--- a
+++ b/No1-boxplot.ipynb
@@ -0,0 +1,4750 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import plotly.express as px\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def boxplot(output_name, network, y_min=None, y_max=None):\n",
+    "    df_dice = pd.read_csv(f\"outputs/{network}/{output_name}/infer_dice_class.csv\")\n",
+    "    df_iou  = pd.read_csv(f\"outputs/{network}/{output_name}/infer_iou_class.csv\")\n",
+    "\n",
+    "    df_dice['type'] = 'dice'\n",
+    "    df_iou['type'] = 'iou'\n",
+    "\n",
+    "    df_combined = pd.concat([df_dice, df_iou])\n",
+    "    df_combined.reset_index(drop=True, inplace=True)\n",
+    "    df_final = pd.melt(df_combined, id_vars=['type'], var_name='classes', value_name='scores')\n",
+    "    df_final.sort_values(['type', 'classes'], inplace=True)\n",
+    "    df_final.reset_index(drop=True, inplace=True)\n",
+    "\n",
+    "    fig = px.box(df_final, x=\"classes\", y=\"scores\", color=\"type\")\n",
+    "    fig.update_traces(quartilemethod=\"exclusive\")\n",
+    "    fig.update_layout(\n",
+    "        width=1000, \n",
+    "        height=500,\n",
+    "        font=dict(\n",
+    "            size=18 \n",
+    "        )\n",
+    "    )\n",
+    "    if y_min is not None and y_max is not None:\n",
+    "        fig.update_yaxes(range=[y_min, y_max])\n",
+    "    fig.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### VHSCDD $(256 \\times 256)$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
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+        },
+        "width": 1000,
+        "xaxis": {
+         "anchor": "y",
+         "domain": [
+          0,
+          1
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+         "title": {
+          "text": "classes"
+         }
+        },
+        "yaxis": {
+         "anchor": "x",
+         "domain": [
+          0,
+          1
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+         "range": [
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+          "text": "scores"
+         }
+        }
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
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+   ],
+   "source": [
+    "network = 'RotCAtt_TransUNet_plusplus'\n",
+    "output_name = 'VHSCDD_RotCAtt_TransUNet_plusplus_bs24_ps16_epo600_hw256_ly4'\n",
+    "boxplot(output_name, network, y_min=0.65, y_max=1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### MMWHS $(256 \\times 256)$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
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+        "width": 1000,
+        "xaxis": {
+         "anchor": "y",
+         "domain": [
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+         "title": {
+          "text": "classes"
+         }
+        },
+        "yaxis": {
+         "anchor": "x",
+         "domain": [
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+          "text": "scores"
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+        }
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
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+   ],
+   "source": [
+    "network = 'RotCAtt_TransUNet_plusplus'\n",
+    "output_name = 'MMWHS_RotCAtt_TransUNet_plusplus_bs24_ps16_epo600_hw256_ly4'\n",
+    "boxplot(output_name, network, y_min=0.65, y_max=1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### ImageCHD $(256 \\times 256)$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
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+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "radialaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "scene": {
+           "xaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "yaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "zaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           }
+          },
+          "shapedefaults": {
+           "line": {
+            "color": "#2a3f5f"
+           }
+          },
+          "ternary": {
+           "aaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "title": {
+           "x": 0.05
+          },
+          "xaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          },
+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          }
+         }
+        },
+        "width": 1000,
+        "xaxis": {
+         "anchor": "y",
+         "domain": [
+          0,
+          1
+         ],
+         "title": {
+          "text": "classes"
+         }
+        },
+        "yaxis": {
+         "anchor": "x",
+         "domain": [
+          0,
+          1
+         ],
+         "title": {
+          "text": "scores"
+         }
+        }
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "network = 'RotCAtt_TransUNet_plusplus'\n",
+    "output_name = 'Synapse_RotCAtt_TransUNet_plusplus_bs24_ps16_epo600_hw256_ly4'\n",
+    "boxplot(output_name, network)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "tor",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.19"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}