From d2328bc857f5e3dcd0ecb7c58018f066eafc8a2e Mon Sep 17 00:00:00 2001
From: "Jean-Luc Parouty Jean-Luc.Parouty@simap.grenoble-inp.fr"
 <paroutyj@f-dahu.u-ga.fr>
Date: Tue, 21 Jan 2020 17:26:21 +0100
Subject: [PATCH] Update reports notebook

---
 GTSRB/05.2-Full-convolutions-reports.ipynb | 610 ++++++++++++++++++---
 1 file changed, 524 insertions(+), 86 deletions(-)

diff --git a/GTSRB/05.2-Full-convolutions-reports.ipynb b/GTSRB/05.2-Full-convolutions-reports.ipynb
index ed87da1..52062df 100644
--- a/GTSRB/05.2-Full-convolutions-reports.ipynb
+++ b/GTSRB/05.2-Full-convolutions-reports.ipynb
@@ -19,7 +19,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -38,7 +38,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -80,7 +80,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -99,97 +99,535 @@
      "data": {
       "text/html": [
        "<style  type=\"text/css\" >\n",
-       "    #T_24e98e70_3ba8_11ea_9561_9b700250c302row3_col4 {\n",
+       "    #T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow3_col4 {\n",
        "            background-color:  yellow;\n",
-       "        }    #T_24e98e70_3ba8_11ea_9561_9b700250c302row3_col6 {\n",
+       "        }    #T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow3_col6 {\n",
        "            background-color:  yellow;\n",
-       "        }    #T_24e98e70_3ba8_11ea_9561_9b700250c302row6_col2 {\n",
+       "        }    #T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow6_col2 {\n",
+       "            background-color:  yellow;\n",
+       "        }</style><table id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9e\" ><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_fdf852f6_3c24_11ea_a423_bda8ba485a9erow0_col0\" class=\"data row0 col0\" >set-24x24-L</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow0_col1\" class=\"data row0 col1\" >228.77 Mo</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow0_col2\" class=\"data row0 col2\" >95.39 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow0_col3\" class=\"data row0 col3\" >58.2 s</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow0_col4\" class=\"data row0 col4\" >97.32 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow0_col5\" class=\"data row0 col5\" >52.6 s</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow0_col6\" class=\"data row0 col6\" >95.16 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow0_col7\" class=\"data row0 col7\" >50.3 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow1_col0\" class=\"data row1 col0\" >set-24x24-RGB</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow1_col1\" class=\"data row1 col1\" >684.39 Mo</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow1_col2\" class=\"data row1 col2\" >96.11 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow1_col3\" class=\"data row1 col3\" >47.2 s</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow1_col4\" class=\"data row1 col4\" >97.77 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow1_col5\" class=\"data row1 col5\" >55.2 s</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow1_col6\" class=\"data row1 col6\" >96.52 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow1_col7\" class=\"data row1 col7\" >52.3 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow2_col0\" class=\"data row2 col0\" >set-48x48-L</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow2_col1\" class=\"data row2 col1\" >913.90 Mo</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow2_col2\" class=\"data row2 col2\" >95.98 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow2_col3\" class=\"data row2 col3\" >135.2 s</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow2_col4\" class=\"data row2 col4\" >97.88 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow2_col5\" class=\"data row2 col5\" >118.3 s</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow2_col6\" class=\"data row2 col6\" >97.38 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow2_col7\" class=\"data row2 col7\" >92.0 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow3_col0\" class=\"data row3 col0\" >set-48x48-RGB</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow3_col1\" class=\"data row3 col1\" >2736.36 Mo</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow3_col2\" class=\"data row3 col2\" >96.29 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow3_col3\" class=\"data row3 col3\" >138.7 s</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow3_col4\" class=\"data row3 col4\" >97.95 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow3_col5\" class=\"data row3 col5\" >124.7 s</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow3_col6\" class=\"data row3 col6\" >97.53 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow3_col7\" class=\"data row3 col7\" >98.5 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow4_col0\" class=\"data row4 col0\" >set-24x24-L-LHE</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow4_col1\" class=\"data row4 col1\" >228.77 Mo</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow4_col2\" class=\"data row4 col2\" >95.79 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow4_col3\" class=\"data row4 col3\" >44.3 s</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow4_col4\" class=\"data row4 col4\" >96.41 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow4_col5\" class=\"data row4 col5\" >53.1 s</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow4_col6\" class=\"data row4 col6\" >95.72 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow4_col7\" class=\"data row4 col7\" >50.9 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow5_col0\" class=\"data row5 col0\" >set-24x24-RGB-HE</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow5_col1\" class=\"data row5 col1\" >684.39 Mo</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow5_col2\" class=\"data row5 col2\" >95.35 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow5_col3\" class=\"data row5 col3\" >46.0 s</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow5_col4\" class=\"data row5 col4\" >96.80 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow5_col5\" class=\"data row5 col5\" >54.5 s</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow5_col6\" class=\"data row5 col6\" >94.29 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow5_col7\" class=\"data row5 col7\" >52.5 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow6_col0\" class=\"data row6 col0\" >set-48x48-L-LHE</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow6_col1\" class=\"data row6 col1\" >913.90 Mo</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow6_col2\" class=\"data row6 col2\" >96.72 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow6_col3\" class=\"data row6 col3\" >131.8 s</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow6_col4\" class=\"data row6 col4\" >97.80 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow6_col5\" class=\"data row6 col5\" >117.9 s</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow6_col6\" class=\"data row6 col6\" >97.16 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow6_col7\" class=\"data row6 col7\" >92.8 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow7_col0\" class=\"data row7 col0\" >set-48x48-RGB-HE</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow7_col1\" class=\"data row7 col1\" >2736.36 Mo</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow7_col2\" class=\"data row7 col2\" >94.58 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow7_col3\" class=\"data row7 col3\" >140.0 s</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow7_col4\" class=\"data row7 col4\" >97.77 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow7_col5\" class=\"data row7 col5\" >124.6 s</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow7_col6\" class=\"data row7 col6\" >97.11 %</td>\n",
+       "                        <td id=\"T_fdf852f6_3c24_11ea_a423_bda8ba485a9erow7_col7\" class=\"data row7 col7\" >100.1 s</td>\n",
+       "            </tr>\n",
+       "    </tbody></table>"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x7fd191e7f9d0>"
+      ]
+     },
+     "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_fdff89fe_3c24_11ea_a423_bda8ba485a9erow2_col2 {\n",
+       "            background-color:  yellow;\n",
+       "        }    #T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow3_col4 {\n",
+       "            background-color:  yellow;\n",
+       "        }    #T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow3_col6 {\n",
+       "            background-color:  yellow;\n",
+       "        }</style><table id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9e\" ><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_fdff89fe_3c24_11ea_a423_bda8ba485a9erow0_col0\" class=\"data row0 col0\" >set-24x24-L</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow0_col1\" class=\"data row0 col1\" >228.77 Mo</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow0_col2\" class=\"data row0 col2\" >95.53 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow0_col3\" class=\"data row0 col3\" >99.6 s</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow0_col4\" class=\"data row0 col4\" >96.86 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow0_col5\" class=\"data row0 col5\" >105.9 s</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow0_col6\" class=\"data row0 col6\" >95.53 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow0_col7\" class=\"data row0 col7\" >115.2 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow1_col0\" class=\"data row1 col0\" >set-24x24-RGB</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow1_col1\" class=\"data row1 col1\" >684.39 Mo</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow1_col2\" class=\"data row1 col2\" >96.55 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow1_col3\" class=\"data row1 col3\" >85.7 s</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow1_col4\" class=\"data row1 col4\" >97.38 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow1_col5\" class=\"data row1 col5\" >109.0 s</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow1_col6\" class=\"data row1 col6\" >96.18 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow1_col7\" class=\"data row1 col7\" >116.0 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow2_col0\" class=\"data row2 col0\" >set-48x48-L</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow2_col1\" class=\"data row2 col1\" >913.90 Mo</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow2_col2\" class=\"data row2 col2\" >97.13 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow2_col3\" class=\"data row2 col3\" >154.3 s</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow2_col4\" class=\"data row2 col4\" >97.78 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow2_col5\" class=\"data row2 col5\" >147.9 s</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow2_col6\" class=\"data row2 col6\" >97.47 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow2_col7\" class=\"data row2 col7\" >136.1 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow3_col0\" class=\"data row3 col0\" >set-48x48-RGB</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow3_col1\" class=\"data row3 col1\" >2736.36 Mo</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow3_col2\" class=\"data row3 col2\" >96.44 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow3_col3\" class=\"data row3 col3\" >161.1 s</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow3_col4\" class=\"data row3 col4\" >98.20 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow3_col5\" class=\"data row3 col5\" >155.9 s</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow3_col6\" class=\"data row3 col6\" >97.70 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow3_col7\" class=\"data row3 col7\" >144.3 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow4_col0\" class=\"data row4 col0\" >set-24x24-L-LHE</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow4_col1\" class=\"data row4 col1\" >228.77 Mo</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow4_col2\" class=\"data row4 col2\" >95.84 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow4_col3\" class=\"data row4 col3\" >80.9 s</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow4_col4\" class=\"data row4 col4\" >96.71 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow4_col5\" class=\"data row4 col5\" >106.2 s</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow4_col6\" class=\"data row4 col6\" >95.21 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow4_col7\" class=\"data row4 col7\" >113.0 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow5_col0\" class=\"data row5 col0\" >set-24x24-RGB-HE</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow5_col1\" class=\"data row5 col1\" >684.39 Mo</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow5_col2\" class=\"data row5 col2\" >95.34 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow5_col3\" class=\"data row5 col3\" >85.2 s</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow5_col4\" class=\"data row5 col4\" >96.90 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow5_col5\" class=\"data row5 col5\" >105.6 s</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow5_col6\" class=\"data row5 col6\" >94.32 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow5_col7\" class=\"data row5 col7\" >115.9 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow6_col0\" class=\"data row6 col0\" >set-48x48-L-LHE</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow6_col1\" class=\"data row6 col1\" >913.90 Mo</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow6_col2\" class=\"data row6 col2\" >96.90 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow6_col3\" class=\"data row6 col3\" >152.2 s</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow6_col4\" class=\"data row6 col4\" >97.85 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow6_col5\" class=\"data row6 col5\" >147.3 s</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow6_col6\" class=\"data row6 col6\" >97.61 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow6_col7\" class=\"data row6 col7\" >137.5 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow7_col0\" class=\"data row7 col0\" >set-48x48-RGB-HE</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow7_col1\" class=\"data row7 col1\" >2736.36 Mo</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow7_col2\" class=\"data row7 col2\" >95.40 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow7_col3\" class=\"data row7 col3\" >160.8 s</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow7_col4\" class=\"data row7 col4\" >97.76 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow7_col5\" class=\"data row7 col5\" >155.1 s</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow7_col6\" class=\"data row7 col6\" >96.74 %</td>\n",
+       "                        <td id=\"T_fdff89fe_3c24_11ea_a423_bda8ba485a9erow7_col7\" class=\"data row7 col7\" >143.6 s</td>\n",
+       "            </tr>\n",
+       "    </tbody></table>"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x7fd1913b6b10>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "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_fe033f90_3c24_11ea_a423_bda8ba485a9erow3_col2 {\n",
+       "            background-color:  yellow;\n",
+       "        }    #T_fe033f90_3c24_11ea_a423_bda8ba485a9erow3_col4 {\n",
+       "            background-color:  yellow;\n",
+       "        }    #T_fe033f90_3c24_11ea_a423_bda8ba485a9erow6_col6 {\n",
+       "            background-color:  yellow;\n",
+       "        }</style><table id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9e\" ><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_fe033f90_3c24_11ea_a423_bda8ba485a9erow0_col0\" class=\"data row0 col0\" >set-24x24-L</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow0_col1\" class=\"data row0 col1\" >228.77 Mo</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow0_col2\" class=\"data row0 col2\" >95.54 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow0_col3\" class=\"data row0 col3\" >95.3 s</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow0_col4\" class=\"data row0 col4\" >96.81 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow0_col5\" class=\"data row0 col5\" >105.4 s</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow0_col6\" class=\"data row0 col6\" >95.68 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow0_col7\" class=\"data row0 col7\" >115.4 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow1_col0\" class=\"data row1 col0\" >set-24x24-RGB</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow1_col1\" class=\"data row1 col1\" >684.39 Mo</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow1_col2\" class=\"data row1 col2\" >96.09 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow1_col3\" class=\"data row1 col3\" >84.7 s</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow1_col4\" class=\"data row1 col4\" >96.57 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow1_col5\" class=\"data row1 col5\" >106.7 s</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow1_col6\" class=\"data row1 col6\" >95.44 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow1_col7\" class=\"data row1 col7\" >119.0 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow2_col0\" class=\"data row2 col0\" >set-48x48-L</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow2_col1\" class=\"data row2 col1\" >913.90 Mo</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow2_col2\" class=\"data row2 col2\" >95.99 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow2_col3\" class=\"data row2 col3\" >160.5 s</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow2_col4\" class=\"data row2 col4\" >97.84 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow2_col5\" class=\"data row2 col5\" >149.2 s</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow2_col6\" class=\"data row2 col6\" >97.59 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow2_col7\" class=\"data row2 col7\" >139.7 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow3_col0\" class=\"data row3 col0\" >set-48x48-RGB</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow3_col1\" class=\"data row3 col1\" >2736.36 Mo</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow3_col2\" class=\"data row3 col2\" >96.54 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow3_col3\" class=\"data row3 col3\" >161.6 s</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow3_col4\" class=\"data row3 col4\" >98.08 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow3_col5\" class=\"data row3 col5\" >156.6 s</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow3_col6\" class=\"data row3 col6\" >97.42 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow3_col7\" class=\"data row3 col7\" >144.2 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow4_col0\" class=\"data row4 col0\" >set-24x24-L-LHE</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow4_col1\" class=\"data row4 col1\" >228.77 Mo</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow4_col2\" class=\"data row4 col2\" >95.72 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow4_col3\" class=\"data row4 col3\" >79.0 s</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow4_col4\" class=\"data row4 col4\" >96.80 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow4_col5\" class=\"data row4 col5\" >105.7 s</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow4_col6\" class=\"data row4 col6\" >94.93 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow4_col7\" class=\"data row4 col7\" >115.0 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow5_col0\" class=\"data row5 col0\" >set-24x24-RGB-HE</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow5_col1\" class=\"data row5 col1\" >684.39 Mo</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow5_col2\" class=\"data row5 col2\" >95.15 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow5_col3\" class=\"data row5 col3\" >82.0 s</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow5_col4\" class=\"data row5 col4\" >97.10 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow5_col5\" class=\"data row5 col5\" >109.1 s</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow5_col6\" class=\"data row5 col6\" >94.05 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow5_col7\" class=\"data row5 col7\" >121.6 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow6_col0\" class=\"data row6 col0\" >set-48x48-L-LHE</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow6_col1\" class=\"data row6 col1\" >913.90 Mo</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow6_col2\" class=\"data row6 col2\" >95.64 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow6_col3\" class=\"data row6 col3\" >156.4 s</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow6_col4\" class=\"data row6 col4\" >97.68 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow6_col5\" class=\"data row6 col5\" >146.0 s</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow6_col6\" class=\"data row6 col6\" >97.93 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow6_col7\" class=\"data row6 col7\" >136.4 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow7_col0\" class=\"data row7 col0\" >set-48x48-RGB-HE</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow7_col1\" class=\"data row7 col1\" >2736.36 Mo</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow7_col2\" class=\"data row7 col2\" >95.31 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow7_col3\" class=\"data row7 col3\" >168.0 s</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow7_col4\" class=\"data row7 col4\" >97.84 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow7_col5\" class=\"data row7 col5\" >155.6 s</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow7_col6\" class=\"data row7 col6\" >97.06 %</td>\n",
+       "                        <td id=\"T_fe033f90_3c24_11ea_a423_bda8ba485a9erow7_col7\" class=\"data row7 col7\" >144.5 s</td>\n",
+       "            </tr>\n",
+       "    </tbody></table>"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x7fd19090d610>"
+      ]
+     },
+     "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_fe09ca54_3c24_11ea_a423_bda8ba485a9erow3_col4 {\n",
+       "            background-color:  yellow;\n",
+       "        }    #T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow6_col2 {\n",
+       "            background-color:  yellow;\n",
+       "        }    #T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow6_col6 {\n",
+       "            background-color:  yellow;\n",
+       "        }</style><table id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9e\" ><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_fe09ca54_3c24_11ea_a423_bda8ba485a9erow0_col0\" class=\"data row0 col0\" >set-24x24-L</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow0_col1\" class=\"data row0 col1\" >228.77 Mo</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow0_col2\" class=\"data row0 col2\" >95.90 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow0_col3\" class=\"data row0 col3\" >87.6 s</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow0_col4\" class=\"data row0 col4\" >97.09 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow0_col5\" class=\"data row0 col5\" >105.0 s</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow0_col6\" class=\"data row0 col6\" >95.72 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow0_col7\" class=\"data row0 col7\" >116.7 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow1_col0\" class=\"data row1 col0\" >set-24x24-RGB</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow1_col1\" class=\"data row1 col1\" >684.39 Mo</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow1_col2\" class=\"data row1 col2\" >96.02 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow1_col3\" class=\"data row1 col3\" >88.6 s</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow1_col4\" class=\"data row1 col4\" >97.40 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow1_col5\" class=\"data row1 col5\" >103.7 s</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow1_col6\" class=\"data row1 col6\" >95.26 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow1_col7\" class=\"data row1 col7\" >116.9 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow2_col0\" class=\"data row2 col0\" >set-48x48-L</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow2_col1\" class=\"data row2 col1\" >913.90 Mo</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow2_col2\" class=\"data row2 col2\" >95.42 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow2_col3\" class=\"data row2 col3\" >155.1 s</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow2_col4\" class=\"data row2 col4\" >98.04 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow2_col5\" class=\"data row2 col5\" >147.8 s</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow2_col6\" class=\"data row2 col6\" >97.42 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow2_col7\" class=\"data row2 col7\" >139.8 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow3_col0\" class=\"data row3 col0\" >set-48x48-RGB</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow3_col1\" class=\"data row3 col1\" >2736.36 Mo</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow3_col2\" class=\"data row3 col2\" >96.53 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow3_col3\" class=\"data row3 col3\" >162.2 s</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow3_col4\" class=\"data row3 col4\" >98.04 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow3_col5\" class=\"data row3 col5\" >155.5 s</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow3_col6\" class=\"data row3 col6\" >97.74 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow3_col7\" class=\"data row3 col7\" >146.7 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow4_col0\" class=\"data row4 col0\" >set-24x24-L-LHE</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow4_col1\" class=\"data row4 col1\" >228.77 Mo</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow4_col2\" class=\"data row4 col2\" >95.82 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow4_col3\" class=\"data row4 col3\" >86.6 s</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow4_col4\" class=\"data row4 col4\" >96.58 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow4_col5\" class=\"data row4 col5\" >105.7 s</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow4_col6\" class=\"data row4 col6\" >94.86 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow4_col7\" class=\"data row4 col7\" >117.0 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow5_col0\" class=\"data row5 col0\" >set-24x24-RGB-HE</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow5_col1\" class=\"data row5 col1\" >684.39 Mo</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow5_col2\" class=\"data row5 col2\" >95.38 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow5_col3\" class=\"data row5 col3\" >82.6 s</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow5_col4\" class=\"data row5 col4\" >96.51 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow5_col5\" class=\"data row5 col5\" >107.2 s</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow5_col6\" class=\"data row5 col6\" >93.97 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow5_col7\" class=\"data row5 col7\" >109.3 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow6_col0\" class=\"data row6 col0\" >set-48x48-L-LHE</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow6_col1\" class=\"data row6 col1\" >913.90 Mo</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow6_col2\" class=\"data row6 col2\" >96.93 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow6_col3\" class=\"data row6 col3\" >155.6 s</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow6_col4\" class=\"data row6 col4\" >97.85 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow6_col5\" class=\"data row6 col5\" >148.0 s</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow6_col6\" class=\"data row6 col6\" >97.90 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow6_col7\" class=\"data row6 col7\" >137.5 s</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow7_col0\" class=\"data row7 col0\" >set-48x48-RGB-HE</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow7_col1\" class=\"data row7 col1\" >2736.36 Mo</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow7_col2\" class=\"data row7 col2\" >95.68 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow7_col3\" class=\"data row7 col3\" >161.0 s</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow7_col4\" class=\"data row7 col4\" >98.00 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow7_col5\" class=\"data row7 col5\" >156.1 s</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow7_col6\" class=\"data row7 col6\" >96.75 %</td>\n",
+       "                        <td id=\"T_fe09ca54_3c24_11ea_a423_bda8ba485a9erow7_col7\" class=\"data row7 col7\" >146.4 s</td>\n",
+       "            </tr>\n",
+       "    </tbody></table>"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x7fd190942750>"
+      ]
+     },
+     "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_fe0d0700_3c24_11ea_a423_bda8ba485a9erow0_col2 {\n",
+       "            background-color:  yellow;\n",
+       "        }</style><table id=\"T_fe0d0700_3c24_11ea_a423_bda8ba485a9e\" ><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_fe0d0700_3c24_11ea_a423_bda8ba485a9erow0_col0\" class=\"data row0 col0\" >set-48x48-RGB</td>\n",
+       "                        <td id=\"T_fe0d0700_3c24_11ea_a423_bda8ba485a9erow0_col1\" class=\"data row0 col1\" >2736.36 Mo</td>\n",
+       "                        <td id=\"T_fe0d0700_3c24_11ea_a423_bda8ba485a9erow0_col2\" class=\"data row0 col2\" >98.90 %</td>\n",
+       "                        <td id=\"T_fe0d0700_3c24_11ea_a423_bda8ba485a9erow0_col3\" class=\"data row0 col3\" >652.0 s</td>\n",
+       "            </tr>\n",
+       "    </tbody></table>"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x7fd1908fa590>"
+      ]
+     },
+     "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_fe10bbb6_3c24_11ea_a423_bda8ba485a9erow0_col2 {\n",
+       "            background-color:  yellow;\n",
+       "        }</style><table id=\"T_fe10bbb6_3c24_11ea_a423_bda8ba485a9e\" ><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_fe10bbb6_3c24_11ea_a423_bda8ba485a9erow0_col0\" class=\"data row0 col0\" >set-48x48-RGB</td>\n",
+       "                        <td id=\"T_fe10bbb6_3c24_11ea_a423_bda8ba485a9erow0_col1\" class=\"data row0 col1\" >2736.36 Mo</td>\n",
+       "                        <td id=\"T_fe10bbb6_3c24_11ea_a423_bda8ba485a9erow0_col2\" class=\"data row0 col2\" >98.76 %</td>\n",
+       "                        <td id=\"T_fe10bbb6_3c24_11ea_a423_bda8ba485a9erow0_col3\" class=\"data row0 col3\" >662.1 s</td>\n",
+       "            </tr>\n",
+       "    </tbody></table>"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x7fd190913350>"
+      ]
+     },
+     "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_fe146810_3c24_11ea_a423_bda8ba485a9erow0_col2 {\n",
        "            background-color:  yellow;\n",
-       "        }</style><table id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302\" ><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",
+       "        }</style><table id=\"T_fe146810_3c24_11ea_a423_bda8ba485a9e\" ><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_24e98e70_3ba8_11ea_9561_9b700250c302row0_col0\" class=\"data row0 col0\" >set-24x24-L</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row0_col1\" class=\"data row0 col1\" >228.77 Mo</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row0_col2\" class=\"data row0 col2\" >95.39 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row0_col3\" class=\"data row0 col3\" >58.2 s</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row0_col4\" class=\"data row0 col4\" >97.32 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row0_col5\" class=\"data row0 col5\" >52.6 s</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row0_col6\" class=\"data row0 col6\" >95.16 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row0_col7\" class=\"data row0 col7\" >50.3 s</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row1_col0\" class=\"data row1 col0\" >set-24x24-RGB</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row1_col1\" class=\"data row1 col1\" >684.39 Mo</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row1_col2\" class=\"data row1 col2\" >96.11 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row1_col3\" class=\"data row1 col3\" >47.2 s</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row1_col4\" class=\"data row1 col4\" >97.77 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row1_col5\" class=\"data row1 col5\" >55.2 s</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row1_col6\" class=\"data row1 col6\" >96.52 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row1_col7\" class=\"data row1 col7\" >52.3 s</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row2_col0\" class=\"data row2 col0\" >set-48x48-L</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row2_col1\" class=\"data row2 col1\" >913.90 Mo</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row2_col2\" class=\"data row2 col2\" >95.98 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row2_col3\" class=\"data row2 col3\" >135.2 s</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row2_col4\" class=\"data row2 col4\" >97.88 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row2_col5\" class=\"data row2 col5\" >118.3 s</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row2_col6\" class=\"data row2 col6\" >97.38 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row2_col7\" class=\"data row2 col7\" >92.0 s</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row3_col0\" class=\"data row3 col0\" >set-48x48-RGB</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row3_col1\" class=\"data row3 col1\" >2736.36 Mo</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row3_col2\" class=\"data row3 col2\" >96.29 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row3_col3\" class=\"data row3 col3\" >138.7 s</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row3_col4\" class=\"data row3 col4\" >97.95 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row3_col5\" class=\"data row3 col5\" >124.7 s</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row3_col6\" class=\"data row3 col6\" >97.53 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row3_col7\" class=\"data row3 col7\" >98.5 s</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row4_col0\" class=\"data row4 col0\" >set-24x24-L-LHE</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row4_col1\" class=\"data row4 col1\" >228.77 Mo</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row4_col2\" class=\"data row4 col2\" >95.79 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row4_col3\" class=\"data row4 col3\" >44.3 s</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row4_col4\" class=\"data row4 col4\" >96.41 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row4_col5\" class=\"data row4 col5\" >53.1 s</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row4_col6\" class=\"data row4 col6\" >95.72 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row4_col7\" class=\"data row4 col7\" >50.9 s</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row5_col0\" class=\"data row5 col0\" >set-24x24-RGB-HE</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row5_col1\" class=\"data row5 col1\" >684.39 Mo</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row5_col2\" class=\"data row5 col2\" >95.35 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row5_col3\" class=\"data row5 col3\" >46.0 s</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row5_col4\" class=\"data row5 col4\" >96.80 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row5_col5\" class=\"data row5 col5\" >54.5 s</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row5_col6\" class=\"data row5 col6\" >94.29 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row5_col7\" class=\"data row5 col7\" >52.5 s</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row6_col0\" class=\"data row6 col0\" >set-48x48-L-LHE</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row6_col1\" class=\"data row6 col1\" >913.90 Mo</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row6_col2\" class=\"data row6 col2\" >96.72 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row6_col3\" class=\"data row6 col3\" >131.8 s</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row6_col4\" class=\"data row6 col4\" >97.80 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row6_col5\" class=\"data row6 col5\" >117.9 s</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row6_col6\" class=\"data row6 col6\" >97.16 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row6_col7\" class=\"data row6 col7\" >92.8 s</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                                <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row7_col0\" class=\"data row7 col0\" >set-48x48-RGB-HE</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row7_col1\" class=\"data row7 col1\" >2736.36 Mo</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row7_col2\" class=\"data row7 col2\" >94.58 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row7_col3\" class=\"data row7 col3\" >140.0 s</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row7_col4\" class=\"data row7 col4\" >97.77 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row7_col5\" class=\"data row7 col5\" >124.6 s</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row7_col6\" class=\"data row7 col6\" >97.11 %</td>\n",
-       "                        <td id=\"T_24e98e70_3ba8_11ea_9561_9b700250c302row7_col7\" class=\"data row7 col7\" >100.1 s</td>\n",
+       "                                <td id=\"T_fe146810_3c24_11ea_a423_bda8ba485a9erow0_col0\" class=\"data row0 col0\" >set-48x48-RGB</td>\n",
+       "                        <td id=\"T_fe146810_3c24_11ea_a423_bda8ba485a9erow0_col1\" class=\"data row0 col1\" >2736.36 Mo</td>\n",
+       "                        <td id=\"T_fe146810_3c24_11ea_a423_bda8ba485a9erow0_col2\" class=\"data row0 col2\" >98.85 %</td>\n",
+       "                        <td id=\"T_fe146810_3c24_11ea_a423_bda8ba485a9erow0_col3\" class=\"data row0 col3\" >657.2 s</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f1cc3519dd0>"
+       "<pandas.io.formats.style.Styler at 0x7fd1915413d0>"
       ]
      },
      "metadata": {},
-- 
GitLab