| Contact name | Long Ang Lim |
| Contact email | lim.longang@gmail.com |
| Contact university/company | Ankara University |
| Method's name | FgSegNet (Foreground Segmentation Network) (Supervised Method) |
| Reference | Long Ang, L., & Hacer, Y. K. (2018). Foreground Segmentation Using a Triplet Convolutional Neural Network for Multiscale Feature Encoding. arXiv preprint arXiv:1801.02225. |
| Processing time | 18fps for 320x240 with NVIDIA GTX 970 GPU, Keras framework with Tensorflow backend |
| Web page | https://github.com/lim-anggun/FgSegNet |
| Parameters |
training=200frames, threshold=0.8, epoch=50, val_split=0.2, lr=1e-4, reg=5e-4, dropout=0.5
|
You can download the change detection results of this method by clicking here.
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| pedestrians |
668407 |
1754 |
2455 |
67567353 |
9 |
| PETS2006 |
4814126 |
9258 |
14064 |
366704046 |
0 |
| office |
8611985 |
13300 |
30109 |
116525386 |
0 |
| highway |
5449326 |
20131 |
8663 |
86634338 |
16618 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| overpass |
1973084 |
3363 |
4808 |
145639398 |
109 |
| canoe |
1042951 |
512 |
418 |
28419209 |
0 |
| fountain01 |
77262 |
1000 |
241 |
93282055 |
0 |
| fountain02 |
265902 |
1422 |
1327 |
123960909 |
0 |
| fall |
18196311 |
95484 |
141686 |
1016694423 |
8032 |
| boats |
1548384 |
6565 |
2467 |
245713054 |
74 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| boulevard |
5468856 |
9834 |
21866 |
111474865 |
0 |
| sidewalk |
263049 |
162 |
180 |
9832430 |
30 |
| badminton |
4060826 |
19915 |
37481 |
115408427 |
0 |
| traffic |
3121272 |
9895 |
39484 |
47603811 |
4689 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| abandonedBox |
745692 |
5841 |
3112 |
14815588 |
53 |
| winterDriveway |
689826 |
6060 |
1544 |
91654169 |
156 |
| sofa |
7334541 |
29679 |
54139 |
161799219 |
0 |
| tramstop |
1435970 |
9352 |
10241 |
6603487 |
23 |
| parking |
224843 |
1380 |
548 |
2687810 |
0 |
| streetLight |
704564 |
1760 |
381 |
13824237 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| copyMachine |
68410702 |
268746 |
322963 |
923033796 |
0 |
| bungalows |
5133711 |
9760 |
23077 |
80829958 |
5375 |
| busStation |
2912234 |
12882 |
38975 |
77002620 |
2383 |
| peopleInShade |
4879221 |
15008 |
26135 |
81985652 |
12866 |
| backdoor |
2015379 |
35900 |
9218 |
99791887 |
0 |
| cubicle |
10274139 |
28431 |
101054 |
517874344 |
580 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| lakeSide |
7801720 |
93665 |
171361 |
408064749 |
0 |
| park |
709607 |
6225 |
5530 |
34488915 |
0 |
| diningRoom |
19263951 |
126525 |
200346 |
207057742 |
0 |
| corridor |
12269896 |
40872 |
70261 |
359946153 |
0 |
| library |
61868259 |
116111 |
93006 |
259364404 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| skating |
23390979 |
134496 |
381839 |
574466421 |
564 |
| wetSnow |
13494003 |
173872 |
521863 |
919465642 |
0 |
| snowFall |
20446484 |
284885 |
275699 |
1946795803 |
67197 |
| blizzard |
23870274 |
204419 |
391906 |
2079954917 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tunnelExit_0_35fps |
6875837 |
36345 |
126487 |
351429477 |
0 |
| port_0_17fps |
52771 |
88087 |
4411 |
308012650 |
0 |
| turnpike_0_5fps |
2831388 |
8770 |
19708 |
46182597 |
0 |
| tramCrossroad_1fps |
736277 |
1295 |
1306 |
24908094 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tramStation |
5880389 |
243602 |
375939 |
177885812 |
0 |
| busyBoulvard |
5401693 |
67925 |
186998 |
60347346 |
0 |
| streetCornerAtNight |
3684653 |
119721 |
246074 |
627378515 |
0 |
| fluidHighway |
3631939 |
95881 |
306583 |
221348202 |
7678 |
| bridgeEntry |
1618294 |
23044 |
31652 |
80976711 |
0 |
| winterStreet |
9081588 |
106286 |
217725 |
125589818 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| twoPositionPTZCam |
1578006 |
18748 |
30518 |
135995395 |
7898 |
| zoomInZoomOut |
88656 |
667 |
648 |
48181669 |
78 |
| continuousPan |
2045955 |
62093 |
37736 |
369464521 |
7096 |
| intermittentPan |
3921717 |
47788 |
82791 |
422974253 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| turbulence2 |
670248 |
18384 |
7127 |
811565366 |
0 |
| turbulence3 |
5497210 |
108573 |
343630 |
478507442 |
0 |
| turbulence0 |
1961953 |
57985 |
58510 |
1379402787 |
0 |
| turbulence1 |
2336629 |
126740 |
139276 |
963569118 |
0 |