| | |
| | | "cells": [ |
| | | { |
| | | "cell_type": "code", |
| | | "execution_count": 4, |
| | | "execution_count": 1, |
| | | "metadata": { |
| | | "collapsed": false |
| | | }, |
| | |
| | | }, |
| | | { |
| | | "cell_type": "code", |
| | | "execution_count": 5, |
| | | "execution_count": 8, |
| | | "metadata": { |
| | | "collapsed": false |
| | | }, |
| | | "outputs": [], |
| | | "source": [ |
| | | "TRAIN_DATA_DIR = '/Data/nruiz9/data/facial_landmarks/AFLW/aflw_cropped/'" |
| | | "TRAIN_DATA_DIR = '/Data/nruiz9/data/facial_landmarks/AFLW/aflw_cropped_loose/'" |
| | | ] |
| | | }, |
| | | { |
| | | "cell_type": "code", |
| | | "execution_count": 21, |
| | | "execution_count": 15, |
| | | "metadata": { |
| | | "collapsed": false |
| | | }, |
| | | "outputs": [ |
| | | { |
| | | "data": { |
| | | "image/png": 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vtPEqgEFsh24mFNA4C4wIc0E1mkLQYe0a4zbGYKUu/pWvIC+qoSyQ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\n", 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EyImEoDKCylj648DhcGDRLCBllAQ3TTNJKCKlLF6Hc5jKorUmzfRg70ay0iijia4EEIVW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DEVIpwaJsIwMJkNU1OLaIutmLU1VS1ksM1mRUyyPVEmgY471Srfj6QpCGlpDOIWZS2qMqSs8ClR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\nbEYh8AAAAABJRU5ErkJggg==\n", |
| | | "text/plain": [ |
| | | "<matplotlib.figure.Figure at 0x7f5d334ad310>" |
| | | "<matplotlib.figure.Figure at 0x7f8149702710>" |
| | | ] |
| | | }, |
| | | "metadata": {}, |
| | |
| | | "name": "stdout", |
| | | "output_type": "stream", |
| | | "text": [ |
| | | "yaw, pitch, roll: 80.6477250021 -2.70457134999 0.534743034\n" |
| | | "yaw, pitch, roll: 34.1363292452 -14.3877593357 3.34715938909\n" |
| | | ] |
| | | } |
| | | ], |
| | | "source": [ |
| | | "img_name = '/Data/nruiz9/data/facial_landmarks/AFLW/aflw_cropped/2/image12234'\n", |
| | | "img_name = '/Data/nruiz9/data/facial_landmarks/AFLW/aflw_cropped_loose/2/image01131'\n", |
| | | "img_path = os.path.join(img_name + '.jpg')\n", |
| | | "\n", |
| | | "img = cv2.imread(img_path)\n", |
| | |
| | | " \n", |
| | | "roll = -roll\n", |
| | | "\n", |
| | | "utils.plot_pose_cube(img, yaw, pitch, roll)\n", |
| | | "utils.plot_pose_cube(img, yaw, pitch, roll, size=100)\n", |
| | | "\n", |
| | | "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n", |
| | | "\n", |