95.3 s</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow0_col4\" class=\"data row0 col4\" >96.81 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow0_col5\" class=\"data row0 col5\" >105.4 s</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow0_col6\" class=\"data row0 col6\" >95.68 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow0_col7\" class=\"data row0 col7\" >115.4 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow1_col0\" class=\"data row1 col0\" >set-24x24-RGB</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow1_col1\" class=\"data row1 col1\" >684.39 Mo</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow1_col2\" class=\"data row1 col2\" >96.09 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow1_col3\" class=\"data row1 col3\" >84.7 s</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow1_col4\" class=\"data row1 col4\" >96.57 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow1_col5\" class=\"data row1 col5\" >106.7 s</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow1_col6\" class=\"data row1 col6\" >95.44 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow1_col7\" class=\"data row1 col7\" >119.0 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow2_col0\" class=\"data row2 col0\" >set-48x48-L</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow2_col1\" class=\"data row2 col1\" >913.90 Mo</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow2_col2\" class=\"data row2 col2\" >95.99 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow2_col3\" class=\"data row2 col3\" >160.5 s</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow2_col4\" class=\"data row2 col4\" >97.84 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow2_col5\" class=\"data row2 col5\" >149.2 s</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow2_col6\" class=\"data row2 col6\" >97.59 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow2_col7\" class=\"data row2 col7\" >139.7 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow3_col0\" class=\"data row3 col0\" >set-48x48-RGB</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow3_col1\" class=\"data row3 col1\" >2736.36 Mo</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow3_col2\" class=\"data row3 col2\" >96.54 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow3_col3\" class=\"data row3 col3\" >161.6 s</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow3_col4\" class=\"data row3 col4\" >98.08 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow3_col5\" class=\"data row3 col5\" >156.6 s</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow3_col6\" class=\"data row3 col6\" >97.42 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow3_col7\" class=\"data row3 col7\" >144.2 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow4_col0\" class=\"data row4 col0\" >set-24x24-L-LHE</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow4_col1\" class=\"data row4 col1\" >228.77 Mo</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow4_col2\" class=\"data row4 col2\" >95.72 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow4_col3\" class=\"data row4 col3\" >79.0 s</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow4_col4\" class=\"data row4 col4\" >96.80 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow4_col5\" class=\"data row4 col5\" >105.7 s</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow4_col6\" class=\"data row4 col6\" >94.93 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow4_col7\" class=\"data row4 col7\" >115.0 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow5_col0\" class=\"data row5 col0\" >set-24x24-RGB-HE</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow5_col1\" class=\"data row5 col1\" >684.39 Mo</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow5_col2\" class=\"data row5 col2\" >95.15 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow5_col3\" class=\"data row5 col3\" >82.0 s</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow5_col4\" class=\"data row5 col4\" >97.10 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow5_col5\" class=\"data row5 col5\" >109.1 s</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow5_col6\" class=\"data row5 col6\" >94.05 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow5_col7\" class=\"data row5 col7\" >121.6 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow6_col0\" class=\"data row6 col0\" >set-48x48-L-LHE</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow6_col1\" class=\"data row6 col1\" >913.90 Mo</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow6_col2\" class=\"data row6 col2\" >95.64 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow6_col3\" class=\"data row6 col3\" >156.4 s</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow6_col4\" class=\"data row6 col4\" >97.68 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow6_col5\" class=\"data row6 col5\" >146.0 s</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow6_col6\" class=\"data row6 col6\" >97.93 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow6_col7\" class=\"data row6 col7\" >136.4 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow7_col0\" class=\"data row7 col0\" >set-48x48-RGB-HE</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow7_col1\" class=\"data row7 col1\" >2736.36 Mo</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow7_col2\" class=\"data row7 col2\" >95.31 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow7_col3\" class=\"data row7 col3\" >168.0 s</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow7_col4\" class=\"data row7 col4\" >97.84 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow7_col5\" class=\"data row7 col5\" >155.6 s</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow7_col6\" class=\"data row7 col6\" >97.06 %</td>\n",
" <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow7_col7\" class=\"data row7 col7\" >144.5 s</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x7f23a5086510>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"\n",
"Report : report_020341\n",
"Desc. : train_size=1 test_size=1 batch_size=64 epochs=16 data_aug=False \n",
"\n"
]
},
{
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
" #T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow2_col2 {\n",
" background-color: yellow;\n",
" } #T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow3_col4 {\n",
" background-color: yellow;\n",
" } #T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow3_col6 {\n",
" background-color: yellow;\n",
" }</style><table id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79b\" ><thead> <tr> <th class=\"col_heading level0 col0\" >Dataset</th> <th class=\"col_heading level0 col1\" >Size</th> <th class=\"col_heading level0 col2\" >v1_Accuracy</th> <th class=\"col_heading level0 col3\" >v1_Duration</th> <th class=\"col_heading level0 col4\" >v2_Accuracy</th> <th class=\"col_heading level0 col5\" >v2_Duration</th> <th class=\"col_heading level0 col6\" >v3_Accuracy</th> <th class=\"col_heading level0 col7\" >v3_Duration</th> </tr></thead><tbody>\n",
" <tr>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow0_col0\" class=\"data row0 col0\" >set-24x24-L</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow0_col1\" class=\"data row0 col1\" >228.77 Mo</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow0_col2\" class=\"data row0 col2\" >95.53 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow0_col3\" class=\"data row0 col3\" >99.6 s</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow0_col4\" class=\"data row0 col4\" >96.86 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow0_col5\" class=\"data row0 col5\" >105.9 s</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow0_col6\" class=\"data row0 col6\" >95.53 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow0_col7\" class=\"data row0 col7\" >115.2 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow1_col0\" class=\"data row1 col0\" >set-24x24-RGB</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow1_col1\" class=\"data row1 col1\" >684.39 Mo</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow1_col2\" class=\"data row1 col2\" >96.55 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow1_col3\" class=\"data row1 col3\" >85.7 s</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow1_col4\" class=\"data row1 col4\" >97.38 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow1_col5\" class=\"data row1 col5\" >109.0 s</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow1_col6\" class=\"data row1 col6\" >96.18 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow1_col7\" class=\"data row1 col7\" >116.0 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow2_col0\" class=\"data row2 col0\" >set-48x48-L</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow2_col1\" class=\"data row2 col1\" >913.90 Mo</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow2_col2\" class=\"data row2 col2\" >97.13 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow2_col3\" class=\"data row2 col3\" >154.3 s</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow2_col4\" class=\"data row2 col4\" >97.78 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow2_col5\" class=\"data row2 col5\" >147.9 s</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow2_col6\" class=\"data row2 col6\" >97.47 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow2_col7\" class=\"data row2 col7\" >136.1 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow3_col0\" class=\"data row3 col0\" >set-48x48-RGB</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow3_col1\" class=\"data row3 col1\" >2736.36 Mo</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow3_col2\" class=\"data row3 col2\" >96.44 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow3_col3\" class=\"data row3 col3\" >161.1 s</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow3_col4\" class=\"data row3 col4\" >98.20 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow3_col5\" class=\"data row3 col5\" >155.9 s</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow3_col6\" class=\"data row3 col6\" >97.70 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow3_col7\" class=\"data row3 col7\" >144.3 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow4_col0\" class=\"data row4 col0\" >set-24x24-L-LHE</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow4_col1\" class=\"data row4 col1\" >228.77 Mo</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow4_col2\" class=\"data row4 col2\" >95.84 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow4_col3\" class=\"data row4 col3\" >80.9 s</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow4_col4\" class=\"data row4 col4\" >96.71 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow4_col5\" class=\"data row4 col5\" >106.2 s</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow4_col6\" class=\"data row4 col6\" >95.21 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow4_col7\" class=\"data row4 col7\" >113.0 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow5_col0\" class=\"data row5 col0\" >set-24x24-RGB-HE</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow5_col1\" class=\"data row5 col1\" >684.39 Mo</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow5_col2\" class=\"data row5 col2\" >95.34 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow5_col3\" class=\"data row5 col3\" >85.2 s</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow5_col4\" class=\"data row5 col4\" >96.90 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow5_col5\" class=\"data row5 col5\" >105.6 s</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow5_col6\" class=\"data row5 col6\" >94.32 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow5_col7\" class=\"data row5 col7\" >115.9 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow6_col0\" class=\"data row6 col0\" >set-48x48-L-LHE</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow6_col1\" class=\"data row6 col1\" >913.90 Mo</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow6_col2\" class=\"data row6 col2\" >96.90 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow6_col3\" class=\"data row6 col3\" >152.2 s</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow6_col4\" class=\"data row6 col4\" >97.85 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow6_col5\" class=\"data row6 col5\" >147.3 s</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow6_col6\" class=\"data row6 col6\" >97.61 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow6_col7\" class=\"data row6 col7\" >137.5 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow7_col0\" class=\"data row7 col0\" >set-48x48-RGB-HE</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow7_col1\" class=\"data row7 col1\" >2736.36 Mo</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow7_col2\" class=\"data row7 col2\" >95.40 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow7_col3\" class=\"data row7 col3\" >160.8 s</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow7_col4\" class=\"data row7 col4\" >97.76 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow7_col5\" class=\"data row7 col5\" >155.1 s</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow7_col6\" class=\"data row7 col6\" >96.74 %</td>\n",
" <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow7_col7\" class=\"data row7 col7\" >143.6 s</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x7f23a3a8cfd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"\n",
"Report : report_041040\n",
"Desc. : train_size=1 test_size=1 batch_size=64 epochs=20 data_aug=True \n",
"\n"
]
},
{
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
" #T_042379e4_411b_11ea_a8da_77f37aa3c79brow0_col2 {\n",
" background-color: yellow;\n",
" }</style><table id=\"T_042379e4_411b_11ea_a8da_77f37aa3c79b\" ><thead> <tr> <th class=\"col_heading level0 col0\" >Dataset</th> <th class=\"col_heading level0 col1\" >Size</th> <th class=\"col_heading level0 col2\" >v2_Accuracy</th> <th class=\"col_heading level0 col3\" >v2_Duration</th> </tr></thead><tbody>\n",
" <tr>\n",
" <td id=\"T_042379e4_411b_11ea_a8da_77f37aa3c79brow0_col0\" class=\"data row0 col0\" >set-48x48-RGB</td>\n",
" <td id=\"T_042379e4_411b_11ea_a8da_77f37aa3c79brow0_col1\" class=\"data row0 col1\" >2736.36 Mo</td>\n",
" <td id=\"T_042379e4_411b_11ea_a8da_77f37aa3c79brow0_col2\" class=\"data row0 col2\" >98.76 %</td>\n",
" <td id=\"T_042379e4_411b_11ea_a8da_77f37aa3c79brow0_col3\" class=\"data row0 col3\" >662.1 s</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x7f23d0aa4a10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"\n",
"Report : report_088809\n",
"Desc. : train_size=1 test_size=1 batch_size=64 epochs=20 data_aug=True \n",
"\n"
]
},
{
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
" #T_0424b5e8_411b_11ea_a8da_77f37aa3c79brow0_col2 {\n",
" background-color: yellow;\n",
" }</style><table id=\"T_0424b5e8_411b_11ea_a8da_77f37aa3c79b\" ><thead> <tr> <th class=\"col_heading level0 col0\" >Dataset</th> <th class=\"col_heading level0 col1\" >Size</th> <th class=\"col_heading level0 col2\" >v2_Accuracy</th> <th class=\"col_heading level0 col3\" >v2_Duration</th> </tr></thead><tbody>\n",
" <tr>\n",
" <td id=\"T_0424b5e8_411b_11ea_a8da_77f37aa3c79brow0_col0\" class=\"data row0 col0\" >set-48x48-RGB</td>\n",
" <td id=\"T_0424b5e8_411b_11ea_a8da_77f37aa3c79brow0_col1\" class=\"data row0 col1\" >2736.36 Mo</td>\n",
" <td id=\"T_0424b5e8_411b_11ea_a8da_77f37aa3c79brow0_col2\" class=\"data row0 col2\" >98.85 %</td>\n",
" <td id=\"T_0424b5e8_411b_11ea_a8da_77f37aa3c79brow0_col3\" class=\"data row0 col3\" >657.2 s</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x7f23a3a32550>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"\n",
"Report : report_093384\n",
"Desc. : train_size=1 test_size=1 batch_size=64 epochs=16 data_aug=False \n",
"\n"
]
},
{
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
" #T_0426fe66_411b_11ea_a8da_77f37aa3c79brow3_col4 {\n",
" background-color: yellow;\n",
" } #T_0426fe66_411b_11ea_a8da_77f37aa3c79brow6_col2 {\n",
" background-color: yellow;\n",
" } #T_0426fe66_411b_11ea_a8da_77f37aa3c79brow6_col6 {\n",
" background-color: yellow;\n",
" }</style><table id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79b\" ><thead> <tr> <th class=\"col_heading level0 col0\" >Dataset</th> <th class=\"col_heading level0 col1\" >Size</th> <th class=\"col_heading level0 col2\" >v1_Accuracy</th> <th class=\"col_heading level0 col3\" >v1_Duration</th> <th class=\"col_heading level0 col4\" >v2_Accuracy</th> <th class=\"col_heading level0 col5\" >v2_Duration</th> <th class=\"col_heading level0 col6\" >v3_Accuracy</th> <th class=\"col_heading level0 col7\" >v3_Duration</th> </tr></thead><tbody>\n",
" <tr>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow0_col0\" class=\"data row0 col0\" >set-24x24-L</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow0_col1\" class=\"data row0 col1\" >228.77 Mo</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow0_col2\" class=\"data row0 col2\" >95.90 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow0_col3\" class=\"data row0 col3\" >87.6 s</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow0_col4\" class=\"data row0 col4\" >97.09 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow0_col5\" class=\"data row0 col5\" >105.0 s</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow0_col6\" class=\"data row0 col6\" >95.72 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow0_col7\" class=\"data row0 col7\" >116.7 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow1_col0\" class=\"data row1 col0\" >set-24x24-RGB</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow1_col1\" class=\"data row1 col1\" >684.39 Mo</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow1_col2\" class=\"data row1 col2\" >96.02 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow1_col3\" class=\"data row1 col3\" >88.6 s</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow1_col4\" class=\"data row1 col4\" >97.40 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow1_col5\" class=\"data row1 col5\" >103.7 s</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow1_col6\" class=\"data row1 col6\" >95.26 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow1_col7\" class=\"data row1 col7\" >116.9 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow2_col0\" class=\"data row2 col0\" >set-48x48-L</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow2_col1\" class=\"data row2 col1\" >913.90 Mo</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow2_col2\" class=\"data row2 col2\" >95.42 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow2_col3\" class=\"data row2 col3\" >155.1 s</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow2_col4\" class=\"data row2 col4\" >98.04 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow2_col5\" class=\"data row2 col5\" >147.8 s</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow2_col6\" class=\"data row2 col6\" >97.42 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow2_col7\" class=\"data row2 col7\" >139.8 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow3_col0\" class=\"data row3 col0\" >set-48x48-RGB</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow3_col1\" class=\"data row3 col1\" >2736.36 Mo</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow3_col2\" class=\"data row3 col2\" >96.53 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow3_col3\" class=\"data row3 col3\" >162.2 s</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow3_col4\" class=\"data row3 col4\" >98.04 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow3_col5\" class=\"data row3 col5\" >155.5 s</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow3_col6\" class=\"data row3 col6\" >97.74 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow3_col7\" class=\"data row3 col7\" >146.7 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow4_col0\" class=\"data row4 col0\" >set-24x24-L-LHE</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow4_col1\" class=\"data row4 col1\" >228.77 Mo</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow4_col2\" class=\"data row4 col2\" >95.82 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow4_col3\" class=\"data row4 col3\" >86.6 s</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow4_col4\" class=\"data row4 col4\" >96.58 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow4_col5\" class=\"data row4 col5\" >105.7 s</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow4_col6\" class=\"data row4 col6\" >94.86 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow4_col7\" class=\"data row4 col7\" >117.0 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow5_col0\" class=\"data row5 col0\" >set-24x24-RGB-HE</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow5_col1\" class=\"data row5 col1\" >684.39 Mo</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow5_col2\" class=\"data row5 col2\" >95.38 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow5_col3\" class=\"data row5 col3\" >82.6 s</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow5_col4\" class=\"data row5 col4\" >96.51 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow5_col5\" class=\"data row5 col5\" >107.2 s</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow5_col6\" class=\"data row5 col6\" >93.97 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow5_col7\" class=\"data row5 col7\" >109.3 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow6_col0\" class=\"data row6 col0\" >set-48x48-L-LHE</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow6_col1\" class=\"data row6 col1\" >913.90 Mo</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow6_col2\" class=\"data row6 col2\" >96.93 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow6_col3\" class=\"data row6 col3\" >155.6 s</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow6_col4\" class=\"data row6 col4\" >97.85 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow6_col5\" class=\"data row6 col5\" >148.0 s</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow6_col6\" class=\"data row6 col6\" >97.90 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow6_col7\" class=\"data row6 col7\" >137.5 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow7_col0\" class=\"data row7 col0\" >set-48x48-RGB-HE</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow7_col1\" class=\"data row7 col1\" >2736.36 Mo</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow7_col2\" class=\"data row7 col2\" >95.68 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow7_col3\" class=\"data row7 col3\" >161.0 s</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow7_col4\" class=\"data row7 col4\" >98.00 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow7_col5\" class=\"data row7 col5\" >156.1 s</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow7_col6\" class=\"data row7 col6\" >96.75 %</td>\n",
" <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow7_col7\" class=\"data row7 col7\" >146.4 s</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x7f23a3a32d90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"\n",
"Report : report_094801\n",
"Desc. : train_size=1 test_size=1 batch_size=64 epochs=20 data_aug=True \n",
"\n"
]
},
{
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
" #T_04292d6c_411b_11ea_a8da_77f37aa3c79brow0_col2 {\n",
" background-color: yellow;\n",
" }</style><table id=\"T_04292d6c_411b_11ea_a8da_77f37aa3c79b\" ><thead> <tr> <th class=\"col_heading level0 col0\" >Dataset</th> <th class=\"col_heading level0 col1\" >Size</th> <th class=\"col_heading level0 col2\" >v2_Accuracy</th> <th class=\"col_heading level0 col3\" >v2_Duration</th> </tr></thead><tbody>\n",
" <tr>\n",
" <td id=\"T_04292d6c_411b_11ea_a8da_77f37aa3c79brow0_col0\" class=\"data row0 col0\" >set-48x48-RGB</td>\n",
" <td id=\"T_04292d6c_411b_11ea_a8da_77f37aa3c79brow0_col1\" class=\"data row0 col1\" >2736.36 Mo</td>\n",
" <td id=\"T_04292d6c_411b_11ea_a8da_77f37aa3c79brow0_col2\" class=\"data row0 col2\" >98.90 %</td>\n",
" <td id=\"T_04292d6c_411b_11ea_a8da_77f37aa3c79brow0_col3\" class=\"data row0 col3\" >652.0 s</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x7f23a3a32dd0>"
]
},
"metadata": {},
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},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"\n",
"Report : report_2020_01_20_17h22m23s\n",
"Desc. : train_size=1 test_size=1 batch_size=64 epochs=16 data_aug=False \n",
"\n"
]
},
{
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
" #T_042c0d66_411b_11ea_a8da_77f37aa3c79brow3_col4 {\n",
" background-color: yellow;\n",
" } #T_042c0d66_411b_11ea_a8da_77f37aa3c79brow3_col6 {\n",
" background-color: yellow;\n",
" } #T_042c0d66_411b_11ea_a8da_77f37aa3c79brow6_col2 {\n",
" background-color: yellow;\n",
" }</style><table id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79b\" ><thead> <tr> <th class=\"col_heading level0 col0\" >Dataset</th> <th class=\"col_heading level0 col1\" >Size</th> <th class=\"col_heading level0 col2\" >v1_Accuracy</th> <th class=\"col_heading level0 col3\" >v1_Duration</th> <th class=\"col_heading level0 col4\" >v2_Accuracy</th> <th class=\"col_heading level0 col5\" >v2_Duration</th> <th class=\"col_heading level0 col6\" >v3_Accuracy</th> <th class=\"col_heading level0 col7\" >v3_Duration</th> </tr></thead><tbody>\n",
" <tr>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow0_col0\" class=\"data row0 col0\" >set-24x24-L</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow0_col1\" class=\"data row0 col1\" >228.77 Mo</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow0_col2\" class=\"data row0 col2\" >95.39 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow0_col3\" class=\"data row0 col3\" >58.2 s</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow0_col4\" class=\"data row0 col4\" >97.32 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow0_col5\" class=\"data row0 col5\" >52.6 s</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow0_col6\" class=\"data row0 col6\" >95.16 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow0_col7\" class=\"data row0 col7\" >50.3 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow1_col0\" class=\"data row1 col0\" >set-24x24-RGB</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow1_col1\" class=\"data row1 col1\" >684.39 Mo</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow1_col2\" class=\"data row1 col2\" >96.11 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow1_col3\" class=\"data row1 col3\" >47.2 s</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow1_col4\" class=\"data row1 col4\" >97.77 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow1_col5\" class=\"data row1 col5\" >55.2 s</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow1_col6\" class=\"data row1 col6\" >96.52 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow1_col7\" class=\"data row1 col7\" >52.3 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow2_col0\" class=\"data row2 col0\" >set-48x48-L</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow2_col1\" class=\"data row2 col1\" >913.90 Mo</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow2_col2\" class=\"data row2 col2\" >95.98 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow2_col3\" class=\"data row2 col3\" >135.2 s</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow2_col4\" class=\"data row2 col4\" >97.88 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow2_col5\" class=\"data row2 col5\" >118.3 s</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow2_col6\" class=\"data row2 col6\" >97.38 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow2_col7\" class=\"data row2 col7\" >92.0 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow3_col0\" class=\"data row3 col0\" >set-48x48-RGB</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow3_col1\" class=\"data row3 col1\" >2736.36 Mo</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow3_col2\" class=\"data row3 col2\" >96.29 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow3_col3\" class=\"data row3 col3\" >138.7 s</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow3_col4\" class=\"data row3 col4\" >97.95 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow3_col5\" class=\"data row3 col5\" >124.7 s</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow3_col6\" class=\"data row3 col6\" >97.53 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow3_col7\" class=\"data row3 col7\" >98.5 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow4_col0\" class=\"data row4 col0\" >set-24x24-L-LHE</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow4_col1\" class=\"data row4 col1\" >228.77 Mo</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow4_col2\" class=\"data row4 col2\" >95.79 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow4_col3\" class=\"data row4 col3\" >44.3 s</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow4_col4\" class=\"data row4 col4\" >96.41 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow4_col5\" class=\"data row4 col5\" >53.1 s</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow4_col6\" class=\"data row4 col6\" >95.72 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow4_col7\" class=\"data row4 col7\" >50.9 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow5_col0\" class=\"data row5 col0\" >set-24x24-RGB-HE</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow5_col1\" class=\"data row5 col1\" >684.39 Mo</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow5_col2\" class=\"data row5 col2\" >95.35 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow5_col3\" class=\"data row5 col3\" >46.0 s</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow5_col4\" class=\"data row5 col4\" >96.80 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow5_col5\" class=\"data row5 col5\" >54.5 s</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow5_col6\" class=\"data row5 col6\" >94.29 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow5_col7\" class=\"data row5 col7\" >52.5 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow6_col0\" class=\"data row6 col0\" >set-48x48-L-LHE</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow6_col1\" class=\"data row6 col1\" >913.90 Mo</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow6_col2\" class=\"data row6 col2\" >96.72 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow6_col3\" class=\"data row6 col3\" >131.8 s</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow6_col4\" class=\"data row6 col4\" >97.80 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow6_col5\" class=\"data row6 col5\" >117.9 s</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow6_col6\" class=\"data row6 col6\" >97.16 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow6_col7\" class=\"data row6 col7\" >92.8 s</td>\n",
" </tr>\n",
" <tr>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow7_col0\" class=\"data row7 col0\" >set-48x48-RGB-HE</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow7_col1\" class=\"data row7 col1\" >2736.36 Mo</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow7_col2\" class=\"data row7 col2\" >94.58 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow7_col3\" class=\"data row7 col3\" >140.0 s</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow7_col4\" class=\"data row7 col4\" >97.77 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow7_col5\" class=\"data row7 col5\" >124.6 s</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow7_col6\" class=\"data row7 col6\" >97.11 %</td>\n",
" <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow7_col7\" class=\"data row7 col7\" >100.1 s</td>\n",
" </tr>\n",
" </tbody></table>"
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