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@patricksnape
Created June 15, 2017 19:24
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{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# Loading and Saving Landmarks"
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "import menpo.io as mio",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "# Load an image - here we use a built in image for simplicity\nbuiltin_image = mio.import_builtin_asset.takeo_ppm()\n\n# Then lets save the image and landmarks to disk to \n# pretend that it's your image and the ground truth\n# Note that internally the Takeo image has a set of\n# landmarks saved as a .PTS file but here we save it\n# as an .LJSON file (note we set overwrite here so \n# you can re-run the notebook)\nmio.export_image(builtin_image, '/tmp/image.jpg',\n overwrite=True)\nmio.export_landmark_file(builtin_image.landmarks['PTS'],\n '/tmp/image.ljson',\n overwrite=True)",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "# Ok, let's pretend it's your image\nimage = mio.import_image('/tmp/image.jpg')\n\n# See how it automatically has the .LJSON landmarks attached?\nprint(image.landmarks)",
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"text": "LandmarkManager: n_groups: 1\n(LJSON): PointCloud: n_points: 68, n_dims: 2\n",
"name": "stdout"
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "# Now, there may be multiple landmarks, for example,\n# your AAM fitting and the ground truth. We can still\n# easily load these. Let's save more landmarks so we\n# can load them (note we set overwrite here so you can\n# re-run the notebook).\nmio.export_landmark_file(image.landmarks['LJSON'],\n '/tmp/image_gt.pts', \n overwrite=True)\nmio.export_landmark_file(image.landmarks['LJSON'],\n '/tmp/image_aam.ljson',\n overwrite=True)",
"execution_count": 4,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "def landmark_resolver(im_path):\n parent = im_path.parent\n gt_path = parent / '{}_gt.pts'.format(im_path.stem)\n aam_fit_path = parent / '{}_aam.ljson'.format(im_path.stem)\n return {\n 'gt': gt_path,\n 'aam': aam_fit_path\n }\n\n# We load the 'new' image with the method that computes\n# where to find the landmarks\nimage_with_fits = mio.import_image('/tmp/image.jpg',\n landmark_resolver=landmark_resolver)",
"execution_count": 5,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "# See how gt and aam are attached as landmarks?\nprint(image_with_fits.landmarks)",
"execution_count": 7,
"outputs": [
{
"output_type": "stream",
"text": "LandmarkManager: n_groups: 2\n(aam): PointCloud: n_points: 68, n_dims: 2\n(gt): PointCloud: n_points: 68, n_dims: 2\n",
"name": "stdout"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Comparing Landmarks"
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "import menpofit\n\n# Load the default AAM\naam = menpofit.aam.load_balanced_frontal_face_fitter()",
"execution_count": 9,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "# Fit from the bounding box - note this is unrealistic since\n# we are using the ground truth, see menpodetect for face\n# detection options\nresult = aam.fit_from_bb(image, image.landmarks['LJSON'].bounding_box(),\n gt_shape=image.landmarks['LJSON'])",
"execution_count": 14,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "%matplotlib inline\n\n# The error comes from the fact that we provided\n# a ground truth shape\nprint(result)",
"execution_count": 17,
"outputs": [
{
"output_type": "stream",
"text": "Fitting result of 68 landmark points.\nInitial error: 0.0585\nReconstructed initial error: 0.0585\nFinal error: 0.0188\n",
"name": "stdout"
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "# What if we want to compute the error manually?\nfrom menpofit.error import outer_eye_corner_68_euclidean_error\n\n# We provide some metrics already - but writing a metric\n# can also just be done using numpy\nouter_eye_corner_68_euclidean_error(result.final_shape,\n result.gt_shape)",
"execution_count": 18,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "0.031232495822036448"
},
"metadata": {},
"execution_count": 18
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "# What if I want to get only the left eye from the result?\nfrom menpo.landmark.labels import face_ibug_68_to_face_ibug_68\n\nlabelled_final_shape = face_ibug_68_to_face_ibug_68(result.final_shape)\nprint(labelled_final_shape.labels)",
"execution_count": 28,
"outputs": [
{
"output_type": "stream",
"text": "['jaw', 'left_eyebrow', 'right_eyebrow', 'nose', 'left_eye', 'right_eye', 'mouth']\n",
"name": "stdout"
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "# Return a new set of landmarks with only the left eye\nleft_eye = labelled_final_shape.with_labels('left_eye')",
"execution_count": 25,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "# View the result to prove it's the left eye!\nimage.view()\nleft_eye.view()",
"execution_count": 26,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "<menpo.visualize.viewmatplotlib.MatplotlibLandmarkViewer2d at 0x11c8871d0>"
},
"metadata": {},
"execution_count": 26
},
{
"output_type": "display_data",
"data": {
"image/png": 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tJfBqY4lt7Ec+t1J9yea8jMPDwxiPx8dMm5J+vz/TFolHc7aNdxsjvpcs537fm/OYb5Uq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\nv3wrut1ubG1tNde4KZEmTjf3kj1n5mO1kyZB+Vs9LfOXb0n10PPoer1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S//IBTafTmUAO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"text/plain": "<matplotlib.figure.Figure at 0x11d146d30>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "# And we can associate the landmarks with the image as follows\nimage.landmarks['left_eye'] = left_eye\n\nimage.view_landmarks(group='left_eye')",
"execution_count": 27,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "<menpo.visualize.viewmatplotlib.MatplotlibLandmarkViewer2d at 0x11c722908>"
},
"metadata": {},
"execution_count": 27
},
{
"output_type": "display_data",
"data": {
"image/png": 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yKetiGb4ymOlUE2Pwe1i+C3WU7czAdltk64CEncVJxuVeKQvjGhxEZwGZ1dCq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\n",
"text/plain": "<matplotlib.figure.Figure at 0x11b42ec50>"
},
"metadata": {}
}
]
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"mimetype": "text/x-python",
"nbconvert_exporter": "python",
"file_extension": ".py",
"version": "3.5.3",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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