{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "bf6256ae",
   "metadata": {},
   "source": [
    "## 12/07/2022\n",
    "## Registration with QC metrics\n",
    "### starts after tif conversion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c1337f9f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "from pathlib import Path\n",
    "import numpy as np\n",
    "import os\n",
    "import sys\n",
    "import glob\n",
    "import pandas as pd\n",
    "import xml.etree.ElementTree as et\n",
    "import datetime\n",
    "from skimage.io import imread, imsave\n",
    "from imageio import volread as imread\n",
    "\n",
    "import tifffile\n",
    "import pystackreg\n",
    "from pystackreg import StackReg\n",
    "from skimage.filters import threshold_otsu\n",
    "\n",
    "from pystackreg.util import to_uint16   # make sure version 0.2.5 (not anything below)\n",
    "#from ims_to_tiff import convert_to_tif   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4097d2c8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/mnt/disks/store/102022_D10_Coverslip2_Reimage_Processed\n"
     ]
    }
   ],
   "source": [
    "print(os.getcwd())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9adc6d6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define input params, directories\n",
    "allfiles = sorted(glob.glob('tif/*'))\n",
    "allCycles = []\n",
    "for x in allfiles:\n",
    "    if x.startswith('tif/Cycle_'):\n",
    "        allCycles.append(x.split('_')[-1])\n",
    "\n",
    "_allFOVs = sorted(glob.glob('tif/Cycle_0/*'))\n",
    "allFOVs = []\n",
    "for x in _allFOVs:\n",
    "    allFOVs.append(x.split('F')[-1][0:3])\n",
    "    \n",
    "    \n",
    "for i in allCycles[1:]:\n",
    "    if i == '0':\n",
    "        continue\n",
    "    try:\n",
    "        os.makedirs(f'tmat_Cyc_{i}')\n",
    "        os.makedirs(f'reg_bin_Cyc_{i}')\n",
    "        os.makedirs(f'reg_Cyc_{i}')   \n",
    "    except: \n",
    "        continue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5a5a5615",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "93\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(allFOVs)):\n",
    "    if allFOVs[i] == '120':\n",
    "        print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2c700364",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'120'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "allFOVs[93]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f539d4a9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cycle 9   FOV 120 \n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F120_reg.tif\n",
      "cycle 9   FOV 121 \n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F121_reg.tif\n",
      "cycle 9   FOV 122 \n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F122_reg.tif\n",
      "cycle 9   FOV 123 \n"
     ]
    }
   ],
   "source": [
    "# # loop through registration\n",
    "for c in allCycles[2:]:    \n",
    "    for fov in allFOVs[93:]: \n",
    "        # read images\n",
    "        ref_name = f'tif/Cycle_0/Cycle_F{fov}.tif' \n",
    "        mov_name = f'tif/Cycle_{c}/Cycle_{c}_F{fov}.tif'\n",
    "        ref = imread(ref_name).astype(np.uint16)\n",
    "        mov = imread(mov_name).astype(np.uint16)\n",
    "        \n",
    "        print(f'cycle {c}   FOV {fov} ')\n",
    "        \n",
    "        ref_max = ref.max(0)\n",
    "        ref_binary = ref_max[0] > threshold_otsu(ref_max[0]) # nuclei\n",
    "        mov_max = mov.max(0)\n",
    "        mov_binary = mov_max[0] > threshold_otsu(mov_max[0]) # nuclei\n",
    "        \n",
    "        sr = StackReg(StackReg.RIGID_BODY) # create instance of stackreg class\n",
    "        tmat = sr.register(ref_binary, mov_binary) # calculate tmat\n",
    "        out = sr.transform(mov_binary)\n",
    "        out = pystackreg.util.to_uint16(out) # make sure to convert later into bool. Save first then convert.\n",
    "        \n",
    "        # save binary images\n",
    "        fname_to_save = f'reg_bin_Cyc_{c}/Cycle_{c}_F{fov}_bin_reg.tif'\n",
    "        tifffile.imwrite(fname_to_save, out, imagej=True, photometric = 'minisblack', metadata={'axes':'YX'})\n",
    "        \n",
    "        # save tmat\n",
    "        np.save(f'tmat_Cyc_{c}/Cycle_{c}_F{fov}_tmat.npy', tmat)\n",
    "        \n",
    "        # REGISTRATION\n",
    "        reg = np.zeros(mov.shape, dtype=np.uint16)\n",
    "        for Z in range(mov.shape[0]):\n",
    "            for ch in range(mov.shape[1]): \n",
    "                reg[Z,ch,...] = sr.transform(mov[Z,ch,...], tmat=tmat)\n",
    "                reg[Z,ch,...] = to_uint16(reg[Z,ch,...])\n",
    "\n",
    "        fname_to_save = f'reg_Cyc_{c}' + f'/Cycle_{c}_F{fov}_reg.tif'\n",
    "        print('Saving Registered Images...', fname_to_save)\n",
    "        \n",
    "        # save registered images\n",
    "        tifffile.imwrite(fname_to_save, reg, imagej=True,\n",
    "                         photometric = 'minisblack',metadata={'axes':'ZCYX'})\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "65938805",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e99d07b8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "219a37ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x4320 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c='8'; fov = '001'\n",
    "ref = imread(f'tif/Cycle_0/Cycle_F{fov}.tif')\n",
    "mov = imread(f'tif/Cycle_{c}/Cycle_{c}_F{fov}.tif')\n",
    "\n",
    "ref_max = ref.max(0)   # max proj of z for each channel in reference\n",
    "ref_binary = ref_max[0] > threshold_otsu(ref_max[0])  # binarizing for channels - T/F\n",
    "\n",
    "mov_max = mov.max(0)  # max projection by each cycle in for loop (ref above)\n",
    "mov_binary = mov_max[0] > threshold_otsu(mov_max[0]) # binary of moved image\n",
    "\n",
    "out = imread(f'reg_bin_Cyc_{c}/Cycle_{c}_F{fov}_bin_reg.tif')\n",
    "\n",
    "fig, axs = plt.subplots(1,2,figsize = (20,60))\n",
    "axs = axs.ravel()\n",
    "\n",
    "im_reg = np.zeros((2048, 2048,3)) # empty color image\n",
    "im_reg[...,0] = ref_binary\n",
    "im_reg[...,1] = out.astype('bool')\n",
    "    \n",
    "im_orig = np.zeros((2048, 2048,3))\n",
    "im_orig[...,0] = ref_binary\n",
    "im_orig[...,1] = mov_binary\n",
    "    \n",
    "axs[0].imshow(im_orig[:500,:500])   #before reg\n",
    "    \n",
    "axs[1].imshow(im_reg[:500,:500])   #after reg\n",
    "\n",
    "axs[0].title.set_text('Before Registration')\n",
    "axs[1].title.set_text('After Registration')\n",
    "for ax in axs.flat:\n",
    "    ax.set(xlabel='0:1500', ylabel='0:1500')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "cac9fd61",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x4320 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c='9'; fov = '200'\n",
    "ref = imread(f'tif/Cycle_0/Cycle_F{fov}.tif')\n",
    "mov = imread(f'tif/Cycle_{c}/Cycle_{c}_F{fov}.tif')\n",
    "\n",
    "ref_max = ref.max(0)   # max proj of z for each channel in reference\n",
    "ref_binary = ref_max[0] > threshold_otsu(ref_max[0])  # binarizing for channels - T/F\n",
    "\n",
    "mov_max = mov.max(0)  # max projection by each cycle in for loop (ref above)\n",
    "mov_binary = mov_max[0] > threshold_otsu(mov_max[0]) # binary of moved image\n",
    "\n",
    "out = imread(f'reg_bin_Cyc_{c}/Cycle_{c}_F{fov}_bin_reg.tif')\n",
    "\n",
    "fig, axs = plt.subplots(1,2,figsize = (20,60))\n",
    "axs = axs.ravel()\n",
    "\n",
    "im_reg = np.zeros((2048, 2048,3)) # empty color image\n",
    "im_reg[...,0] = ref_binary\n",
    "im_reg[...,1] = out.astype('bool')\n",
    "    \n",
    "im_orig = np.zeros((2048, 2048,3))\n",
    "im_orig[...,0] = ref_binary\n",
    "im_orig[...,1] = mov_binary\n",
    "    \n",
    "axs[0].imshow(im_orig[:500,:500])   #before reg\n",
    "    \n",
    "axs[1].imshow(im_reg[:500,:500])   #after reg\n",
    "\n",
    "axs[0].title.set_text('Before Registration')\n",
    "axs[1].title.set_text('After Registration')\n",
    "for ax in axs.flat:\n",
    "    ax.set(xlabel='0:1500', ylabel='0:1500')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bbe6c7fc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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