| | |
| | | "cells": [ |
| | | { |
| | | "cell_type": "code", |
| | | "execution_count": 34, |
| | | "execution_count": 1, |
| | | "metadata": { |
| | | "collapsed": false |
| | | }, |
| | |
| | | }, |
| | | { |
| | | "cell_type": "code", |
| | | "execution_count": 35, |
| | | "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": 38, |
| | | "execution_count": 15, |
| | | "metadata": { |
| | | "collapsed": false |
| | | }, |
| | | "outputs": [ |
| | | { |
| | | "data": { |
| | | "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQUAAAD8CAYAAAB+fLH0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", |
| | | "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQUAAAD8CAYAAAB+fLH0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nbEYh8AAAAABJRU5ErkJggg==\n", |
| | | "text/plain": [ |
| | | "<matplotlib.figure.Figure at 0x7f5d38058910>" |
| | | "<matplotlib.figure.Figure at 0x7f8149702710>" |
| | | ] |
| | | }, |
| | | "metadata": {}, |
| | |
| | | "name": "stdout", |
| | | "output_type": "stream", |
| | | "text": [ |
| | | "yaw, pitch, roll: -30.7471927942 -15.5284828894 -39.0930077712\n" |
| | | "yaw, pitch, roll: 34.1363292452 -14.3877593357 3.34715938909\n" |
| | | ] |
| | | } |
| | | ], |
| | | "source": [ |
| | | "img_name = '/Data/nruiz9/data/facial_landmarks/AFLW/aflw_cropped/3/image19788'\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", |