1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
| {
| "cells": [
| {
| "cell_type": "code",
| "execution_count": 5,
| "metadata": {
| "collapsed": false
| },
| "outputs": [],
| "source": [
| "%matplotlib inline\n",
| "import numpy as np\n",
| "import torch\n",
| "from torch.utils.serialization import load_lua\n",
| "import os\n",
| "import scipy.io as sio\n",
| "import cv2\n",
| "import math\n",
| "from matplotlib import pyplot as plt\n",
| "import imp\n",
| "\n",
| "import h5py\n",
| "\n",
| "utils = imp.load_source('utils', '../code/utils.py')"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 6,
| "metadata": {
| "collapsed": false
| },
| "outputs": [],
| "source": [
| "DATA_DIR = '/Data/nruiz9/data/facial_landmarks/AFW/testimages/'"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 232,
| "metadata": {
| "collapsed": false
| },
| "outputs": [
| {
| "data": {
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMMAAAD8CAYAAADKUxDSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
| "text/plain": [
| "<matplotlib.figure.Figure at 0x7f9ea41be290>"
| ]
| },
| "metadata": {},
| "output_type": "display_data"
| },
| {
| "name": "stdout",
| "output_type": "stream",
| "text": [
| "yaw, pitch, roll: -15.0 0.0 -15.0\n"
| ]
| }
| ],
| "source": [
| "idx = 40\n",
| "\n",
| "mat_path = '/Data/nruiz9/data/facial_landmarks/AFW/testimages/anno_compat.mat'\n",
| "mat = sio.loadmat(mat_path)\n",
| "mat = mat['S'][0][0][0]\n",
| "\n",
| "stats = mat[idx,:]\n",
| "img_name = stats[0][0]\n",
| "\n",
| "img_path = os.path.join(DATA_DIR, img_name)\n",
| " \n",
| "img = cv2.imread(img_path)\n",
| "\n",
| "bbox = stats[1][0][0]\n",
| "x1, y1 = bbox[0]\n",
| "x2, y2 = bbox[1]\n",
| "\n",
| "yaw, pitch, roll = stats[2][0][0][0]\n",
| "\n",
| "yaw = float(yaw)\n",
| "pitch = float(pitch)\n",
| "roll = float(roll)\n",
| "\n",
| "yaw = -yaw\n",
| "roll = -roll\n",
| "# roll = .0\n",
| "# pitch = .0\n",
| "\n",
| "img = cv2.rectangle(img, (int(x1),int(y1)), (int(x2),int(y2)), (0,255,0), 3)\n",
| "utils.plot_pose_cube(img, yaw, pitch, roll, (x2+x1) / 2, (y2+y1) / 2, size=200)\n",
| "\n",
| "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
| "\n",
| "plt.imshow(img)\n",
| "plt.show()\n",
| "print 'yaw, pitch, roll: ', yaw, pitch, roll"
| ]
| },
| {
| "cell_type": "code",
| "execution_count": 234,
| "metadata": {
| "collapsed": false
| },
| "outputs": [
| {
| "data": {
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMMAAAD8CAYAAADKUxDSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
| "text/plain": [
| "<matplotlib.figure.Figure at 0x7f9ecffc35d0>"
| ]
| },
| "metadata": {},
| "output_type": "display_data"
| },
| {
| "name": "stdout",
| "output_type": "stream",
| "text": [
| "yaw, pitch, roll: -15.0 0.0 -15.0\n"
| ]
| }
| ],
| "source": [
| "idx = 40\n",
| "\n",
| "for idx in xrange(mat.shape[0]):\n",
| " mat_path = '/Data/nruiz9/data/facial_landmarks/AFW/testimages/anno_compat.mat'\n",
| " mat = sio.loadmat(mat_path)\n",
| " mat = mat['S'][0][0][0]\n",
| "\n",
| " stats = mat[idx,:]\n",
| " img_name = stats[0][0]\n",
| "\n",
| " img_path = os.path.join(DATA_DIR, img_name)\n",
| "\n",
| " img = cv2.imread(img_path)\n",
| "\n",
| " bbox = stats[1][0][0]\n",
| " x1, y1 = bbox[0]\n",
| " x2, y2 = bbox[1]\n",
| "\n",
| " yaw, pitch, roll = stats[2][0][0][0]\n",
| "\n",
| " yaw = float(yaw)\n",
| " pitch = float(pitch)\n",
| " roll = float(roll)\n",
| "\n",
| " yaw = -yaw\n",
| " roll = -roll\n",
| " # roll = .0\n",
| " # pitch = .0\n",
| "\n",
| " img = cv2.rectangle(img, (int(x1),int(y1)), (int(x2),int(y2)), (0,255,0), 3)\n",
| " utils.plot_pose_cube(img, yaw, pitch, roll, (x2+x1) / 2, (y2+y1) / 2, size=200)\n",
| "\n",
| " img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
| "\n",
| " plt.imshow(img)\n",
| " plt.show()\n",
| " print 'yaw, pitch, roll: ', yaw, pitch, roll"
| ]
| },
| {
| "cell_type": "raw",
| "metadata": {
| "collapsed": true
| },
| "source": []
| }
| ],
| "metadata": {
| "anaconda-cloud": {},
| "kernelspec": {
| "display_name": "Python [default]",
| "language": "python",
| "name": "python2"
| },
| "language_info": {
| "codemirror_mode": {
| "name": "ipython",
| "version": 2
| },
| "file_extension": ".py",
| "mimetype": "text/x-python",
| "name": "python",
| "nbconvert_exporter": "python",
| "pygments_lexer": "ipython2",
| "version": "2.7.12"
| }
| },
| "nbformat": 4,
| "nbformat_minor": 1
| }
|
|