{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lucas Kanade Models - Basics\n", "The aim of this notebook is to showcase how one can build and fit Lucas Kanade to images using ``menpofit``.\n", "\n", "Note that this notebook assumes that the user has previously gone through the AAMs Basics notebook and he/she is already familiar with the basics of `Menpo`'s Deformable Model Fitting framework explained in there." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Loading data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "from pathlib import Path\n", "import menpo.io as mio\n", "\n", "\n", "takeo = mio.import_builtin_asset.takeo_ppm()\n", "takeo = takeo.as_greyscale(mode='luminosity')\n", "\n", "# Use a bounding box rather than the facial shape\n", "takeo.landmarks['bounding_box'] = takeo.landmarks['PTS'].lms.bounding_box()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ysy0zBq9+FngK4M7Ozibjx36gPqocOr0kY48Za3OGuoRg9Mg+rOpHyvCLn0ug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bP1mya5vJEcMy0UnHwsz+ulpEni40Tw5Qm6mogZI3VVjhOe45y1m4ySskqP6Gw2a5ib6q6+0Rls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\nY2i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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "takeo.view();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lucas-Kanade methods align a given template onto a provided image. Therefore, we must create a template that we will seek within a given input image. For example, a sensible template for the Takeo image might be the facial region." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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eebkMm+4QNByUXRdYkl03ehJIqn2CfQP4BNyu0ylo0kGbSgFoortl805D0j1d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\nSnC0bSZNjr8JPOsaAYq+1elW7+sKVUddLNyCW2rXl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iZiSh0eOH4dOZ/t+NnSty3dd0xs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Tcz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\nuSw2eM6XtSen7dgQR/NdsOc2VDIzeCvH76J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RfHTUeOuAd4Kraeq14K7kzaLX\nLJ+75665fNX5OZ2y4zijg3PlsH24UQ1/2taVx040C8KUrCxTZwOmyqecfpa3S1kAkYFCp07XRzMQ\nz0DX8VIBvuPT2QMDPY6Oqynw6jOpm83+525j8x1+1z7enQ97x6/hVWCv7LzSudMZ215FnUDw34Ec\nNjp7UTicUf05uTOd6UxnOtOZzvT/LZ2B/kxnOtOZznSm/2Da/DtNX5zpTGc605nOdKbT0nlEf6Yz\nnelMZzrTfzCdgf5MZzrTmc50pv9gOgP9mc50pjOd6Uz/wXQG+jOd6UxnOtOZ/oPpDPRnOtOZznSm\nM/0H0xnoz3SmM53pTGf6D6b/ByFkH2+/2nwHAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "template = takeo.crop_to_landmarks(group='bounding_box')\n", "\n", "template.view();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Build a Lucas Kanade fitter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Building an LK fitter using `Menpo` can be done using a single line of code." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from menpofit.lk import LucasKanadeFitter\n", "\n", "\n", "fitter = LucasKanadeFitter(template, group='bounding_box')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Fit using the LK fitter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In `Menpo`, LK fitters can be fitted to images by creating `Fitter` objects around them. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fitting a `LucasKanadeFitter` to an image is as simple as calling its `fit_from_bb` method. We will attempt to fit the cropped template we created earlier onto a perturbed version of the original image." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitting result of 4 landmark points.\n", "Initial error: 0.0520\n", "Final error: 0.0000\n" ] } ], "source": [ "from menpofit.fitter import noisy_shape_from_bounding_box\n", "\n", "gt_bb = takeo.landmarks['bounding_box'].lms\n", "# generate perturbed bounding box\n", "init_bb = noisy_shape_from_bounding_box(fitter.reference_shape, gt_bb)\n", "# fit image\n", "fr = fitter.fit_from_bb(takeo, init_bb, gt_shape=gt_bb) \n", "\n", "# print fitting error\n", "print(fr)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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XepYsi5PdNxn72wGqq+ftm4E58Q+HQ/9FeaUlU2WdtGWEh1AKeJyh6Mw26g/r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cyMy8aHrHmxWNSYR3Z/xp5YvgsPwT0DD9aXzJAsnhH6XobmkDNmXVfd6KNj+zhvnLH6GJC9klCU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\nKd69e1e9G5QvsvFjgbgy5+BEF4XXJwOIUpvYr9kcyvqIjIH3k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kfXLFDYRWRhhgpWK4hQ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\nLY6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