{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "CellSeg\n",
    "├── NeurIPS22-CellSeg\n",
    "│   ├── Testing\n",
    "│   │   ├── Hidden\n",
    "│   │   │   ├── images\n",
    "│   │   │   └── osilab_seg\n",
    "│   │   └── Public\n",
    "│   │       ├── 1st_osilab_eval_results\n",
    "│   │       ├── 1st_osilab_seg\n",
    "│   │       ├── images\n",
    "│   │       ├── labels\n",
    "│   │       ├── osilab_seg_WSI\n",
    "│   │       ├── WSI\n",
    "│   │       └── WSI-labels\n",
    "│   ├── Training\n",
    "│   │   ├── images\n",
    "│   │   ├── labels\n",
    "│   │   └── unlabeled\n",
    "│   │       └── release-part2-whole-slide\n",
    "│   └── Tuning\n",
    "│       ├── images\n",
    "│       └── labels\n",
    "└── release-part1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_directory = \"../../data/\" + \"Cellseg/Training-labeled/labels/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'TestHidden_148'"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = \"TestHidden_148.tiff\"\n",
    "x[:14]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Jupyter Capture Output v0.0.11\n"
     ]
    }
   ],
   "source": [
    "import slideio\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "import openslide\n",
    "import tifffile\n",
    "import jupyter_capture_output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Cellseg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "label = tifffile.imread(data_directory+'cell_00001_label.tiff')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "label = Image.open(data_directory+'cell_00001_label.tiff')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PIL.TiffImagePlugin.TiffImageFile image mode=I;16 size=2560x1920>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11], dtype=uint16)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.unique(label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Output saved by overwring previous file at ../../samples/cellseg_labels.png.\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=2560x1920>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%capture_img --path \"../../samples/cellseg_labels.png\"\n",
    "Image.fromarray((np.array(label)*10).astype(np.uint8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/home/ubuntu/thesis/samples/cellseg_labels.png'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "save_path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}