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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_3650601/227435404.py:120: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "\n",
    "# Ensure the figures directory exists\n",
    "import os\n",
    "if not os.path.exists('./figures'):\n",
    "    os.makedirs('./figures')\n",
    "\n",
    "# Data\n",
    "Train_views_top = ['4', '8', '20']\n",
    "Data_top = [\n",
    "    [0.044, 0.228, 0.212, 0.324],  # '4'\n",
    "    [0.033, 0.033, 0.145, 0.297],  # '8'\n",
    "    [0.038, 0.055, 0.045, 0.265],  # '20'\n",
    "]\n",
    "\n",
    "Train_views_bottom = ['4 (+ rand. emb.)']\n",
    "Data_bottom = [\n",
    "    [0.027, 0.026, 0.033, 0.031],  # '4 (+ rand. emb.)'\n",
    "]\n",
    "\n",
    "Test_views = ['4', '8', '20', '24']\n",
    "\n",
    "# Create DataFrames\n",
    "df_top = pd.DataFrame(Data_top, index=Train_views_top, columns=Test_views)\n",
    "df_bottom = pd.DataFrame(Data_bottom, index=Train_views_bottom, columns=Test_views)\n",
    "\n",
    "# Set up the figure with two subplots\n",
    "fig, (ax_top, ax_bottom) = plt.subplots(\n",
    "    nrows=2,\n",
    "    ncols=1,\n",
    "    sharex=True,\n",
    "    figsize=(5, 4),\n",
    "    gridspec_kw={'height_ratios': [3, 1], 'hspace': 0.05}\n",
    ")\n",
    "\n",
    "# Increase font sizes for better readability\n",
    "plt.rcParams.update({'font.size': 12})\n",
    "\n",
    "# Create a custom colormap from light green to white to light red\n",
    "colors = ['#b3e2cd', '#ffffff', '#fdcdac']  # Light green to white to light red\n",
    "cmap = LinearSegmentedColormap.from_list('custom_cmap', colors, N=256)\n",
    "\n",
    "# Define vmin and vmax for consistent color mapping\n",
    "vmin = min(df_top.min().min(), df_bottom.min().min())\n",
    "vmax = max(df_top.max().max(), df_bottom.max().max())\n",
    "\n",
    "# Plot the first heatmap\n",
    "sns.heatmap(\n",
    "    df_top,\n",
    "    annot=True,\n",
    "    fmt=\".3f\",\n",
    "    cmap=cmap,\n",
    "    cbar=False,\n",
    "    linewidths=0.3,\n",
    "    linecolor='white',\n",
    "    square=True,\n",
    "    annot_kws={'size': 10},\n",
    "    ax=ax_top,\n",
    "    vmin=vmin,\n",
    "    vmax=vmax,\n",
    "    xticklabels=False  # We'll set xticklabels manually\n",
    ")\n",
    "\n",
    "# Plot the second heatmap\n",
    "sns.heatmap(\n",
    "    df_bottom,\n",
    "    annot=True,\n",
    "    fmt=\".3f\",\n",
    "    cmap=cmap,\n",
    "    cbar=False,\n",
    "    linewidths=0.3,\n",
    "    linecolor='white',\n",
    "    square=True,\n",
    "    annot_kws={'size': 10},\n",
    "    ax=ax_bottom,\n",
    "    vmin=vmin,\n",
    "    vmax=vmax,\n",
    "    xticklabels=False,  # No x-axis labels on bottom plot\n",
    "    yticklabels=True    # Show y-axis labels on bottom plot\n",
    ")\n",
    "\n",
    "# Adjust x-axis labels on the top plot\n",
    "ax_top.xaxis.tick_top()\n",
    "ax_top.xaxis.set_label_position('top')\n",
    "ax_top.tick_params(top=True, bottom=False, labeltop=True, labelbottom=False)\n",
    "\n",
    "# Set x-axis tick positions and labels\n",
    "num_cols = len(Test_views)\n",
    "ax_top.set_xticks(np.arange(num_cols) + 0.5)\n",
    "ax_top.set_xticklabels(Test_views, rotation=0, fontsize=12)\n",
    "\n",
    "# Adjust y-axis labels for top plot\n",
    "ax_top.set_yticklabels(df_top.index, rotation=0, fontsize=12)\n",
    "\n",
    "# Adjust y-axis labels for bottom plot\n",
    "ax_bottom.set_yticklabels(df_bottom.index, rotation=0, fontsize=12)\n",
    "\n",
    "# Remove x-axis ticks and labels from the bottom plot\n",
    "ax_bottom.tick_params(bottom=False, labelbottom=False)\n",
    "\n",
    "# Add padding to y-axis tick labels on both plots to prevent overlap\n",
    "ax_top.tick_params(axis='y', which='major', pad=5)\n",
    "ax_bottom.tick_params(axis='y', which='major', pad=5)\n",
    "\n",
    "# Remove individual axis labels\n",
    "ax_top.set_ylabel('')\n",
    "ax_bottom.set_ylabel('')\n",
    "\n",
    "# Set a common ylabel centered across both subplots\n",
    "fig.text(0.02, 0.55, 'Train Views', va='center', rotation='vertical', fontsize=14)\n",
    "\n",
    "# Set x-axis label on the top plot\n",
    "ax_top.set_xlabel('Test Views', fontsize=14, labelpad=10)\n",
    "\n",
    "# Adjust the layout to make cells square and adjust spacing\n",
    "plt.tight_layout()\n",
    "\n",
    "# Reduce the whitespace around the figure\n",
    "plt.subplots_adjust(left=0.18, right=0.95, top=0.85, bottom=0.15)\n",
    "\n",
    "# Save the figure\n",
    "plt.savefig('./figures/heatmap.pdf', bbox_inches='tight')\n",
    "\n",
    "# Display the plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Scaling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Increase font sizes for readability in papers\n",
    "sns.set_context(\"paper\", font_scale=2.0)\n",
    "\n",
    "# Data\n",
    "co3d_data = pd.DataFrame({\n",
    "    'Data Percentage': [12.5, 25, 50, 100],\n",
    "    'mAA@30': [0.0365232937, 0.09945639223, 0.138118282, 0.394145757]\n",
    "})\n",
    "\n",
    "dtu_data = pd.DataFrame({\n",
    "    'Data Percentage': [12.5, 25, 50, 100],\n",
    "    'Acc Med.': [11.84453011, 10.31071281, 11.19746685, 11.19003773]\n",
    "})\n",
    "\n",
    "scenes7_data = pd.DataFrame({\n",
    "    'Data Percentage': [12.5, 25, 50, 100],\n",
    "    'Acc Med.': [0.134641856, 0.1146349013, 0.08524527401, 0.05160019174]\n",
    "})\n",
    "\n",
    "nrgbd_data = pd.DataFrame({\n",
    "    'Data Percentage': [12.5, 25, 50, 100],\n",
    "    'Acc Med.': [0.222400263, 0.2098409235, 0.09500524402, 0.08170455694]\n",
    "})\n",
    "\n",
    "# times 100 for cam pose and scenes7 and nrgbd\n",
    "co3d_data['mAA@30'] *= 100\n",
    "scenes7_data['Acc Med.'] *= 100\n",
    "nrgbd_data['Acc Med.'] *= 100\n",
    "\n",
    "# Create subplots\n",
    "fig, axes = plt.subplots(1, 3, figsize=(20, 4), sharex=True)\n",
    "\n",
    "# Plot for Co3D Cam Pose\n",
    "sns.lineplot(\n",
    "    ax=axes[0],\n",
    "    data=co3d_data,\n",
    "    x='Data Percentage',\n",
    "    y='mAA@30',\n",
    "    marker='o',\n",
    "    linestyle='--',\n",
    "    linewidth=2,\n",
    "    markersize=10\n",
    ")\n",
    "axes[0].set_title('CO3D Cam. Pose')\n",
    "axes[0].set_xlabel('Data Percentage')\n",
    "axes[0].set_ylabel('mAA@30 (↑)')  # higher is better\n",
    "\n",
    "# Plot for DTU\n",
    "# sns.lineplot(\n",
    "#     ax=axes[1],\n",
    "#     data=dtu_data,\n",
    "#     x='Data Percentage',\n",
    "#     y='Acc Med.',\n",
    "#     marker='o',\n",
    "#     linestyle='--',\n",
    "#     markersize=10\n",
    "# )\n",
    "# axes[1].set_title('DTU')\n",
    "# axes[1].set_xlabel('Data Percentage')\n",
    "# axes[1].set_ylabel('Acc Med. (↓)')  # lower is better\n",
    "\n",
    "# Plot for 7-Scenes\n",
    "sns.lineplot(\n",
    "    ax=axes[1],\n",
    "    data=scenes7_data,\n",
    "    x='Data Percentage',\n",
    "    y='Acc Med.',\n",
    "    marker='o',\n",
    "    linestyle='--',\n",
    "    linewidth=2,\n",
    "    markersize=10\n",
    ")\n",
    "axes[1].set_title('7-Scenes 3D Recon.')\n",
    "axes[1].set_xlabel('Data Percentage')\n",
    "axes[1].set_ylabel('Acc Med. (↓)')  # lower is better\n",
    "\n",
    "# Plot for NRGBD\n",
    "sns.lineplot(\n",
    "    ax=axes[2],\n",
    "    data=nrgbd_data,\n",
    "    x='Data Percentage',\n",
    "    y='Acc Med.',\n",
    "    marker='o',\n",
    "    linestyle='--',\n",
    "    linewidth=2,\n",
    "    markersize=10\n",
    ")\n",
    "axes[2].set_title('NRGBD 3D Recon.')\n",
    "axes[2].set_xlabel('Data Percentage')\n",
    "axes[2].set_ylabel('Acc Med. (↓)')  # lower is better\n",
    "\n",
    "plt.tight_layout()\n",
    "fig.savefig('figures/data_scaling.pdf')  # Save the figure to a PDF file\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model Scaling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Increase font sizes for readability in papers\n",
    "sns.set_context(\"paper\", font_scale=2.0)\n",
    "\n",
    "# Data\n",
    "co3d_data = pd.DataFrame({\n",
    "    'Model Size': ['Base', 'Large', 'Huge'],\n",
    "    'mAA@30': [0.3371744156, 0.4493130445, 0.4872640371]\n",
    "})\n",
    "\n",
    "dtu_data = pd.DataFrame({\n",
    "    'Model Size': ['Base', 'Large', 'Huge'],\n",
    "    'Acc Med.': [10.20337486, 7.801074982, 7.244336128]\n",
    "})\n",
    "\n",
    "scenes7_data = pd.DataFrame({\n",
    "    'Model Size': ['Base', 'Large', 'Huge'],\n",
    "    'Acc Med.': [0.08121348917, 0.06259633601, 0.04057122394]\n",
    "})\n",
    "\n",
    "nrgbd_data = pd.DataFrame({\n",
    "    'Model Size': ['Base', 'Large', 'Huge'],\n",
    "    'Acc Med.': [0.08185517788, 0.05390194058, 0.0483462885]\n",
    "})\n",
    "\n",
    "# times 100 for cam pose and scenes7 and nrgbd\n",
    "co3d_data['mAA@30'] *= 100\n",
    "scenes7_data['Acc Med.'] *= 100\n",
    "nrgbd_data['Acc Med.'] *= 100\n",
    "\n",
    "# Create subplots\n",
    "fig, axes = plt.subplots(1, 3, figsize=(20, 4), sharex=False)\n",
    "\n",
    "# Plot for Co3D Cam Pose\n",
    "sns.lineplot(\n",
    "    ax=axes[0],\n",
    "    data=co3d_data,\n",
    "    x='Model Size',\n",
    "    y='mAA@30',\n",
    "    marker='o',\n",
    "    linestyle='--',\n",
    "    linewidth=2,\n",
    "    markersize=10\n",
    ")\n",
    "axes[0].set_title('CO3D Cam. Pose')\n",
    "axes[0].set_xlabel('Model Size')\n",
    "axes[0].set_ylabel('mAA@30 (↑)')  # higher is better\n",
    "\n",
    "# Plot for DTU\n",
    "# sns.lineplot(\n",
    "#     ax=axes[1],\n",
    "#     data=dtu_data,\n",
    "#     x='Model Size',\n",
    "#     y='Acc Med.',\n",
    "#     marker='o',\n",
    "#     linestyle='dotted',\n",
    "#     markersize=10\n",
    "# )\n",
    "# axes[1].set_title('DTU')\n",
    "# axes[1].set_xlabel('Model Size')\n",
    "# axes[1].set_ylabel('Acc Med. (↓)')  # lower is better\n",
    "\n",
    "# Plot for 7-Scenes\n",
    "sns.lineplot(\n",
    "    ax=axes[1],\n",
    "    data=scenes7_data,\n",
    "    x='Model Size',\n",
    "    y='Acc Med.',\n",
    "    marker='o',\n",
    "    linestyle='--',\n",
    "    linewidth=2,\n",
    "    markersize=10\n",
    ")\n",
    "axes[1].set_title('7-Scenes 3D Recon.')\n",
    "axes[1].set_xlabel('Model Size')\n",
    "axes[1].set_ylabel('Acc Med. (↓)')  # lower is better\n",
    "\n",
    "# Plot for NRGBD\n",
    "sns.lineplot(\n",
    "    ax=axes[2],\n",
    "    data=nrgbd_data,\n",
    "    x='Model Size',\n",
    "    y='Acc Med.',\n",
    "    marker='o',\n",
    "    linestyle='--',\n",
    "    linewidth=2,\n",
    "    markersize=10\n",
    ")\n",
    "axes[2].set_title('NRGBD 3D Recon.')\n",
    "axes[2].set_xlabel('Model Size')\n",
    "axes[2].set_ylabel('Acc Med. (↓)')  # lower is better\n",
    "\n",
    "plt.tight_layout()\n",
    "fig.savefig('figures/model_scaling.pdf')  # Save the figure to a PDF file\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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