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@patricksnape
Created August 3, 2015 10:23
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{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# Copying Normals From ICT-3DRFE\n\nInstall the required Python files by installing conda as described on the menpo.org website [here](http://www.menpo.org/installation/).\n\nAlso install menpodetect:\n\n conda install -c menpo menpo menpodetect requests -y\n \nYou are probably best to make yourself a folder on our server, atlas:\n\n /vol/atlas/homes\n \nAnd make yourself a folder under your username. You can then extract the miniconda installation into there which won't knock you over your quota. If you are on a laptop or something, then just install conda. Honestly, even if you just use it for this, don't try and install menpo using pip, it will just be really really complicated.\n\nOnce you have menpo installed and working (and an environment created - I'll assume you called it 'menpo'), install IPython and start it:\n\n source activate menpo\n conda install ipython-notebook -y\n ipython notebook\n \nDownload this notebook and make sure you put it in somewhere that is accessible from IPython. Note that IPython can only see directories BELOW the one you started it in. So if you have a particular folder you work in, maybe navigate to that directory before running ``ipython notebook``.\n\nThen, run each cell of this notebook!"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Import stuff, define functions\n\nIf anything fails here, then installation has failed..."
},
{
"metadata": {
"collapsed": false,
"trusted": true
},
"cell_type": "code",
"source": "%matplotlib inline\nimport menpo.io as mio\nimport numpy as np\nfrom pathlib import Path\nimport dlib\nfrom menpo.visualize import visualize_images, print_progress\nfrom menpo.transform import AlignmentSimilarity, PiecewiseAffine, ThinPlateSplines\nfrom menpo.shape import PointCloud\nfrom menpo.image import Image\nfrom menpodetect import load_dlib_frontal_face_detector\nimport requests\nimport sys\nimport bz2\n\n\nDLIB_PREDICTOR_URL = 'http://sourceforge.net/projects/dclib/files/dlib/v18.10/shape_predictor_68_face_landmarks.dat.bz2/download'\nDLIB_PREDICTOR_ARCHIVE_FNAME = Path('shape_predictor.bz2')\nDLIB_PREDICTOR_FNAME = Path('shape_predictor.dat')\n\n\ndef decompress(bz2_fname, out_name):\n bz2_fname = str(bz2_fname)\n out_name = str(out_name)\n if (bz2_fname.endswith('bz2')):\n with open(out_name, 'wb') as out_f:\n decompressed = bz2.BZ2File(bz2_fname).read()\n out_f.write(decompressed)\n else:\n print('Not a bz2 file')\n\ndef pointgraph_to_rect(pg):\n min_p, max_p = pg.bounds()\n return dlib.rectangle(left=int(min_p[1]), top=int(min_p[0]),\n right=int(max_p[1]), bottom=int(max_p[0]))\n\ndef full_object_detection_to_pointcloud(full_object_detection):\n return PointCloud(np.vstack([(p.y, p.x) for p in full_object_detection.parts()]))\n\n\ndef download_file(url, out_name):\n local_filename = url.split('/')[-1]\n # NOTE the stream=True parameter\n r = requests.get(url, stream=True)\n size_in_bytes = int(r.headers['content-length'])\n n_chunks = size_in_bytes // 1024\n with open(str(out_name), 'wb') as f:\n for chunk in print_progress(r.iter_content(chunk_size=1024), \n n_items=n_chunks,\n prefix='Downloading dlib predictor'):\n if chunk: # filter out keep-alive new chunks\n f.write(chunk)\n f.flush()",
"execution_count": 14,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Download the predictor model and save it locally"
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "detector = load_dlib_frontal_face_detector()\n\nif not DLIB_PREDICTOR_FNAME.exists():\n download_file(DLIB_PREDICTOR_URL, DLIB_PREDICTOR_ARCHIVE_FNAME)\n decompress(DLIB_PREDICTOR_ARCHIVE_FNAME, DLIB_PREDICTOR_FNAME)\n\npredictor = dlib.shape_predictor(str(DLIB_PREDICTOR_FNAME))",
"execution_count": 17,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# INPUT - EDIT THIS"
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "# Input image to get normals for\nINPUT_IMAGE_PATH = Path('/vol/atlas/homes/pts08/abhijeet/246468643777343692.jpg')\n# ICT subject ROOT folder (not including shader subpath) to copy normals from\nICT_SUBJECT_FOLDER = Path('/vol/atlas/databases/ict_3drfe/medium_res/expressions_6/08')\n\n# Output folder - results will be saved in here\n# Be careful, because multiple runs will overwrite\nOUTPUT_FOLDER = Path('/vol/atlas/homes/pts08/abhijeet/test')\nif not OUTPUT_FOLDER.exists():\n OUTPUT_FOLDER.mkdir(parents=True)",
"execution_count": 18,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Load images"
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "ICT_SUBJECT_TEXTURE = ICT_SUBJECT_FOLDER / 'shader/diff_texture.bmp'",
"execution_count": 19,
"outputs": []
},
{
"metadata": {
"scrolled": true,
"collapsed": false,
"trusted": true
},
"cell_type": "code",
"source": "input_image = mio.import_image(INPUT_IMAGE_PATH)\nict_texture = mio.import_image(ICT_SUBJECT_TEXTURE)",
"execution_count": 20,
"outputs": [
{
"output_type": "stream",
"text": "/home/pts08/gits/menpo/menpo/io/input/landmark.py:302: MenpoDeprecationWarning: LJSON v1 is deprecated. export_landmark_file{s}() will only save out LJSON v2 files. Please convert all LJSON files to v2 by importing into Menpo and re-exporting to overwrite the files.\n 'overwrite the files.', MenpoDeprecationWarning)\n",
"name": "stderr"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Detect points on input image (frontal only)"
},
{
"metadata": {
"collapsed": false,
"trusted": true
},
"cell_type": "code",
"source": "# Detect bounding box\nif not detector(input_image, greyscale=False):\n print('Failed to detect')\nelse:\n print('Detection successful')",
"execution_count": 21,
"outputs": [
{
"output_type": "stream",
"text": "Detection successful\n",
"name": "stdout"
}
]
},
{
"metadata": {
"collapsed": false,
"trusted": true
},
"cell_type": "code",
"source": "# Predict 68 points\nprediction_68 = predictor(np.array(input_image.as_PILImage()),\n pointgraph_to_rect(input_image.landmarks['dlib_0'].lms))\n\ninput_image.landmarks['face'] = full_object_detection_to_pointcloud(prediction_68)",
"execution_count": 22,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Do a coarse warp between the images"
},
{
"metadata": {
"collapsed": false,
"trusted": true
},
"cell_type": "code",
"source": "input_image = input_image.as_masked(copy=False)\ninput_image.constrain_mask_to_landmarks(group='face')\n\ncoarse_warp = ThinPlateSplines(input_image.landmarks['face'].lms,\n ict_texture.landmarks['LJSON'].lms)",
"execution_count": 23,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "%matplotlib inline\n\n# Just so you can see if the warp is any good!\nvisualize_images([ict_texture.warp_to_mask(input_image.mask, coarse_warp),\n input_image])",
"execution_count": 24,
"outputs": [
{
"output_type": "display_data",
"data": {
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SYEqJDhx3k1XUSkAZBTu9kWIEEtIas+3lEmAUACkiMkpxbBu6tUoMwVZ6IzylC6kk1Ipy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VpgtbrEV4YzGE9svh95wzbTFFP+elcBydX/kTf+bjfRhfz9f+vBbMb8D5zu/6Rb76W/+LoqUI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\ndR/1/wObszEcuOYlZgAAAABJRU5ErkJggg==\n",
"text/plain": "<matplotlib.figure.Figure at 0x7f388134b210>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Warp and resave the normals"
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "normals_r = mio.import_image(ICT_SUBJECT_FOLDER / 'shader/diff_normal_r.bmp').rescale_pixels(-1.0, 1.0)\nnormals_g = mio.import_image(ICT_SUBJECT_FOLDER / 'shader/diff_normal_g.bmp').rescale_pixels(-1.0, 1.0)\nnormals_b = mio.import_image(ICT_SUBJECT_FOLDER / 'shader/diff_normal_b.bmp').rescale_pixels(-1.0, 1.0)\n\nnormals_spec = mio.import_image(ICT_SUBJECT_FOLDER / 'shader/spec_normal.bmp').rescale_pixels(-1.0, 1.0)",
"execution_count": 25,
"outputs": []
},
{
"metadata": {
"collapsed": false,
"trusted": true
},
"cell_type": "code",
"source": "normals_r_warped = normals_r.warp_to_mask(input_image.mask, coarse_warp)\nnormals_g_warped = normals_g.warp_to_mask(input_image.mask, coarse_warp)\nnormals_b_warped = normals_b.warp_to_mask(input_image.mask, coarse_warp)\n\nnormals_spec_warped = normals_spec.warp_to_mask(input_image.mask, coarse_warp)",
"execution_count": 26,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "normals_r_warped = normals_r_warped.rescale_pixels(0, 1)\nnormals_g_warped = normals_g_warped.rescale_pixels(0, 1)\nnormals_b_warped = normals_b_warped.rescale_pixels(0, 1)\n\nnormals_spec_warped = normals_spec_warped.rescale_pixels(0, 1)",
"execution_count": 27,
"outputs": []
},
{
"metadata": {
"collapsed": false,
"trusted": true
},
"cell_type": "code",
"source": "# Save all the images\nbase_name = INPUT_IMAGE_PATH.stem\n\nmio.export_image(normals_r_warped, OUTPUT_FOLDER / '{}_normal_r.bmp'.format(base_name), overwrite=True)\nmio.export_image(normals_g_warped, OUTPUT_FOLDER / '{}_normal_g.bmp'.format(base_name), overwrite=True)\nmio.export_image(normals_b_warped, OUTPUT_FOLDER / '{}_normal_b.bmp'.format(base_name), overwrite=True)\n\nmio.export_image(normals_spec_warped, OUTPUT_FOLDER / '{}_spec_normal.bmp'.format(base_name), overwrite=True)",
"execution_count": 28,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "python2",
"display_name": "Python 2",
"language": "python"
},
"language_info": {
"mimetype": "text/x-python",
"nbconvert_exporter": "python",
"name": "python",
"pygments_lexer": "ipython2",
"version": "2.7.10",
"file_extension": ".py",
"codemirror_mode": {
"version": 2,
"name": "ipython"
}
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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