-
Notifications
You must be signed in to change notification settings - Fork 0
/
visualize.test-output.summary.py
executable file
·198 lines (136 loc) · 6.41 KB
/
visualize.test-output.summary.py
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
#!/usr/bin/env python
import Image
import sys
import yaml
import os
html_summary = []
def main():
if not( len(sys.argv) == 2 and os.path.isdir(sys.argv[1]) ):
print "usage: script testoutputdir"
return
allfiles = os.listdir(sys.argv[1])
outputfiles = [sys.argv[1] + item for item in allfiles if (".tested-with." in item and "yml" == item.split(".")[-1]) ]
in_filenames = outputfiles
html_summary.append("<html><body>")
summary_file = open(sys.argv[1] + "/summary",'r')
summaries = summary_file.readlines()
html_summary.append("<p>")
html_summary.append("</p><p>".join(summaries))
html_summary.append("</p>")
html_summary.append("<div style=\"width: 4000px\" ><table>")
in_filenames_tuples = [ (name.split(".tested-with.")[-1], name) for name in in_filenames ]
in_filenames_tuples.sort()
in_filenames = [ name for (key, name) in in_filenames_tuples ]
for filename in in_filenames:
create_all_bgdfgd_image(filename)
#create_all_bgdfgd_image(in_filenames[0])
html_summary.append("</table></div>")
html_summary.append("</body></html>")
html_file = open(sys.argv[1] + "/summary.html",'w')
html_file.writelines(html_summary)
def create_bgdfgd_image(in_filename, input_image, mask, suffix):
output_fgd = Image.new("RGB", (mask['cols'], mask['rows']))
output_bgd = Image.new("RGB", (mask['cols'], mask['rows']))
rows = mask['rows']
cols = mask['cols']
for x in range(0, cols-1):
for y in range(0, rows-1):
mask_value = mask['data'][y * cols + x]
pixel_value = input_image.getpixel((x,y))
if mask_value % 2 == 1: #fgd
output_fgd.putpixel((x,y), pixel_value)
output_bgd.putpixel((x,y), (255,0,255))
else: #bgd
output_bgd.putpixel((x,y), pixel_value)
output_fgd.putpixel((x,y), (255,0,255))
output_fgd.save(in_filename + '.' + suffix + '.fgd.png')
output_bgd.save(in_filename + '.' + suffix + '.bgd.png')
fgd_filename = in_filename.split('/')[-1] + '.' + suffix + '.fgd.png'
bgd_filename = in_filename.split('/')[-1] + '.' + suffix + '.bgd.png'
html_summary.append("<td><a href=\"%s\"><img src=\"%s\" title=\"%s\"></a></td>" % (fgd_filename, fgd_filename, suffix + " foreground"))
html_summary.append("<td><a href=\"%s\"><img src=\"%s\" title=\"%s\"></a></td>" % (bgd_filename, bgd_filename, suffix + " background"))
def create_bgdfgd_image_multiclass(in_filename, input_image, mask, suffix, class_number):
output_fgd = Image.new("RGB", (mask['cols'], mask['rows']))
output_bgd = Image.new("RGB", (mask['cols'], mask['rows']))
rows = mask['rows']
cols = mask['cols']
for x in range(0, cols-1):
for y in range(0, rows-1):
mask_value = mask['data'][y * cols + x]
pixel_value = input_image.getpixel((x,y))
if mask_value == class_number: #fgd
output_fgd.putpixel((x,y), pixel_value)
output_bgd.putpixel((x,y), (255,0,255))
else: #bgd
output_bgd.putpixel((x,y), pixel_value)
output_fgd.putpixel((x,y), (255,0,255))
output_fgd.save(in_filename + '.' + suffix + '.fgd.png')
output_bgd.save(in_filename + '.' + suffix + '.bgd.png')
fgd_filename = in_filename.split('/')[-1] + '.' + suffix + '.fgd.png'
bgd_filename = in_filename.split('/')[-1] + '.' + suffix + '.bgd.png'
html_summary.append("<td><a href=\"%s\"><img src=\"%s\" title=\"%s\"></a></td>" % (fgd_filename, fgd_filename, suffix + " foreground"))
html_summary.append("<td><a href=\"%s\"><img src=\"%s\" title=\"%s\"></a></td>" % (bgd_filename, bgd_filename, suffix + " background"))
def create_all_bgdfgd_image(in_filename):
html_summary.append("<tr>")
print in_filename
def mat_constructor(loader, node):
return loader.construct_mapping(node)
yaml.CLoader.add_constructor(u'tag:yaml.org,2002:opencv-matrix', mat_constructor)
yaml.add_constructor(u'tag:yaml.org,2002:opencv-matrix', mat_constructor)
try:
stream = open(in_filename)
except IOError:
parser.error("can't open input file \""+ in_filename +"\"")
yamlfiles = yaml.load_all(stream)
yamlfile = yamlfiles.next()
html_summary.append("<td width=\"300\">")
true_positive = yamlfile["true positive"]
true_negative = yamlfile["true negative"]
false_positive = yamlfile["false positive"]
false_negative = yamlfile["false negative"]
bgd = yamlfile["bgd"]
fgd = yamlfile["fgd"]
joint = yamlfile["joint"]
prob_fgd_KL_sym = yamlfile["prob fgd KL sym"]
if ".wo-" in in_filename:
class_number = int( in_filename.split('.')[1] )
html_summary.append("<p> correct class </p>")
html_summary.append("<p> joint rate = %s </p>" % joint)
html_summary.append("<p> prob fgd KL sym = %s </p>" % prob_fgd_KL_sym)
try:
msst_prob_fgd_KL_sym = yamlfile["msst prob fgd KL sym"]
xi = yamlfile["xi"]
html_summary.append("<p> msst prob fgd KL sym = %s </p>" % msst_prob_fgd_KL_sym)
html_summary.append("<p> xi = %s </p>" % xi)
except KeyError:
pass
html_summary.append("</td>")
input_image_filename = yamlfile['input_image']
input_image = Image.open(input_image_filename)
mask = yamlfile['mask']
create_bgdfgd_image(in_filename, input_image, mask, 'mask')
initial_mask = yamlfile['initial_mask']
create_bgdfgd_image(in_filename, input_image, initial_mask, 'initial_mask')
try:
initial_mask = yamlfile['initial_mask_color']
create_bgdfgd_image(in_filename, input_image, initial_mask, 'initial_mask_color')
except KeyError:
pass
try:
initial_mask = yamlfile['initial_mask_msst']
create_bgdfgd_image(in_filename, input_image, initial_mask, 'initial_mask_msst')
except KeyError:
pass
gt_mask_filename = input_image_filename + ".yml"
try:
stream = open(gt_mask_filename)
except IOError:
parser.error("can't open input file \""+ gt_mask_filename +"\"")
if ".wo-" in in_filename:
class_number = int( in_filename.split('.')[1] )
yamlfile = yaml.load(stream)
mask = yamlfile['mask']
create_bgdfgd_image_multiclass(in_filename, input_image, mask, 'gt_mask', class_number)
html_summary.append("</tr>\n")
if __name__ == "__main__":
main()