make_xml.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os,shutil\n",
    "def mkdir(path):\n",
    "    if not os.path.exists(path):\n",
    "        os.makedirs(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# merge and rename\n",
    "import shutil\n",
    "import os\n",
    "path = \"/msl/home/kelly08385/Pictures/Fast_defect/8800_0307/data\"\n",
    "despath = \"/msl/home/kelly08385/Pictures/Fast_defect/8800_0307/JPEGImages\"\n",
    "for root,dirs,files in os.walk(path):\n",
    "    for file in files:\n",
    "        #dir = root.split('/')[-1]\n",
    "        shutil.copy(os.path.join(root,file),os.path.join(os.path.join(despath,file)))\n",
    "        #os.rename(os.path.join(root,file),os.path.join(despath, dir, file[:-4]+'.jpg'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## use original image and crop image to find xml "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xml.etree.cElementTree as ET\n",
    "import cv2\n",
    "import os\n",
    "import numpy as np\n",
    "import shutil\n",
    "\n",
    "crop_path = \"/msl/home/kelly08385/Pictures/Fast_defect/8851/crop\"\n",
    "des_crop_path = \"/msl/home/kelly08385/Pictures/Fast_defect/8851/train_crop\"\n",
    "ori_path = \"/msl/home/kelly08385/Pictures/Fast_defect/8851/ori\"\n",
    "des_path = \"/msl/home/kelly08385/Pictures/Fast_defect/8851/data\"\n",
    "des_path2 = \"/msl/home/kelly08385/Pictures/Fast_defect/8851/JPEGImages\"\n",
    "xml_path = \"/msl/home/kelly08385/Pictures/Fast_defect/8851/Annotations\"\n",
    "\n",
    "#quiz_path = \"/home/kelly/Pictures/defect/0312_work/9300/quiz\"\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "for root,dirs,files in os.walk(crop_path):\n",
    "    dir = root.split(\"/\")[-1]\n",
    "    for file in files:\n",
    "        print()\n",
    "        mkdir(os.path.join(des_path,dir))\n",
    "        mkdir(os.path.join(des_crop_path,dir))\n",
    "        if os.path.exists(os.path.join(ori_path,dir,file[:-4]+\".jpg\")):\n",
    "\n",
    "            try:\n",
    "                cropImg = cv2.imread(os.path.join(root,file))\n",
    "                cropImg = cv2.cvtColor(cropImg, cv2.COLOR_BGR2GRAY)\n",
    "                oriImg = cv2.imread(os.path.join(ori_path,dir,file[:-4]+\".jpg\"))\n",
    "                oriImg = cv2.cvtColor(oriImg, cv2.COLOR_BGR2GRAY)\n",
    "                \n",
    "                result = cv2.matchTemplate(oriImg, cropImg, cv2.TM_CCOEFF_NORMED) \n",
    "                x_and_y = np.unravel_index(result.argmax(),result.shape)\n",
    "                print(x_and_y)\n",
    "\n",
    "                tree = ET.parse('/msl/home/kelly08385/Pictures/trained_defect/total/Annotations/2300AAHL5AHYC14C100007-03.xml')\n",
    "                tree_root = tree.getroot()\n",
    "                print(tree_root)\n",
    "                change_dict = {\"filename\":file,\"width\":oriImg.shape[1],\"height\":oriImg.shape[0],\"xmin\":x_and_y[1],\"ymin\":x_and_y[0],\\\n",
    "                               \"xmax\":x_and_y[1]+cropImg.shape[1],\"ymax\":x_and_y[0]+cropImg.shape[0],\"name\":root.split(\"/\")[-1]}\n",
    "                for key in change_dict.keys():\n",
    "                    for e in tree_root.iter(key):\n",
    "                        e.text = str(change_dict[key])\n",
    "                shutil.copy(os.path.join(ori_path,dir,file),os.path.join(des_path2,file))\n",
    "                shutil.move(os.path.join(ori_path,dir,file),os.path.join(des_path,dir,file))\n",
    "                shutil.move(os.path.join(root,file),os.path.join(des_crop_path,dir,file))\n",
    "                tree.write(os.path.join(xml_path,file[:-4]+\".xml\"))\n",
    "            except Exception as e:\n",
    "                print(str(e))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# use xml to catch picture\n",
    "ori_path = \"/home/kelly/Pictures/defect/0322_work/4800/no_rec\"\n",
    "crop_path = \"/home/kelly/Pictures/defect/0322_work/4800/rec\"\n",
    "xml_path = \"/home/kelly/Pictures/fastrcnn/4800_0323/result/Annotations\"\n",
    "des_path = \"/home/kelly/Pictures/fastrcnn/4800_0323/data\"\n",
    "\n",
    "for root,dirs,files in os.walk(crop_path):\n",
    "    for file in files:\n",
    "        dir = root.split('/')[-1]\n",
    "        print(os.path.join(ori_path,dir,file[:-4]+\".jpg\"))\n",
    "        print(os.path.join(xml_path,file[:-4]+\".xml\"))\n",
    "        desPath = os.path.join(des_path,dir)\n",
    "        print(desPath)\n",
    "#         if os.path.exists(os.path.join(ori_path,dir,file[:-4]+\".jpg\")) and\\\n",
    "#                           os.path.exists(os.path.join(xml_path,file[:-4]+\".xml\")):\n",
    "#             mkdir(desPath)\n",
    "#             shutil.move(os.path.join(ori_path,dir,file[:-4]+\".jpg\"),os.path.join(des_path,dir,file[:-4]+\".jpg\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----------------------------------------------------------------------\n",
    "## 由紅框產生xml"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# find red rec\n",
    "from scipy.misc import imread, imsave\n",
    "import numpy as np\n",
    "from skimage.segmentation import clear_border\n",
    "from skimage.measure import regionprops, label\n",
    "from skimage.morphology import erosion,square\n",
    "\n",
    "\n",
    "def size(a, b=0, nargout=1):\n",
    "    s = np.asarray(a).shape\n",
    "    if s is ():\n",
    "        return 1 if b else (1,)*nargout\n",
    "    # a is not a scalar\n",
    "    try:\n",
    "        if b:\n",
    "            return s[b-1]\n",
    "        elif nargout > 1:\n",
    "            return s\n",
    "    except Exception:\n",
    "        return 1\n",
    "    return  1\n",
    " \n",
    "def im2double(im):\n",
    "    info = np.iinfo(im.dtype)\n",
    "    return im.astype(np.float) / info.max\n",
    "\n",
    "def rgb2gray(rgb):\n",
    "    return np.dot(rgb[...,:3], [0.299, 0.587, 0.114])\n",
    "\n",
    "def double(img):\n",
    "    return img.astype(np.float)\n",
    "\n",
    "def getImgInRedRect(imgPath):\n",
    "        ret = ''\n",
    "        path_arr = imgPath.split(os.path.sep)\n",
    "        rawImg = imread(imgPath)\n",
    "        if size(rawImg,3) < 3:\n",
    "            return ret\n",
    " \n",
    "        tmpImg = np.copy(rawImg)\n",
    "        tmpImg = im2double(tmpImg)\n",
    "        tmpImg[:50,:50,:] = 0\n",
    "        tmpImg[-50:,:50,:] = 0\n",
    "        tmpImg[-50:,-50:,:] = 0\n",
    "        tmpImg[:50,-50:,:] = 0\n",
    "        tmpImg[:,:,0] = tmpImg[:,:,0] > 0.8\n",
    "        tmpImg[:,:,1] = tmpImg[:,:,1] < 0.2\n",
    "        tmpImg[:,:,2] = tmpImg[:,:,2] < 0.2\n",
    "        tmpImg = rgb2gray(tmpImg)\n",
    "        tmpImg = double(tmpImg > 0.8)\n",
    "        bw = tmpImg > 0.8\n",
    "        bw = bw.astype(int)\n",
    "        #cleared = clear_border(bw)\n",
    "        stats = regionprops(label(bw))\n",
    "        \n",
    "        flag = False\n",
    "        #print (imgPath)\n",
    "        #print(output, output2, output3)\n",
    "        maxArea = 500\n",
    "        for currentStats in stats:\n",
    "            if currentStats.area > maxArea:\n",
    "                minr, minc, maxr, maxc = currentStats.bbox\n",
    "                x = int(max(round(minr + 10), 1))\n",
    "                y = int(min(round(maxc - 10), size(rawImg,2)))\n",
    "                maxArea = currentStats.area\n",
    "                crop = None\n",
    "                if int(min(round(maxr - 10), size(rawImg,1))) > x and y > int(max(round(minc + 10) , 1)):\n",
    "                    crop = rawImg[x:int(min(round(maxr - 10), size(rawImg,1))), int(max(round(minc + 10) , 1)):y,:]\n",
    "                flag = True\n",
    "#             returnX = x\n",
    "#             returnY = int(max(round(minc + 10) , 1))\n",
    "\n",
    "        if flag:\n",
    "            return crop\n",
    "        else:\n",
    "            return None\n",
    "                #print (\"red rec:\", output)\n",
    " \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2,os,shutil\n",
    "import xml.etree.cElementTree as ET\n",
    "\n",
    "# create xml\n",
    "\n",
    "def create_xml(ori_path,root,file,xml_path,data_path,data_path2,des_rec):\n",
    "    \n",
    "    imgPath = os.path.join(root,file)\n",
    "    ori_path = os.path.join(ori_path,root.split('/')[-1])\n",
    "    # 原圖不存在\n",
    "    if not os.path.exists(os.path.join(ori_path,file[:-4]+\".jpg\")):\n",
    "        return\n",
    "    oriImg = cv2.imread(os.path.join(ori_path,file[:-4]+\".jpg\"))\n",
    "    oriImg = cv2.cvtColor(oriImg, cv2.COLOR_BGR2GRAY)\n",
    "        \n",
    "    #xml_path = os.path.join(xml_path,root.split('/')[-1])\n",
    "    data_path = os.path.join(data_path,root.split('/')[-1])\n",
    "    des_rec_path = os.path.join(des_rec,root.split('/')[-1])\n",
    "    mkdir(des_rec_path)\n",
    "    mkdir(data_path)\n",
    "\n",
    "    cropImg = getImgInRedRect(imgPath)\n",
    "    \n",
    "    if not cropImg is None :\n",
    "        cropImg = cv2.cvtColor(cropImg, cv2.COLOR_BGR2GRAY)\n",
    "        oriImg.astype(np.uint8)\n",
    "        result = cv2.matchTemplate(oriImg, cropImg, cv2.TM_CCOEFF_NORMED) \n",
    "        x_and_y = np.unravel_index(result.argmax(),result.shape)\n",
    "        print(x_and_y)\n",
    "\n",
    "        tree = ET.parse('/msl/home/kelly08385/Pictures/trained_defect/total_0630/Annotations/2300AAHL5AHYC14C100007-03.xml')\n",
    "        tree_root = tree.getroot()\n",
    "        change_dict = {\"filename\":file[:-4]+\".xml\",\"width\":oriImg.shape[1],\"height\":oriImg.shape[0],\"xmin\":x_and_y[1],\"ymin\":x_and_y[0],\\\n",
    "                                       \"xmax\":x_and_y[1]+cropImg.shape[1],\"ymax\":x_and_y[0]+cropImg.shape[0],\"name\":root.split('/')[-1]}\n",
    "\n",
    "        for key in change_dict.keys():\n",
    "            for e in tree_root.iter(key):\n",
    "                e.text = str(change_dict[key])\n",
    "                tree.write(os.path.join(xml_path,file[:-4]+\".xml\"))\n",
    "        shutil.copy(os.path.join(ori_path,file),os.path.join(data_path2,file))\n",
    "        shutil.move(os.path.join(ori_path,file),os.path.join(data_path,file))\n",
    "        shutil.move(imgPath,os.path.join(des_rec_path,file))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2856TL83J10AP134100001-01.jpg\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:36: DeprecationWarning: `imread` is deprecated!\n",
      "`imread` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n",
      "Use ``imageio.imread`` instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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    {
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      "2856TL7B52EAQ1DA100001-01.jpg\n",
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      "(402, 613)\n",
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      "(294, 434)\n",
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      "(538, 620)\n",
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      "(338, 432)\n",
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      "(427, 554)\n",
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      "(114, 373)\n",
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      "(412, 604)\n",
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      "(118, 604)\n",
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      "(334, 657)\n",
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      "(123, 427)\n",
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      "(308, 536)\n",
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      "(368, 483)\n",
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      "(291, 406)\n",
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      "(338, 478)\n",
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      "(394, 439)\n",
      "2856TL7C23MBD148100001-01.jpg\n",
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      "(358, 585)\n",
      "2856TL7AD06AM17H100001-01.jpg\n",
      "2856AAHL3AXXY128100003-01.jpg\n",
      "(244, 567)\n",
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      "(448, 594)\n",
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      "(273, 460)\n",
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      "(312, 376)\n",
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      "(224, 516)\n",
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      "(268, 512)\n",
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      "(340, 508)\n",
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      "(488, 487)\n",
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      "(186, 590)\n",
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      "(371, 499)\n",
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      "(456, 643)\n",
      "2856TL7BB1GAT117100001-01.jpg\n",
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      "(316, 492)\n",
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      "(420, 527)\n",
      "2856TL7B402AN10H100001-01.jpg\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "(374, 634)\n",
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      "(60, 416)\n",
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      "(392, 581)\n",
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      "(314, 422)\n",
      "2856TL7B53WAB1Q4100001-01.jpg\n",
      "2856TL7A20LAV10J100001-01.jpg\n",
      "2856TL7B304AL1B4100001-01.jpg\n",
      "(366, 522)\n",
      "2856TL7B648AM1K7100001-03.jpg\n",
      "(397, 422)\n",
      "2856TL7B42JAY1P5100001-01.jpg\n",
      "2856TL7AL23AC163100002-01.jpg\n",
      "(472, 576)\n",
      "2856TL7B648AE182100001-01.jpg\n",
      "(212, 534)\n"
     ]
    }
   ],
   "source": [
    "# use demooutput to create xml\n",
    "# use rec to find no rec\n",
    "\n",
    "ori_path = \"/msl/home/kelly08385/Pictures/Fast_defect/2851/ori\"\n",
    "rec_path = \"/msl/home/kelly08385/Pictures/Fast_defect/2851/rec\"\n",
    "xml_path = \"/msl/home/kelly08385/Pictures/Fast_defect/2851/Annotations\"\n",
    "data_path = \"/msl/home/kelly08385/Pictures/Fast_defect/2851/data\"\n",
    "data_path2 = \"/msl/home/kelly08385/Pictures/Fast_defect/2851/JPEGImages\"\n",
    "des_rec = \"/msl/home/kelly08385/Pictures/Fast_defect/2851/train_rec\"\n",
    "\n",
    "for root, dirs, files in os.walk(rec_path):\n",
    "    for file in files:\n",
    "        print(file)\n",
    "        create_xml(ori_path,root,file,xml_path,data_path,data_path2,des_rec)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getImgInBlueRect(imgPath):\n",
    "        ret = ''\n",
    "        path_arr = imgPath.split(os.path.sep)\n",
    "        rawImg = imread(imgPath)\n",
    "        if size(rawImg,3) < 3:\n",
    "            return ret\n",
    "#         output = os.path.abspath(os.path.join(targetPath,'redRec'))\n",
    "#         for index, path_ in enumerate(path_arr):\n",
    "#             if path_ not in sourcePath.split(os.path.sep):\n",
    "#                 output = os.path.join(output, path_)\n",
    " \n",
    "        tmpImg = np.copy(rawImg)\n",
    "        tmpImg = im2double(tmpImg)\n",
    "        tmpImg[:,:,0] = tmpImg[:,:,0] < 0.2\n",
    "        tmpImg[:,:,1] = tmpImg[:,:,1] < 0.2\n",
    "        tmpImg[:,:,2] = tmpImg[:,:,2] > 0.8\n",
    "        tmpImg = rgb2gray(tmpImg)\n",
    "        tmpImg = double(tmpImg > 0.9)\n",
    "        bw = tmpImg > 0.9\n",
    "        bw = bw.astype(int)\n",
    "        cleared = clear_border(bw)\n",
    "        stats = regionprops(label(cleared))\n",
    "        flag = False\n",
    "        #print (imgPath)\n",
    "        #print(output, output2, output3)\n",
    "        for currentStats in stats:\n",
    "            minr, minc, maxr, maxc = currentStats.bbox\n",
    "            if currentStats.area > 1000 and (maxr-minr) > 25 and (maxc-minc) > 25: # red rectangle\n",
    "                x = int(max(round(minr + 10), 1))\n",
    "                y = int(min(round(maxc - 10), size(rawImg,2)))\n",
    "                crop = rawImg[x:int(min(round(maxr - 10), size(rawImg,1))), int(max(round(minc + 10) , 1)):y,:]\n",
    "                flag = True\n",
    "                returnX = x\n",
    "                returnY = int(max(round(minc + 10) , 1))\n",
    "                #imsave(output, crop)\n",
    "        if flag:\n",
    "            return crop\n",
    "        else:\n",
    "            return None\n",
    "                #print (\"red rec:\", output)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---------------------------------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:36: DeprecationWarning: `imread` is deprecated!\n",
      "`imread` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n",
      "Use ``imageio.imread`` instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "currentstats 347 503 678 757\n",
      "maxArea 4573\n",
      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/C010/TL50B1AA/G 4800TL78P0YAM1HC100001-01.JPG\n",
      "4800TL78P0YAM1HC100001-01.JPG\n",
      "currentstats 309 629 608 872\n",
      "maxArea 4232\n",
      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/C010/TL50B1AA/G 4800TL78P0YAN125100001-01.JPG\n",
      "4800TL78P0YAN125100001-01.JPG\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:14: DeprecationWarning: `imsave` is deprecated!\n",
      "`imsave` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n",
      "Use ``imageio.imwrite`` instead.\n",
      "  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "currentstats 291 636 582 873\n",
      "maxArea 4087\n",
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      "4800TL78P0YAS1FB100001-01.JPG\n",
      "currentstats 406 722 642 978\n",
      "maxArea 3517\n",
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      "4800TL78P0YAS1K1100001-01.JPG\n",
      "currentstats 350 538 530 834\n",
      "maxArea 3530\n",
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      "4800TL78P0YAW107100001-01.JPG\n",
      "currentstats 417 650 581 832\n",
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      "currentstats 738 594 859 741\n",
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      "currentstats 499 408 621 620\n",
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      "currentstats 354 729 438 871\n",
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      "4800AAHJ1ABYD1B3100001-01.JPG\n",
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      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/PS_R/TL52D1AA/G 4800TL81T27AC142100001-01.JPG\n",
      "4800TL81T27AC142100001-01.JPG\n",
      "currentstats 484 576 612 684\n",
      "maxArea 1797\n",
      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/PS_R/TL52D1AA/G 4800TL81T27AC1DC100001-01.JPG\n",
      "4800TL81T27AC1DC100001-01.JPG\n",
      "currentstats 279 387 441 555\n",
      "maxArea 2529\n",
      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/PS_R/TL52D1AA/G 4800TL81T27AD1CP100001-01.JPG\n",
      "4800TL81T27AD1CP100001-01.JPG\n",
      "currentstats 450 668 530 762\n",
      "maxArea 1295\n",
      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/PS_R/TL52D1AA/G 4800TL81T27AD1D9100001-01.JPG\n",
      "4800TL81T27AD1D9100001-01.JPG\n"
     ]
    },
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     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "maxArea 1705\n",
      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/PS_R/TL52D1AA/G 4800TL81T27AE1CD100001-01.JPG\n",
      "4800TL81T27AE1CD100001-01.JPG\n",
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      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/PS_R/TL52D1AA/G 4800TL81T27AF17K100001-01.JPG\n",
      "4800TL81T27AF17K100001-01.JPG\n",
      "currentstats 574 432 684 571\n",
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      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/PS_R/TL52D1AA/G 4800TL81T27AF1AL100001-01.JPG\n",
      "4800TL81T27AF1AL100001-01.JPG\n",
      "currentstats 265 601 359 690\n",
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      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/PS_R/TL52D1AA/G 4800TL81T27AG109100001-01.JPG\n",
      "4800TL81T27AG109100001-01.JPG\n",
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      "4800TL81T27AG10B100001-01.JPG\n",
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      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/PS_R/TL52D1AA/G 4800TL81T27AG18P100001-01.JPG\n",
      "4800TL81T27AG18P100001-01.JPG\n",
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      "4800TL81T27AG19C100001-01.JPG\n",
      "currentstats 392 491 513 627\n",
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      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/PS_R/TL52D1AA/G 4800TL81T27AJ19B100001-01.JPG\n",
      "4800TL81T27AJ19B100001-01.JPG\n",
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      "4800TL81T27AK172100001-01.JPG\n",
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      "4800TL78Q04AE13L100001-01.JPG\n",
      "currentstats 512 606 618 724\n",
      "maxArea 1656\n",
      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/PS_R/TL55D1AA/G 4800TL78Q06AQ194100001-01.JPG\n",
      "4800TL78Q06AQ194100001-01.JPG\n",
      "currentstats 187 438 296 627\n",
      "maxArea 2249\n",
      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/PS_R/TL55D1AA/G 4800TL7BQ1HAB10G100001-01.JPG\n",
      "4800TL7BQ1HAB10G100001-01.JPG\n",
      "currentstats 160 504 252 629\n",
      "maxArea 1645\n",
      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/PS_R/TL55D1AA/G 4800TL7BQ1HAB114100001-01.JPG\n",
      "4800TL7BQ1HAB114100001-01.JPG\n",
      "currentstats 316 659 424 771\n",
      "maxArea 1639\n",
      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/PS_R/TL55D1AA/G 4800TL7BQ1HAC1DE100001-01.JPG\n",
      "4800TL7BQ1HAC1DE100001-01.JPG\n",
      "currentstats 160 601 266 710\n",
      "maxArea 1629\n",
      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/PS_R/TL55D1AA/G 4800TL7BQ1HAD109100001-01.JPG\n",
      "4800TL7BQ1HAD109100001-01.JPG\n",
      "currentstats 218 417 315 631\n",
      "maxArea 2381\n",
      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/PS_R/TL55D1AA/G 4800TL7BQ1HAE10E100001-01.JPG\n",
      "4800TL7BQ1HAE10E100001-01.JPG\n",
      "currentstats 324 557 432 700\n",
      "maxArea 1871\n",
      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/PS_R/TL55D1AA/G 4800TL7BQ1HAG17K100001-01.JPG\n",
      "4800TL7BQ1HAG17K100001-01.JPG\n",
      "currentstats 348 588 444 700\n",
      "maxArea 1593\n",
      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/PS_R/TL55D1AA/G 4800TL7BQ1NAB1C6100001-01.JPG\n",
      "4800TL7BQ1NAB1C6100001-01.JPG\n",
      "currentstats 394 605 480 727\n",
      "maxArea 1531\n",
      "/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop/PS_R/TL55D1AA/G 4800TL7BQ1NAD182100001-01.JPG\n",
      "4800TL7BQ1NAD182100001-01.JPG\n"
     ]
    }
   ],
   "source": [
    "imagePath = \"/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/\"\n",
    "outputPath = \"/mnt/defect39/815_Defect/紅框分類/20180327_done/紅框/crop\"\n",
    "# imagePath = \"/msl/home/kelly08385/Downloads/onfmout\"\n",
    "# outputPath = \"/msl/home/kelly08385/Downloads/onfmout/crop\"\n",
    "for root,dirs,files in os.walk(imagePath):\n",
    "    for file in files:\n",
    "        # print(root,file)\n",
    "        cropImg = getImgInRedRect(os.path.join(root,file))\n",
    "        if not cropImg is None: \n",
    "            _outputPath = os.path.join(*root.split('/')[-3:])\n",
    "            _outputPath = outputPath + '/' +_outputPath\n",
    "            print(_outputPath,file)\n",
    "            mkdir(_outputPath)\n",
    "            imsave(os.path.join(_outputPath,file), cropImg)\n",
    "            print(file)\n",
    "            "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---------------------------------------------------------------------------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# use the crop image to find no rec and save with xml\n",
    "#### xml is include x y xmax ymax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os,cv2\n",
    "import numpy as np\n",
    "import xml.etree.cElementTree as ET\n",
    "import shutil\n",
    "\n",
    "\n",
    "crop_image_path = \"/home/kelly/Pictures/defect/0308_work/2800_DBC_0928-0305\"\n",
    "no_rec_path = \"/home/kelly/Pictures/defect/0308_work/no_redRec\"\n",
    "xml_path = \"/home/kelly/Pictures/defect/0308_work/xml\"\n",
    "\n",
    "no_rec_arr = os.listdir(no_rec_path)\n",
    "\n",
    "#8800TL7BQ2NBC138100001-01\n",
    "\n",
    "for root,dirs,files in os.walk(crop_image_path):\n",
    "    for file in files:\n",
    "        print(file)\n",
    "        if file in no_rec_arr:\n",
    "            print(\"!!\")\n",
    "            # create xml\n",
    "            oriImg = cv2.imread(os.path.join(no_rec_path,file[:-4]+\".jpg\"))\n",
    "            if not os.path.exists(os.path.join(\"/home/kelly/Pictures/defect/0308_work/data\",root.split('/')[-1])):\n",
    "                os.mkdir(os.path.join(\"/home/kelly/Pictures/defect/0308_work/data\",root.split('/')[-1]))\n",
    "            shutil.copy(os.path.join(no_rec_path,file[:-4]+\".jpg\"), os.path.join(\"/home/kelly/Pictures/defect/0308_work/data\",root.split('/')[-1],file[:-4]+\".jpg\"))\n",
    "            cropImg = cv2.imread(os.path.join(root,file[:-4]+\".jpg\"))\n",
    "            \n",
    "            result = cv2.matchTemplate(oriImg, cropImg, cv2.TM_CCOEFF_NORMED) \n",
    "            x_and_y = np.unravel_index(result.argmax(),result.shape)\n",
    "            print(x_and_y)\n",
    "            tree = ET.parse('/home/kelly/Pictures/fastrcnn/8800_0307/result/Annotations/8800AAHFJABXD1A2100001-01.xml')\n",
    "            tree_root = tree.getroot()\n",
    "            change_dict = {\"filename\":\"8800TL76B0TAM1BA100001-01\",\"width\":oriImg.shape[1],\"height\":oriImg.shape[0],\"xmin\":x_and_y[1],\"ymin\":x_and_y[0],\\\n",
    "                                           \"xmax\":x_and_y[1]+cropImg.shape[1],\"ymax\":x_and_y[0]+cropImg.shape[0],\"name\":root.split('/')[-1]}\n",
    "\n",
    "            for key in change_dict.keys():\n",
    "                for e in tree_root.iter(key):\n",
    "                    e.text = str(change_dict[key])\n",
    "                    tree.write(os.path.join(xml_path,file[:-4]+\".xml\"))\n",
    "        else:\n",
    "            print(\"the file doesn't exist\")\n",
    "            "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----------------------------------------------------------------------------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 將xml defect type 轉成 total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# all defect class to one class\n",
    "# change xml object name to defect\n",
    "import xml.etree.cElementTree as ET\n",
    "\n",
    "source_xml_path = \"/msl/home/kelly08385/Pictures/trained_defect/D300/Annotations\"\n",
    "des_xml_path = \"/msl/home/kelly08385/Pictures/trained_defect/total_0629/Annotations\"\n",
    "source_img_path = \"/msl/home/kelly08385/Pictures/trained_defect/D300/data\"\n",
    "des_img_path = \"/msl/home/kelly08385/Pictures/trained_defect/total_0629/JPEGImages\"\n",
    "#des_img_path2 = \"/msl/home/kelly08385/Pictures/trained_defect/total_0416/data/1156\"\n",
    "\n",
    "for root,dirs,files in os.walk(source_img_path):\n",
    "    for file in files:\n",
    "        dir = root.split('/')[-1]\n",
    "        #mkdir(os.path.join(des_img_path2,dir))\n",
    "        _source_xml_path = os.path.join(source_xml_path,file[:-4]+'.xml')\n",
    "        if os.path.exists(_source_xml_path):\n",
    "            tree = ET.parse(_source_xml_path)\n",
    "            tree_root = tree.getroot()\n",
    "            change_dict = {\"name\":'defect'}\n",
    "\n",
    "            for key in change_dict.keys():\n",
    "                for e in tree_root.iter(key):\n",
    "                    e.text = str(change_dict[key])\n",
    "                    tree.write(os.path.join(des_xml_path,file[:-4]+\".xml\"))\n",
    "            shutil.copy(os.path.join(root,file),os.path.join(des_img_path,file))\n",
    "            #shutil.copy(os.path.join(root,file),os.path.join(des_img_path2,dir,file))"
   ]
  }
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