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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Copula-based object detection"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"('000000.png', '004325.png', '000000.png')"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"f\"{0:06d}.png\", f\"{4325:06d}.png\", \"000000.png\""
]
},
{
"cell_type": "code",
"execution_count": 6,
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"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead tr th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe thead tr:last-of-type th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th>UQ methods</th>\n",
" <th colspan=\"4\" halign=\"left\">Ground truths</th>\n",
" <th colspan=\"4\" halign=\"left\">Preds</th>\n",
" <th colspan=\"5\" halign=\"left\">Bonferroni</th>\n",
" <th colspan=\"8\" halign=\"left\">Max additive</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th>object's fields</th>\n",
" <th>x_min</th>\n",
" <th>y_min</th>\n",
" <th>x_max</th>\n",
" <th>y_max</th>\n",
" <th>x_min</th>\n",
" <th>y_min</th>\n",
" <th>x_max</th>\n",
" <th>y_max</th>\n",
" <th colspan=\"2\" halign=\"left\">x_min</th>\n",
" <th>...</th>\n",
" <th colspan=\"2\" halign=\"left\">y_max</th>\n",
" <th colspan=\"2\" halign=\"left\">x_min</th>\n",
" <th colspan=\"2\" halign=\"left\">y_min</th>\n",
" <th colspan=\"2\" halign=\"left\">x_max</th>\n",
" <th colspan=\"2\" halign=\"left\">y_max</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th>Bounds</th>\n",
" <th>Exact value</th>\n",
" <th>Exact value</th>\n",
" <th>Exact value</th>\n",
" <th>Exact value</th>\n",
" <th>Exact value</th>\n",
" <th>Exact value</th>\n",
" <th>Exact value</th>\n",
" <th>Exact value</th>\n",
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" <th>Lower bound</th>\n",
" <th>Upper bound</th>\n",
" <th>...</th>\n",
" <th>Lower bound</th>\n",
" <th>Upper bound</th>\n",
" <th>Lower bound</th>\n",
" <th>Upper bound</th>\n",
" <th>Lower bound</th>\n",
" <th>Upper bound</th>\n",
" <th>Lower bound</th>\n",
" <th>Upper bound</th>\n",
" <th>Lower bound</th>\n",
" <th>Upper bound</th>\n",
" </tr>\n",
" <tr>\n",
" <th>images</th>\n",
" <th>objects</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">000000.png</th>\n",
" <th>object_0</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
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" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>object_1</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">000001.png</th>\n",
" <th>object_0</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
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