| Contact name | Long Ang Lim |
| Contact email | lim.longang@gmail.com |
| Contact university/company | Ankara University |
| Method's name | FgSegNet_S (FPM) (Supervised Method) |
| Reference | Lim, Long Ang, and Hacer Yalim Keles. "Foreground Segmentation Using Convolutional Neural Networks for Multiscale Feature Encoding." Pattern Recognition Letters (2018). |
| Processing time | 21fps for 320x240 with NVIDIA GTX 970 GPU, Keras framework with Tensorflow backend |
| Web page | https://github.com/lim-anggun/FgSegNet |
| Parameters |
training=200frames, val_split=0.2, threshold=0.8, 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 |
669081 |
1816 |
1781 |
67567291 |
10 |
| PETS2006 |
4814603 |
7583 |
13587 |
366705721 |
0 |
| office |
8616802 |
10375 |
25292 |
116528311 |
0 |
| highway |
5447623 |
16037 |
10366 |
86638432 |
13903 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| overpass |
1974106 |
5779 |
3786 |
145636982 |
63 |
| canoe |
1042971 |
402 |
398 |
28419319 |
0 |
| fountain01 |
77378 |
1471 |
125 |
93281584 |
0 |
| fountain02 |
266671 |
1909 |
558 |
123960422 |
0 |
| fall |
18278372 |
112829 |
59625 |
1016677078 |
17091 |
| boats |
1548959 |
6588 |
1892 |
245713031 |
12 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| boulevard |
5479665 |
7303 |
11057 |
111477396 |
0 |
| sidewalk |
263054 |
330 |
175 |
9832262 |
9 |
| badminton |
4071075 |
23361 |
27232 |
115404981 |
0 |
| traffic |
3133720 |
25685 |
27036 |
47588021 |
10975 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| abandonedBox |
745460 |
3899 |
3344 |
14817530 |
23 |
| winterDriveway |
690098 |
16726 |
1272 |
91643503 |
53 |
| sofa |
7357452 |
39660 |
31228 |
161789238 |
0 |
| tramstop |
1442611 |
12463 |
3600 |
6600376 |
20 |
| parking |
224343 |
2197 |
1048 |
2686993 |
0 |
| streetLight |
704701 |
709 |
244 |
13825288 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| copyMachine |
68409198 |
259910 |
324467 |
923042632 |
0 |
| bungalows |
5147075 |
11930 |
9713 |
80827788 |
6119 |
| busStation |
2933310 |
18188 |
17899 |
76997314 |
2207 |
| peopleInShade |
4896535 |
22485 |
8821 |
81978175 |
19031 |
| backdoor |
2015788 |
91743 |
8809 |
99736044 |
0 |
| cubicle |
10331590 |
38091 |
43603 |
517864684 |
1566 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| lakeSide |
7842527 |
75919 |
130554 |
408082495 |
0 |
| diningRoom |
19298114 |
109022 |
166183 |
207075245 |
0 |
| park |
711673 |
4078 |
3464 |
34491062 |
0 |
| corridor |
12260020 |
45341 |
80137 |
359941684 |
0 |
| library |
61900511 |
42571 |
60754 |
259437944 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| skating |
23686912 |
104882 |
85906 |
574496035 |
1983 |
| wetSnow |
13642637 |
135129 |
373229 |
919504385 |
0 |
| snowFall |
20620321 |
250522 |
101862 |
1946830166 |
93216 |
| blizzard |
24023935 |
268604 |
238245 |
2079890732 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tunnelExit_0_35fps |
6925122 |
46875 |
77202 |
351418947 |
0 |
| port_0_17fps |
53409 |
66296 |
3773 |
308034441 |
0 |
| tramCrossroad_1fps |
736424 |
1717 |
1159 |
24907672 |
0 |
| turnpike_0_5fps |
2836658 |
9118 |
14438 |
46182249 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tramStation |
6054766 |
263880 |
201562 |
177865534 |
0 |
| busyBoulvard |
5493581 |
80180 |
95110 |
60335091 |
0 |
| streetCornerAtNight |
3731890 |
154663 |
198837 |
627343573 |
0 |
| fluidHighway |
3763218 |
151936 |
175304 |
221292147 |
13556 |
| bridgeEntry |
1629716 |
36898 |
20230 |
80962857 |
0 |
| winterStreet |
9124982 |
106921 |
174331 |
125589183 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| twoPositionPTZCam |
1594762 |
17636 |
13762 |
135996507 |
8898 |
| zoomInZoomOut |
88712 |
681 |
592 |
48181655 |
144 |
| continuousPan |
2060472 |
66388 |
23219 |
369460226 |
3567 |
| intermittentPan |
3965938 |
43172 |
38570 |
422978869 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| turbulence2 |
669855 |
16894 |
7520 |
811566856 |
0 |
| turbulence3 |
5743890 |
285382 |
96950 |
478330633 |
0 |
| turbulence0 |
1981171 |
65284 |
39292 |
1379395488 |
0 |
| turbulence1 |
2389506 |
173966 |
86399 |
963521892 |
0 |