| | |
|---|
| | | "cells": [ |
|---|
| | | { |
|---|
| | | "cell_type": "code", |
|---|
| | | "execution_count": 98, |
|---|
| | | "execution_count": 95, |
|---|
| | | "metadata": { |
|---|
| | | "collapsed": true |
|---|
| | | }, |
|---|
| | |
|---|
| | | }, |
|---|
| | | { |
|---|
| | | "cell_type": "code", |
|---|
| | | "execution_count": 99, |
|---|
| | | "execution_count": 96, |
|---|
| | | "metadata": { |
|---|
| | | "collapsed": true |
|---|
| | | }, |
|---|
| | |
|---|
| | | }, |
|---|
| | | { |
|---|
| | | "cell_type": "code", |
|---|
| | | "execution_count": 100, |
|---|
| | | "execution_count": 133, |
|---|
| | | "metadata": { |
|---|
| | | "collapsed": true |
|---|
| | | }, |
|---|
| | | "outputs": [], |
|---|
| | | "source": [ |
|---|
| | | "DATA_DIR = '/Data/nruiz9/data/facial_landmarks/biwi/'" |
|---|
| | | "def draw_axis(img, yaw, pitch, roll, tdx=None, tdy=None, size = 100):\n", |
|---|
| | | "\n", |
|---|
| | | " pitch = pitch * np.pi / 180\n", |
|---|
| | | " yaw = -(yaw * np.pi / 180)\n", |
|---|
| | | " roll = roll * np.pi / 180\n", |
|---|
| | | "\n", |
|---|
| | | " if tdx != None and tdy != None:\n", |
|---|
| | | " tdx = tdx\n", |
|---|
| | | " tdy = tdy\n", |
|---|
| | | " else:\n", |
|---|
| | | " height, width = img.shape[:2]\n", |
|---|
| | | " tdx = width / 2\n", |
|---|
| | | " tdy = height / 2\n", |
|---|
| | | " \n", |
|---|
| | | " # X-Axis pointing to right. drawn in red\n", |
|---|
| | | " x1 = size * (cos(yaw) * cos(roll)) + tdx\n", |
|---|
| | | " y1 = size * (cos(pitch) * sin(roll) + cos(roll) * sin(pitch) * sin(yaw)) + tdy\n", |
|---|
| | | "\n", |
|---|
| | | " # Y-Axis | drawn in green\n", |
|---|
| | | " # v\n", |
|---|
| | | " x2 = size * (-cos(yaw) * sin(roll)) + tdx\n", |
|---|
| | | " y2 = size * (cos(pitch) * cos(roll) - sin(pitch) * sin(yaw) * sin(roll)) + tdy\n", |
|---|
| | | "\n", |
|---|
| | | " # Z-Axis (out of the screen) drawn in blue\n", |
|---|
| | | " x3 = size * (sin(yaw)) + tdx\n", |
|---|
| | | " y3 = size * (-cos(yaw) * sin(pitch)) + tdy\n", |
|---|
| | | "\n", |
|---|
| | | " cv2.line(img, (int(tdx), int(tdy)), (int(x1),int(y1)),(0,0,255),3)\n", |
|---|
| | | " cv2.line(img, (int(tdx), int(tdy)), (int(x2),int(y2)),(0,255,0),3)\n", |
|---|
| | | " cv2.line(img, (int(tdx), int(tdy)), (int(x3),int(y3)),(255,0,0),2)\n", |
|---|
| | | " \n", |
|---|
| | | " return img" |
|---|
| | | ] |
|---|
| | | }, |
|---|
| | | { |
|---|
| | | "cell_type": "code", |
|---|
| | | "execution_count": 110, |
|---|
| | | "execution_count": 134, |
|---|
| | | "metadata": { |
|---|
| | | "collapsed": true |
|---|
| | | }, |
|---|
| | | "outputs": [], |
|---|
| | | "source": [ |
|---|
| | | "DATA_DIR = '../data/biwi/'" |
|---|
| | | ] |
|---|
| | | }, |
|---|
| | | { |
|---|
| | | "cell_type": "code", |
|---|
| | | "execution_count": 160, |
|---|
| | | "metadata": { |
|---|
| | | "collapsed": false, |
|---|
| | | "scrolled": true |
|---|
| | |
|---|
| | | "name": "stdout", |
|---|
| | | "output_type": "stream", |
|---|
| | | "text": [ |
|---|
| | | "[[ 0.999593 0.0057449 -0.027935 ]\n", |
|---|
| | | " [ 0.00145761 0.96793 0.251214 ]\n", |
|---|
| | | " [ 0.0284823 -0.251153 0.967528 ]] [ 33.8871 172.045 1144.61 ]\n", |
|---|
| | | "-1.6321367145 14.5517888999 0.0835488463624\n" |
|---|
| | | "[[ 0.882269 -0.323144 -0.342315]\n", |
|---|
| | | " [ 0.418743 0.87096 0.257067]\n", |
|---|
| | | " [ 0.215072 -0.370144 0.903735]] [ 121.636 129.474 1200.2 ]\n", |
|---|
| | | "-12.4197545983 22.2726024951 25.3899769953\n" |
|---|
| | | ] |
|---|
| | | }, |
|---|
| | | { |
|---|
| | | "data": { |
|---|
| | | "image/png": 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GLqepBBCLdDtQ2eieiCgexZYG1lEd04IGWuyMlkJkyF8gIUg+y+RnkgAeBSPL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XIQVlt8vkF0+Zdz1R/CBQ681PCe6//zrn65Hd+B7dyz/EcX7A3fwh3/j6I/K0YZe3ZFHGbWFk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FUcbJaNbAhui8vQ/udlSKJBLX2VFWWu9ELyABn0Eqk0fvgJaSKQq4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tBQJlbDslAjIWPx4p72rIZ0dsJgcskzvPhyW1Siu9wqaomiaknSUo3cPkiuiV0jr9dgZrZLjDIo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FKzDZwLQ9G46ZMWlgbefZ2y/85Ps+siy7g+FWVtPIbZ92gXs+Y8V4j/Fb73gP97//Oifb5Np3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pckOG/J5oFNHxLkFy+BxB7yfDwdSfl43ePVuEPKAmpj4jSQjMGP5dYilPZ3beU3fFLIgCYR\nnhsQCilM4HOKY6/BKkGyeq5Kf+6fQB53ye54BV91Fv7frXOoWsrtH/wB+4ddVOPHJNG/wv7WPmcW\nO8RFDIkmGw4R7WXSukLmR15WWOZIOyW2llpd0QgKEOEST4Q2knluiaMGJz/boCsc24cjRraNUgsU\nRYYRc0S0jCkdR9mc8ewug1dn1Bops5lgtrFFXyv2D9ZZPX3EenOb4cFlxu/3mZXf5jBVrJxvMrrf\n5953X2FWOJZbMUurEaeaLdyZIW+9+T41O+HBTc2J3pPEk30ebu1Q3JzTaO6zbJtY0WduUyamS3/j\nXebuAYVZIZUGrd5mcOMir+sDmuWQxQtnSQcx97IRvenzdHc+IHM7rPVeQBeWScMS35mw/PSQW//j\nXc788vNcfPJJoksvMktGPPjRJrd3vkP01JSWiijwdKBas0atK4nUMm5/jp4aDrMhcS+hHMX09hR7\nsUDVj2ipBWr5Bu0L/ybptTf58J1XGKzsMxsXRPXH2H/7JW7f08T1Bs0zT9FbrbNcK47TT/38LMDV\ncK4InV+KEFnA0z0dzQdWBOqN84wMryDyt9+KFueMDJ9DwMq1P5tG+SIsBNZVkFTivwYR4ALH03r1\nl6giuWOiVsrq1Ydc+WiR9unncTrCiZjIRqy8kMA3ZpTSIazCCkU5eY/a8iXOvbhC1rjEcGNMU84Q\n5jxK1YkNSLVMJA+RvWWitEPS7ABz0kkfXIkQvwpiH1FolPgqfPdPPlG9+lQUTfA6cmslVmuc0Bin\nfRfpnOdnOoMtfWfprMUVHnD2/E19vDjyb5jPaVZWUqrAnwSciD4GUIoKocEvg2J/oJB+OYPzHR+B\n/C5cAK9FwEkri46KOC9DOJz0/ob1rs/xqaCH4FxtrUQq8ag+wzHxnerrESCBYHyM81CAEAHXFKFI\n4xcwQgK2yhfy/p9+PHeBt1kVUkUUD7i58zV0/UXa7WcR7i6zo3uc+tw5ynGLWqvko405SXOI5SqW\nKUjBRCtUDFE7xZiIRHkNx8QWCOmIXUQr0rQUxLqDFCUyP2Q2KMm6CYWdUpYDCtfAxobxfoybTkia\nEtluc3LJcHQwJxcWVQ6Qc4WUKxSzOVHkSISjbKzS/WyD8UbO5GhEJrscpE0a0SWavbfY/3HEoZ7S\nqaUU2RqXz+ywv6V4OC2YTLeJTI/PfnnK7kPF/Z0BbnfCcHZIES2z0IpYaIwoD+vkszvsvn6CJ5cS\nlpcktUjz3g83WVzapLZ/RHL6AgtnDvmo3yX+6ALtpT7UYXnlDGK2jZw/xakzJ9i4dYf24le4dOU9\nrv/pGGO6CNkHIXFaYHJDZ2UVO/6AqZ2SMqSYd5iPI1b+uuTdr/eJD2PsqRbZNMPOhzzzhQazHxfc\nWtdMNzOSJzIW1RrDfJd8NkXu/4DeyRqLP3seSoMSXg8OGZAfq+EEBcIqP3nh9wge0yV4XJZBGulv\n4Fb4LTtSfwwyqkjsLozuvjnwmLz92HbdL0qd8BJpqugKfBKBQyGtYf38f8jKSYNME8+KiQRRLOi2\nBNKWFEqAVMRNCamhiCT9vSGuGCGFoYHAxd9FiRPEMkGI2zhZoyUk2uyg+ocgE1KGqChGiGsotwBp\njBCDT1ytPh1F04ETvnt01mK0xZrwnzVYW2JKdyxZNDYYeJDj8PxMP3LkYGM8SzE0ZtaACGFMQTLp\nhAKT+m4O8LJF4x3QHZ4Q7B0BcNpCHGJ+xSPXI/8RFDnCZ7OLWIGLPCk+iRBSYpxGVdinwJPbfcNb\n1W4cMYIpiI4fhwQ4KbH24yatwZFbeHqTDPtK7xnii6wTGkQcRqoIQsSwC76ZcU1xa+99Dh5cIW8W\niMYSZvxjZHyODINKh7hpwr23cy6dV9TljMg4jMwop02k7BNHKSpyxBQoCcLkSBmhgCh2KOFI3Jyj\nMkM3UmTsmB7OyY+OMHGbRsOQKst4PsIkLRwKNZ1h0BRGo22CthGZWUaZTfS0T1mPYNImLwoWthUP\noy0yGZNLhZnEFGoDs1pn8tE+pezgMknr7BFRO0fsgcsHxJFGRgnKQaPVQm0b8mRG1GjhXEqjtoAU\nJcNRjYmq45Iu0ZOAzYjzBDvKcQPDTrFHZ77O6skl7n3zGqJ7k958xg+iBZ56YY394R3u7yYsdAYY\nV6fMN3nswm/R/LdfYe/vfY/3hz6+tihysukS6dnHUSdmZAcTDvYs4rkFiC3mVcHM3KO/dZo8O8Lu\n3WVwuMsv/Dd/i876de79aBfV7ZHd1NieY9G8xXZ8FkeNo/2MUpeoMHA4mXHs1I/yG2NpcURePimN\nV48BXiOucMKEMd0nGgjCuB1wc1zkzx+Ffw6kl8pK4XPNhQ43/RjIsRiE0whqvsFR/jrzBmOVPZ1F\n1VzgmfprU8mU1Wfq1L+2QSGWqbHDwcN32c8fZ6HtjYkjIUm6i7ScYk4X42Isc6xbJmOfxkKdSaxo\nWEBKlFrBzTugm5RmTF5oCvuXbHvuhMNp3y3akOtjModBY6zGaDDGSyWN9pZvxgbVjymDXlyCjcJg\nGsi6Vnh7f2Jk8N4TAdh2sgjSsGqrLYiEX6J4QnvpFRLSF1oPQUY+YseEFblUwWougN54trodz3Fy\nnVh4qEFa71SEMwinghkrvplFIETpx1xKH3QVkMhjWaazx9gP1kf4ukqn5PyI5JH31HuCSBUgzkpl\nZHFRQm3/Dv/Df/k1btuM9t1d+rd2iFrQshn7fyHox33O/F/tnVmMZNdZx3/fuffWra1XT2dm7BnH\nY2eRHCeKIysmIopQ2JIoygsvQULKA8sLQiAeUKxIkXiEBwS8RAICQkCCUAwmMqAsJFICIcuMl8SO\nM7YHO7NP793VVXc5556Ph3NqprEC8fAwVS3uXyr17Vvd0/+qOfWd823/r5tyfJDg8i5lmZEv77E/\nrignE3qSsWoyChJKA7axdPIhaic4p+xqQtVx7F+6zt7IMOjlvGXQcGVcMRYDvqHrIUsTsiSnajyu\nVrJE2RorjW1IsobclfSyPUwJO67DxrajLxM0zxm5nPqyRYcZidmn2NnCrv4M/fFFdjxkOqYSB5c7\nlG/x1HsTbEdQzSn9mL3JGe5ebHh1eAM7MbgkJAMb3YSBwPqEiVMWklf5ytkuj7zlOJOmZGltkebS\nVVx1F5KPWT3zLnqnLrGwuMBxzTh/rc9dJ49x4xsX+Jfzn+U7T76VNz48YtmssnNji0H3FL/w0Ud4\n8YsvYC5u09Q15e6Ine98gxMfPkny9YZGO5Qb21g74UY9YW1pkaLYZe/8DjUFmS5z7sl/4wOnB5zu\n9bm6fUDdralW38bJjzzC5O/2mHQnMFjhiW/t8YuPrOKyhlSTW8kcUlSK8JVQfB4aN6ax9qnEoA1l\ncLiwNoXY+BFOlqEVMoMkejea3PTGEMVqh8Q0GK3CZ0UTpoPcRFyI14tBY7dyEF7JQgx0qj3RdOnk\nSyybY5xeO0+ZVSzTZ/u7JWP7EqdPvZ935ytcGBXU2rCXpCzkB+SqaNqJE2oNB1d3yBpP0WQUmtBJ\nj5H2L1Kro9ipYSEjT17/NMr5SARpEFgIJ8tQPkQS1FO8bWLrpMeqxaml8Rbf2JBR99HoiY1u6LRH\nJsbyJChDicY+9YRpTQWN8STTUbZhvdCIi8mfGB+PcVLw8T9h+vtxHtE094KGUiINep7akVg+Fd18\nDfVwh+qXQk2cECXuTOx+nLZsxp1fBGOiH29MyOrL1KWalr7HXTIJJwhvHCKxPhUFY1hMa558/Js8\n8/wPGNYjDtKSnJK8n1M2DVtuzFJTcaILi8dSNi/VnP/Py7x8dp+tDUV9gRmk7AnUWCq1TFyoDJiG\nG6pxw8Fmzf6oofaOuvFsCJhESTtClqaY1DBcWGJh1YQSMMIC7+cJTSqMrGW3adjarRglYXrj0FRB\nOLovrK1mJD2l1JShDFhMHb1aMV3Hqdyg3ZxGHFdQyiqlqvsUXiiN0kuh9Mq6UfoIrmmYWIMvYeGE\nYznLMGVFP+uxtJCy1vOsrXQ42R+yc2kLVhyu69DL+5TOkFuhUuVSkWHTDlrnJLnlxDHH6qMjFpY7\n9BdTPv3PT3Hx3FV2zL38xv33USBYX1HZkh3dZdLczWa2TN4UnLt6lYMrV3j6QkUnMyyTkHQdjWRU\nHUvxcs1/7Pa4+/57YKnPwmLCxXMvUp56mJVjC2ybMb6wnNwr+MorBYmG7p0w7juU7jUSmj+MDyrq\nEtffzY1fpoZwmmCMo7EB0SDxJ9HL0Zs1nqEbL41ej5lqHJDEnIPcXKu3tGSjx2SiVKK5VS86TZCq\n99Dr846ljPUxaObpP5CwtDxEb6zzTGlJE2Uh8/SlhGLMpBqzPS7YumxZ/6Fns+4xoUPdSZEswacl\nyQYkO2v06NIb3YW5uvS6zdVcnDSBYAB8g07bImMiqJHYa+41pthtfLg401yDez7V/9NY4xi2L0Qb\nfOLCuUxvSWNJPJw5JCwgldiOWMVgNURrHuI5IacCSWzpNKEkAx8M8dQV8mqoK0dqc4xpYgY8lM/r\nTSMHqISZ0BoiqtOid8WTkIahaxLTOBJEE+JKC7typOPhZk962LzD6TM6USHC2c2YvPQ8n/z8vzMc\nFixMLKX15J2E1HcpfcEApdNJKPoC1uJqS+UtlVjy3ZwMT2lhlDhWOw5X1ZSiDDsDnA1NBc6HqoJF\nkzIxDVAwVGHDgPWGxAuNJOzZHDsJs6YLTVhWw7IadhVy7+i4isXjNXnh2JOGWgRLh5U6ZTxRmsrg\njqUc2CDaPJl47vXKs6pU6ulrST8zLC/cT3HPRdwSVBcqRibBFQdY12AKh60LKhUSD0WdkaQJVQIL\nRjmZGvw+7G6U9I73ObF6A+c65PkivTd4nDHURUW15agKy67pAik1lmK0QL6zTefkm1lgl/3dTf6p\nMjwwTsm3C1BwItQeXKeHv7bBo8fX2N7bZu/FTZ4Y7+MKxzVn6K0MSceObuYpm5p6tMv2+pCHH1rg\n3itdrmzss7PzMlf/+B4e/tW3sf+n3+NCukxOTToucLVB8gyjaYiXpz5MPxVwEj4PjQmD/hKFENax\nt8rqyDBxlk+G0ETDajEksUplKr4R+tTjCdIksXypxEgGBJEPZBq5D5W+GTAdt02cpIDPaUzU+tQa\nSTKOnehxsTNm+/o+O1dSJhPPd799hVP3Fmga4u2DzFPuODyGtFTUbCJDYhdWmHrTGE+Sgx0KqezS\ny2CYJJSDDTj/+mzVnBjNYDBDGVEoz1F8SPD4JsQ6XYN3Huc1qroD6oLG7CEXNdSFSYi5CPgga4vx\nIbYiTOsiG0Sb2Nct2FjFKGrCrmxCgNN7DeM+JQkuvm/AgPdp+NtxRKiPG3OiSlkVpKsLiLNB6NgT\nToieUOakcrOtMf75m90605FVSKh56yBR1TPsziGAHvrPk+nJIGJqPI0cSnCJ0Bnv8kePf4189BKr\nixlXqjHGden1od4/YOIsjSb0FzImSUK1UYEoiWnIvbIyGEDPUqw3bE0so06DL6GHkHvBNnHz0rD5\njSCccFyXnRJ8XWJrxaQOtQlJN3SbJBhyVVzj2a1Ch5RPMhywexF6ayt43aCxsGQqVnPPHgl1J8OO\nE9K0JkkBm5IPc0iUYzi8GO5KPOMB1NdSJpueBuh7By6j3xd2O4qZGHo5iMtI0pR8bY2V4T4jJvxw\nK7yvzqQ8uih8ZqdLWRaY3GNegfGDJVVVcdAsMMhThsbjkgmTkaUa7lFd6lA90mX7xevckzjMoOBN\nZswXL18O43INBDWylN3LBzz6pg5nJ55Xr4FtaqyWpLaHqQ35Uka1W+FVqaVk4/qI+v4eJ44L5y4V\n5L0Bz+3/EDYfYvHtD7F69mWqbJF8v+TrFw0felNOGQ8NxrnY4RNOkWKm2rIxWahhyoAYQ2Ji7AkJ\n3UDR4InPgj80jYXGRGstoa1X4vA/b4IRlFgVY9TjVcIoXQWRBqegmoVYqdZBZETC2GC0oVLHuOnx\n4Kk19krL6EbN7k7BvpRAxtUrr4REqg/COVL3wmnVaPi3NlO8sTcrmAVPkoEpIJWMhA6dxJMdNfc8\nfNiC0rpXFx62Qe200ycoPjfRhXfe03iNxlVxYnBEF1405o2nu58EeStC7LSRIHTsBRSH0zBfKBUf\n9AVVo2zgVMz4Vs976J8Nbk4MZMYNcjrZMoQQJlVB2stgKv6LxvKLaY487KqBGyHBJdA0TawHDZtG\nooqX5ubvTdXtkOl7xs0seuyQCw5QFI/1AFnK3oUX+Ksvf5P7ugW1OhLrWVrs0b/LYpISXM1iJ+V0\nv8F4SzXxiCipOlKT0pEM2UmonKO0jrqILXUibFcHFDZIPE9LSLtqw+I0Sr/TxFNyqIDqDS3ZgcU6\nS9E01D5IyVkcTRPaM5OOJVdPMg6bUuMF55XrjadXTPC2Syfr0akaylrxtuLuwQDbSel0PeMmQe0A\n7zzZoKSrCibhwMO6hROLKd1OSppm4SSee9JxzRsfuJ+T95ZIYzkANjpdul1P3d0jNRnDQcqwp2TH\nhe6gAlMzEUvXK41YcizdgSfvGVzmqQ+Ecjtjzyu9JmWzaAgbN6hVKq3ZXq+4cX3EZ7+/yag44MTK\niJ6E2l6HpXJjktSyjNK3UDlLvnfAExcaeMNpPvzAMVhwDLqbvPKpp9AHH+TM2++hx1YooL9Rc2nP\nkvjwqXAmhrTER3d4elgMa9rjaTRUeTQ+OOae6cEkhJimBijWAYYVrUpCmLCaxDVsVFFNg5A2VRSR\nIY6aCFGrUDfqwyGGMjpTPgoKK5laijqle2KRtaURqyczuozwmtBoTdV4auexjaWyDSUTKkZUfkSt\nEyo/xrqCxBU0boJzJVrUWApqnVDoPnvuIlvVweu2V6LTyuwZQkQ2gDGwOWsut4ljtJzvBI4iZzia\nvP8/c36jqq79uB+aC6MJICJnVfWRWfO4HbSc7wyOImc4mrxbzj8ec+Get2jRosVRQWs0W7Ro0eI2\nME9G809mTeD/gJbzncFR5AxHk3fL+cdgbmKaLVq0aHEUME8nzRYtWrSYe8zcaIrIB0TkvIi8LCIf\nnzWfKUTkz0VkXWAopy4AAANkSURBVESeO3RvVUS+JCIvxa8rh557LL6G8yLy8zPifFpEvioi3xeR\n50XkN48I766IfFtEno28f/co8I48EhF5WkSePAqcReRVEfmeiDwjImePAufIY1lEPiciPxCRF0Tk\nPTPjHTo5ZvMgaJhdAO4HOsCzwIOz5HSI2/uAdwHPHbr3+8DH4/XHgd+L1w9G7jlwJr6mZAacTwLv\nitcLwIuR27zzFmAYrzPgW8BPzDvvyOW3gc8ATx6RNfIqcOw19+aac+Tyl8CvxOsOsDwr3nf8xb/m\njXgP8IVD3z8GPDZLTq/hd99rjOZ54GS8Pgmc/1G8gS8A75kD/v8I/OxR4g30gaeAR+edN3AK+Ffg\n/YeM5rxz/lFGc945LwGvEHMws+Y9a/f8HuDSoe8vx3vziuOqei1eXweOx+u5ex0ich/wMOHUNve8\no5v7DLAOfElVjwLvPwR+h1v6KDD/nBX4soicE5Ffi/fmnfMZYAP4ixgK+TMRGTAj3rM2mkcWGraw\nuSw9EJEh8DjwW6q6f/i5eeWtqo2qvpNwenu3iDz0mufnireIfBhYV9Vz/9PPzBvniPfG9/mDwK+L\nyPsOPzmnnFNCqOxTqvowoeX6v+U/7iTvWRvNK8DpQ9+fivfmFTdE5CRA/DqdXzc3r0OCVPbjwN+o\n6t/H23PPewpV3QW+CnyA+eb9k8BHRORV4G+B94vIXzPfnFHVK/HrOvAPwLuZc86Ek+Ll6H0AfI5g\nRGfCe9ZG8zvAm0XkjIh0gI8Cn58xp/8Nnwc+Fq8/RogZTu9/VERyETkDvBn49p0mJyICfBp4QVX/\n4NBT8857TUSW43WPEIf9AXPMW1UfU9VTqnofYd1+RVV/aZ45i8hARBam18DPAc/NM2cAVb0OXBKR\nt8ZbPw18n1nxvtNB3R8R5P0QIct7AfjErPkc4vVZ4BpgCTvdLwN3EQL/LwFfBlYP/fwn4ms4D3xw\nRpzfS3BRvgs8Ex8fOgK83wE8HXk/B3wy3p9r3oe4/BS3EkFzy5lQpfJsfDw//bzNM+dDPN4JnI1r\n5AlgZVa8246gFi1atLgNzNo9b9GiRYsjhdZotmjRosVtoDWaLVq0aHEbaI1mixYtWtwGWqPZokWL\nFreB1mi2aNGixW2gNZotWrRocRtojWaLFi1a3Ab+C4RKY18efhHHAAAAAElFTkSuQmCC\n", |
|---|
| | | "text/plain": [ |
|---|
| | | "<matplotlib.figure.Figure at 0x7ff40c1fcb50>" |
|---|
| | | "<matplotlib.figure.Figure at 0x7f17506b10d0>" |
|---|
| | | ] |
|---|
| | | }, |
|---|
| | | "metadata": {}, |
|---|
| | |
|---|
| | | } |
|---|
| | | ], |
|---|
| | | "source": [ |
|---|
| | | "img_name = '18/frame_00195_rgb.png'\n", |
|---|
| | | "# img_name = '05/frame_00570'\n", |
|---|
| | | "img_name = '19/frame_00181'\n", |
|---|
| | | "img_path = os.path.join(DATA_DIR, 'data/hpdb/' + img_name + '_rgb.png')\n", |
|---|
| | | "pose_path = os.path.join(DATA_DIR, 'data/hpdb/' + img_name + '_pose.txt')\n", |
|---|
| | | "img_name_list = img_name.split('/')\n", |
|---|
| | |
|---|
| | | "yaw = np.arctan2(-R[2][0], np.sqrt(R[2][1] ** 2 + R[2][2] ** 2)) * 180 / np.pi\n", |
|---|
| | | "pitch = -np.arctan2(R[2][1], R[2][2]) * 180 / np.pi\n", |
|---|
| | | "\n", |
|---|
| | | "if yaw <= 0:\n", |
|---|
| | | " roll = roll\n", |
|---|
| | | "else:\n", |
|---|
| | | " roll = -roll\n", |
|---|
| | | "\n", |
|---|
| | | "print yaw, pitch, roll\n", |
|---|
| | | "\n", |
|---|
| | | "plot_pose_cube(img, yaw, pitch, roll, int((x_max + x_min)/2), int((y_max + y_min)/2), size = 100)\n", |
|---|
| | | "cv2.rectangle(img, (int(x_min), int(y_min)), (int(x_max), int(y_max)), (0,255,0), 4)\n", |
|---|
| | | "draw_axis(img, yaw, pitch, roll, int((x_max + x_min)/2), int((y_max + y_min)/2), size = 100)\n", |
|---|
| | | "# cv2.rectangle(img, (int(x_min), int(y_min)), (int(x_max), int(y_max)), (0,255,0), 4)\n", |
|---|
| | | "\n", |
|---|
| | | "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n", |
|---|
| | | "\n", |
|---|
| | |
|---|
| | | }, |
|---|
| | | { |
|---|
| | | "cell_type": "code", |
|---|
| | | "execution_count": 97, |
|---|
| | | "execution_count": 162, |
|---|
| | | "metadata": { |
|---|
| | | "collapsed": false |
|---|
| | | }, |
|---|
| | | "outputs": [ |
|---|
| | | { |
|---|
| | | "name": "stdout", |
|---|
| | | "output_type": "stream", |
|---|
| | | "text": [ |
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'../data/biwi/data/hpdb/01/frame_00057_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00010_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00491_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00107_rgb.txt', '../data/biwi/data/hpdb/01/frame_00111_pose.txt', '../data/biwi/data/hpdb/01/frame_00299_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00087_rgb.txt', '../data/biwi/data/hpdb/01/frame_00453_pose.txt', '../data/biwi/data/hpdb/01/frame_00237_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00070_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00366_rgb.txt', '../data/biwi/data/hpdb/01/frame_00196_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00351_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00380_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00007_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00136_rgb.txt', '../data/biwi/data/hpdb/01/frame_00427_pose.txt', '../data/biwi/data/hpdb/01/frame_00288_pose.txt', '../data/biwi/data/hpdb/01/frame_00473_pose.txt', '../data/biwi/data/hpdb/01/frame_00429_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00343_rgb.txt', '../data/biwi/data/hpdb/01/frame_00360_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00064_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00461_rgb.txt', '../data/biwi/data/hpdb/01/frame_00461_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00192_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00108_rgb.txt', '../data/biwi/data/hpdb/01/frame_00158_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00036_rgb.txt', '../data/biwi/data/hpdb/01/frame_00042_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00479_rgb.txt', '../data/biwi/data/hpdb/01/frame_00232_pose.txt', '../data/biwi/data/hpdb/01/frame_00200_pose.txt', '../data/biwi/data/hpdb/01/frame_00153_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00381_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00453_rgb.txt', '../data/biwi/data/hpdb/01/frame_00384_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00177_rgb.txt', '../data/biwi/data/hpdb/01/frame_00104_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00273_rgb.txt', '../data/biwi/data/hpdb/01/frame_00176_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00158_rgb.txt', '../data/biwi/data/hpdb/01/frame_00399_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00429_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00199_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00121_rgb.txt', '../data/biwi/data/hpdb/01/frame_00362_pose.txt', '../data/biwi/data/hpdb/01/frame_00251_pose.txt', '../data/biwi/data/hpdb/01/frame_00337_pose.txt', '../data/biwi/data/hpdb/01/frame_00359_pose.txt', '../data/biwi/data/hpdb/01/frame_00154_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00329_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00115_rgb.txt', '../data/biwi/data/hpdb/01/frame_00243_pose.txt', '../data/biwi/data/hpdb/01/frame_00033_pose.txt', '../data/biwi/data/hpdb/01/frame_00126_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00396_rgb.txt', '../data/biwi/data/hpdb/01/frame_00283_pose.txt', '../data/biwi/data/hpdb/01/frame_00110_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00146_rgb.txt', '../data/biwi/data/hpdb/01/frame_00010_pose.txt', '../data/biwi/data/hpdb/01/frame_00087_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00354_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00193_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00171_rgb.txt', '../data/biwi/data/hpdb/01/frame_00187_pose.txt', '../data/biwi/data/hpdb/01/frame_00415_pose.txt', '../data/biwi/data/hpdb/01/frame_00173_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00006_rgb.txt', '../data/biwi/data/hpdb/01/frame_00449_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00443_rgb.txt', '../data/biwi/data/hpdb/01/frame_00219_pose.txt', '../data/biwi/data/hpdb/01/frame_00168_pose.txt', '../data/biwi/data/hpdb/01/frame_00249_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00206_rgb.txt', '../data/biwi/data/hpdb/01/frame_00028_pose.txt', '../data/biwi/data/hpdb/01/frame_00481_pose.txt', '../data/biwi/data/hpdb/01/frame_00312_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00074_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00317_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00420_rgb.txt', '../data/biwi/data/hpdb/01/frame_00066_pose.txt', '../data/biwi/data/hpdb/01/frame_00361_pose.txt', '../data/biwi/data/hpdb/01/frame_00472_pose.txt', '../data/biwi/data/hpdb/01/frame_00071_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00092_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00424_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00471_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00494_rgb.txt', '../data/biwi/data/hpdb/01/frame_00319_pose.txt', '../data/biwi/data/hpdb/01/frame_00090_pose.txt', '../data/biwi/data/hpdb/01/frame_00253_pose.txt', '../data/biwi/data/hpdb/01/frame_00116_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00255_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00394_rgb.txt', '../data/biwi/data/hpdb/01/frame_00167_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00320_rgb.txt', '../data/biwi/data/hpdb/01/frame_00349_pose.txt', '../data/biwi/data/hpdb/01/frame_00102_pose.txt', '../data/biwi/data/hpdb/01/frame_00100_pose.txt', '../data/biwi/data/hpdb/01/frame_00162_pose.txt', '../data/biwi/data/hpdb/01/frame_00408_pose.txt', '../data/biwi/data/hpdb/01/frame_00214_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00309_rgb.txt', '../data/biwi/data/hpdb/01/frame_00258_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00428_rgb.txt', '../data/biwi/data/hpdb/01/frame_00235_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00455_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00059_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00213_rgb.txt', '../data/biwi/data/hpdb/01/frame_00080_pose.txt', '../data/biwi/data/hpdb/01/frame_00434_pose.txt', '../data/biwi/data/hpdb/01/frame_00036_pose.txt', '../data/biwi/data/hpdb/01/frame_00431_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00383_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00278_rgb.txt', '../data/biwi/data/hpdb/01/frame_00341_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00004_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00153_rgb.txt', '../data/biwi/data/hpdb/01/frame_00467_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00067_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00173_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00267_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00415_rgb.txt', '../data/biwi/data/hpdb/01/frame_00139_pose.txt', '../data/biwi/data/hpdb/01/frame_00290_pose.txt', '../data/biwi/data/hpdb/01/frame_00142_pose.txt', '../data/biwi/data/hpdb/01/frame_00327_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00162_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00175_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00356_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00330_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00312_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00112_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00474_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00114_rgb.txt', '../data/biwi/data/hpdb/01/frame_00475_pose.txt', '../data/biwi/data/hpdb/01/frame_00482_pose.txt', '../data/biwi/data/hpdb/01/frame_00035_pose.txt', '../data/biwi/data/hpdb/01/frame_00488_pose.txt', '../data/biwi/data/hpdb/01/frame_00220_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00450_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00399_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00276_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00091_rgb.txt', '../data/biwi/data/hpdb/01/frame_00308_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00244_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00149_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00094_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00084_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00038_rgb.txt', '../data/biwi/data/hpdb/01/frame_00094_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00229_rgb.txt', '../data/biwi/data/hpdb/01/frame_00279_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00291_rgb.txt', '../data/biwi/data/hpdb/01/frame_00440_pose.txt', '../data/biwi/data/hpdb/01/frame_00128_pose.txt', '../data/biwi/data/hpdb/01/frame_00247_pose.txt', '../data/biwi/data/hpdb/01/frame_00144_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00081_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00204_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00055_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00293_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00290_rgb.txt', '../data/biwi/data/hpdb/01/frame_00358_pose.txt', '../data/biwi/data/hpdb/01/frame_00386_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00021_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00283_rgb.txt', '../data/biwi/data/hpdb/01/frame_00441_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00104_rgb.txt', '../data/biwi/data/hpdb/01/frame_00068_pose.txt', '../data/biwi/data/hpdb/01/frame_00417_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00152_rgb.txt', '../data/biwi/data/hpdb/01/frame_00034_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00388_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00046_rgb.txt', '../data/biwi/data/hpdb/01/frame_00222_pose.txt', '../data/biwi/data/hpdb/01/frame_00088_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00127_rgb.txt', '../data/biwi/data/hpdb/01/frame_00390_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00179_rgb.txt', '../data/biwi/data/hpdb/01/frame_00296_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00063_rgb.txt', '../data/biwi/data/hpdb/01/frame_00221_pose.txt', '../data/biwi/data/hpdb/01/frame_00439_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00344_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00236_rgb.txt', '../data/biwi/data/hpdb/01/frame_00444_pose.txt', '../data/biwi/data/hpdb/01/frame_00211_pose.txt', '../data/biwi/data/hpdb/01/frame_00208_pose.txt', '../data/biwi/data/hpdb/01/frame_00231_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00062_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00297_rgb.txt', '../data/biwi/data/hpdb/01/frame_00113_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00230_rgb.txt', '../data/biwi/data/hpdb/01/frame_00160_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00322_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00487_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00350_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00371_rgb.txt', '../data/biwi/data/hpdb/01/frame_00060_pose.txt', '../data/biwi/data/hpdb/01/frame_00107_pose.txt', '../data/biwi/data/hpdb/01/frame_00197_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00027_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00268_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00341_rgb.txt', '../data/biwi/data/hpdb/01/frame_00332_pose.txt', '../data/biwi/data/hpdb/01/frame_00030_pose.txt', '../data/biwi/data/hpdb/01/frame_00014_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00085_rgb.txt', '../data/biwi/data/hpdb/01/frame_00114_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00151_rgb.txt', '../data/biwi/data/hpdb/01/frame_00025_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00050_rgb.txt', '../data/biwi/data/hpdb/01/frame_00501_pose.txt', '../data/biwi/data/hpdb/01/frame_00466_pose.txt', '../data/biwi/data/hpdb/01/frame_00255_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00164_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00068_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00331_rgb.txt', '../data/biwi/data/hpdb/01/frame_00480_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00386_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00216_rgb.txt', '../data/biwi/data/hpdb/01/frame_00368_pose.txt', '../data/biwi/data/hpdb/01/frame_00181_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00353_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00072_rgb.txt', '../data/biwi/data/hpdb/01/frame_00282_pose.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00250_rgb.txt', '../data/biwi/data/hpdb/01/dockerface-frame_00124_rgb.txt', '../data/biwi/data/hpdb/01/frame_00402_pose.txt']\n" |
|---|
| | | ] |
|---|
| | | } |
|---|
| | | ], |
|---|
| | | "outputs": [], |
|---|
| | | "source": [ |
|---|
| | | "import glob\n", |
|---|
| | | "image_list = glob.glob('../data/biwi/data/hpdb/01/*.png')\n", |
|---|
| | | "image_list.extend(glob.glob('../data/biwi/data/hpdb/01/*.txt'))\n", |
|---|
| | | "print image_list" |
|---|
| | | "image_list = glob.glob('/Data/nruiz9/data/facial_landmarks/biwi/data/hpdb/19/*.png')\n", |
|---|
| | | "for img_path in image_list:\n", |
|---|
| | | " img_name = img_path.split('.')[0].split('_')\n", |
|---|
| | | " img_frame = img_name[2]\n", |
|---|
| | | " img_name = img_name[0] + '_' + img_name[1] + '_' + img_name[2]\n", |
|---|
| | | " pose_path = img_name + '_pose.txt'\n", |
|---|
| | | " img_name_list = img_name.split('/')\n", |
|---|
| | | "\n", |
|---|
| | | " img = cv2.imread(img_path)\n", |
|---|
| | | "\n", |
|---|
| | | " pose_annot = open(pose_path, 'r')\n", |
|---|
| | | " R = []\n", |
|---|
| | | " for line in pose_annot:\n", |
|---|
| | | " line = line.strip('\\n').split(' ')\n", |
|---|
| | | " l = []\n", |
|---|
| | | " if line[0] != '': \n", |
|---|
| | | " for nb in line:\n", |
|---|
| | | " if nb == '':\n", |
|---|
| | | " continue\n", |
|---|
| | | " l.append(float(nb))\n", |
|---|
| | | " R.append(l)\n", |
|---|
| | | "\n", |
|---|
| | | " R = np.array(R)\n", |
|---|
| | | " T = R[3,:]\n", |
|---|
| | | " R = R[:3,:]\n", |
|---|
| | | " pose_annot.close()\n", |
|---|
| | | "\n", |
|---|
| | | " roll = np.arctan2(R[1][0], R[0][0]) * 180 / np.pi\n", |
|---|
| | | " yaw = np.arctan2(-R[2][0], np.sqrt(R[2][1] ** 2 + R[2][2] ** 2)) * 180 / np.pi\n", |
|---|
| | | " pitch = -np.arctan2(R[2][1], R[2][2]) * 180 / np.pi\n", |
|---|
| | | " \n", |
|---|
| | | " if yaw < 0:\n", |
|---|
| | | " roll = roll\n", |
|---|
| | | " else:\n", |
|---|
| | | " roll = -roll\n", |
|---|
| | | "\n", |
|---|
| | | " plot_pose_cube(img, yaw, pitch, roll, 350, 250, size = 100)\n", |
|---|
| | | " draw_axis(img, yaw, pitch, roll, 350, 250, size = 100)\n", |
|---|
| | | "\n", |
|---|
| | | "# img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n", |
|---|
| | | " cv2.imwrite('biwi_out/' + img_frame + '.png', img)" |
|---|
| | | ] |
|---|
| | | }, |
|---|
| | | { |
|---|
| | |
|---|
| | | "metadata": { |
|---|
| | | "anaconda-cloud": {}, |
|---|
| | | "kernelspec": { |
|---|
| | | "display_name": "Python [conda root]", |
|---|
| | | "display_name": "Python [default]", |
|---|
| | | "language": "python", |
|---|
| | | "name": "conda-root-py" |
|---|
| | | "name": "python2" |
|---|
| | | }, |
|---|
| | | "language_info": { |
|---|
| | | "codemirror_mode": { |
|---|
