forked from Maphoz/BioGaze
-
Notifications
You must be signed in to change notification settings - Fork 1
Expand file tree
/
Copy pathconfig.py
More file actions
205 lines (133 loc) · 3.91 KB
/
Copy pathconfig.py
File metadata and controls
205 lines (133 loc) · 3.91 KB
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
198
199
200
201
202
203
204
205
#DETECTION
MAX_FACES = 1
'''
HEADPOSE THRESHOLDS
'''
MIN_YAW = -5
MAX_YAW = 5
MIN_PITCH = -5
MAX_PITCH = 5
MIN_ROLL = -8
MAX_ROLL = 8
'''
EYES OPEN, MOUTH OPEN THREHSOLDS
'''
MOUTH_THRESHOLD = 0.5
EYES_THRESHOLD = 0.09
'''
IMAGE AND FACE DIMENSION THRESHOLDS
'''
MIN_WIDTH_HEIGHT_RATIO = 0.74
MAX_WIDTH_HEIGHT_RATIO = 0.80
MIN_LEFT_DISTANCE = 0.45
MAX_LEFT_DISTANCE = 0.55
MIN_TOP_DISTANCE = 0.30
MAX_TOP_DISTANCE = 0.50
MIN_WIDTH_HEAD = 0.50
MAX_WIDTH_HEAD = 0.75
MIN_HEIGHT_HEAD = 0.60
MAX_HEIGHT_HEAD = 0.90
MINIMUM_IED = 0.50
#EXPOSURE CONSTANTS
#vecchie
#AVG_DARK_THRESHOLD = 0.0058
#MAX_DARK_THRESHOLD = 0.01
AVG_DARK_THRESHOLD = 0.0055
MAX_DARK_THRESHOLD = 0.015
#vecchie
#AVG_LIGHT_THRESHOLD = 0.0036
#MAX_LIGHT_THRESHOLD = 0.007
AVG_LIGHT_THRESHOLD = 0.0035
MAX_LIGHT_THRESHOLD = 0.015
#PIXELATION THRESHOLDS
PIXELATED_MIN_THRESHOLD = 19
PIXELATED_MAX_THRESHOLD = 106
#EMOTION DETECTION THRESHOLD
MAX_RATIO_EMOTION = 0.35
'''
PARSER THRESHOLDS
'''
#SHOULDER CHECK
MAX_SHOULDER_PIXEL_RATIO = 0.55
MAX_SHOULDER_Y_DISTANCE = 5
#SATURATION CHECK
OVERSATURATION_THRESHOLD = 0.002
UNDERSATURATION_THRESHOLD = 0.06
#FACE ILLUMINATION
MAX_BRIGHT_LIGHT = 5
MAX_DARK_LIGHT = 70
#BACKGROUND CHECK
MAX_EDGES_THRESHOLD = 900000000
AVG_VARIANCE_THRESHOLD = 500
HOMOGENEOUS_PROPORTION_THRESHOLD = 0.90
SUPERPIXEL_VARIANCE_THRESHOLD = 45
MAX_LIGHT_DARK_SUN = 0.004
'''
COMPUTER VISION THRESHOLDS
'''
#OUT OF FOCUS
MINIMUM_FOCUS_THRESHOLD = 139
#POSTERIZATION
MAX_GAPS_THRESHOLD = 417
GAP_HISTOGRAM_THRESHOLD = 0.001
#PIXELIZATION
PIXEL_SCORE_THRESHOLD = 0.5
MIN_PIXEL_SCORE = 10
MAX_PIXEL_SCORE = 110
'''
LANDMARK THRESHOLDS
'''
#FACE ILLUMINATION
MIN_COLOR_RATIO_THRESOLD = 0.5
#MAKE UP
MAKEUP_HIGH_HUE_THRESHOLD = 0.15
MAKEUP_DISTANCE_THRESHOLD = 14
'''
GAZE ESTIMATION THRESHOLDS
'''
MAXIMUM_RIGHT_THRESHOLD = -0.15
MAXIMUM_LEFT_THRESHOLD = 0.08
'''
HEADERS FOR TABLE OUTPUT
'''
HEADERS = ["Filename", "Compliant", "IED", "Background", "Lighting", "Color/Saturation", "Roll", "Pitch", "Yaw",
"Shoulders", "Mouth", "Eyes", "Glasses", "Hat", "Image ratio", "Head location", "Head dimension"]
HEADERS_SECONDARY = ["Filename", "Compliant", "Head without covering", "Eyes open", "No sunglasses", "No posterization",
"Gaze in camera", "Neutral expression", "In focus", "Correct exposure", "No/light makeup", "No pixelation",
"Frontal pose", "Correct saturation", "Uniform background", "Uniform face lighting"]
HEADERS_TABLE = ["Filename", "Compliant", "Head without covering", "Eyes open", "No sunglasses", "No posterization",
"Gaze in camera", "Neutral expression", "In focus", "Correct exposure", "No/light makeup", "No pixelation",
"Frontal pose", "Correct saturation", "Uniform background", "Uniform face lighting", "IED", "Roll", "Pitch", "Yaw", "Mouth", "Eyes", "Glasses"]
'''
CONSTANTS FOR INDIVIDUAL CHECKS
'''
# Constants for Checks
HEAD_WITHOUT_COVERING = 0
EYES_OPEN = 1
NO_SUNGLASSES = 2
NO_POSTERIZATION = 3
GAZE_IN_CAMERA = 4
NEUTRAL_EXPRESSION = 5
IN_FOCUS_PHOTO = 6
CORRECT_EXPOSURE = 7
NO_LIGHT_MAKEUP = 8
NO_PIXELATION = 9
FRONTAL_POSE = 10
CORRECT_SATURATION = 11
UNIFORM_BACKGROUND = 12
UNIFORM_FACE_LIGHTING = 13
# Maps of checks to functions for landmark and parser
landmark_checks_map = {
EYES_OPEN: 'eyes_open',
NEUTRAL_EXPRESSION: 'mouth_open',
NO_LIGHT_MAKEUP: 'has_makeup',
UNIFORM_FACE_LIGHTING: 'uniform_luminosity'
}
parser_checks_map = {
HEAD_WITHOUT_COVERING: 'has_hat',
NO_SUNGLASSES: 'has_sunglasses',
FRONTAL_POSE: 'shoulder_check',
CORRECT_SATURATION: 'color_saturation',
UNIFORM_BACKGROUND: 'homogeneous_background',
UNIFORM_FACE_LIGHTING: 'uniform_illumination'
}