| Contact name | Long Ang Lim |
| Contact email | lim.longang@gmail.com |
| Contact university/company | Ankara University |
| Method's name | FgSegNet_v2 (Supervised Method) |
| Reference | Lim, Long Ang, and Hacer Yalim Keles. "Learning Multi-scale Features for Foreground Segmentation." arXiv preprint arXiv:1808.01477 (2018) |
| Processing time | 23fps for 320x240 resolution with NVIDIA GTX 970 GPU, Keras framework with Tensorflow backend |
| Web page | https://github.com/lim-anggun/FgSegNet_v2 |
| Parameters |
training=200frames (val_split=0.2), threshold=0.9, lr=1e-4
|
You can download the change detection results of this method by clicking here.
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| pedestrians |
668350 |
1609 |
2512 |
67567498 |
8 |
| PETS2006 |
4814013 |
8031 |
14177 |
366705273 |
0 |
| office |
8631028 |
19124 |
11066 |
116519562 |
0 |
| highway |
5451350 |
13476 |
6639 |
86640993 |
11857 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| overpass |
1972049 |
3549 |
5843 |
145639212 |
100 |
| canoe |
1042654 |
366 |
715 |
28419355 |
0 |
| fountain01 |
77298 |
886 |
205 |
93282169 |
0 |
| fountain02 |
266640 |
2408 |
589 |
123959923 |
0 |
| fall |
18245172 |
41838 |
92825 |
1016748069 |
3644 |
| boats |
1549080 |
29937 |
1771 |
245689682 |
3 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| boulevard |
5480922 |
5260 |
9800 |
111479439 |
0 |
| sidewalk |
263075 |
111 |
154 |
9832481 |
1 |
| badminton |
4067676 |
17826 |
30631 |
115410516 |
0 |
| traffic |
3143898 |
7959 |
16858 |
47605747 |
4681 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| abandonedBox |
746227 |
4043 |
2577 |
14817386 |
86 |
| winterDriveway |
690083 |
5493 |
1287 |
91654736 |
13 |
| sofa |
7339229 |
20104 |
49451 |
161808794 |
0 |
| tramstop |
1439054 |
8515 |
7157 |
6604324 |
8 |
| parking |
224880 |
828 |
511 |
2688362 |
0 |
| streetLight |
704743 |
1078 |
202 |
13824919 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| copyMachine |
68272494 |
167410 |
461171 |
923135132 |
0 |
| bungalows |
5145790 |
7294 |
10998 |
80832424 |
3784 |
| busStation |
2935191 |
11953 |
16018 |
77003549 |
1543 |
| peopleInShade |
4895271 |
28307 |
10085 |
81972353 |
25923 |
| backdoor |
2015498 |
25702 |
9099 |
99802085 |
0 |
| cubicle |
10327426 |
23409 |
47767 |
517879366 |
743 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| lakeSide |
7856420 |
80731 |
116661 |
408077683 |
0 |
| diningRoom |
19278402 |
72501 |
185895 |
207111766 |
0 |
| park |
710783 |
4143 |
4354 |
34490997 |
0 |
| corridor |
12261676 |
20791 |
78481 |
359966234 |
0 |
| library |
61875891 |
154548 |
85374 |
259325967 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| skating |
23657543 |
58961 |
115275 |
574541956 |
1292 |
| wetSnow |
13684504 |
128755 |
331362 |
919510759 |
0 |
| snowFall |
20494697 |
127496 |
227486 |
1946953192 |
37518 |
| blizzard |
23952525 |
155522 |
309655 |
2080003814 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tunnelExit_0_35fps |
6914609 |
38844 |
87715 |
351426978 |
0 |
| port_0_17fps |
55263 |
35176 |
1919 |
308065561 |
0 |
| tramCrossroad_1fps |
736340 |
882 |
1243 |
24908507 |
0 |
| turnpike_0_5fps |
2836734 |
6867 |
14362 |
46184500 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tramStation |
5984566 |
166455 |
271762 |
177962959 |
0 |
| busyBoulvard |
5499761 |
63161 |
88930 |
60352110 |
0 |
| streetCornerAtNight |
3704858 |
67229 |
225869 |
627431007 |
0 |
| fluidHighway |
3689222 |
79415 |
249300 |
221364668 |
7978 |
| bridgeEntry |
1623930 |
22698 |
26016 |
80977057 |
0 |
| winterStreet |
9172234 |
93376 |
127079 |
125602728 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| twoPositionPTZCam |
1590581 |
11653 |
17943 |
136002490 |
5270 |
| zoomInZoomOut |
88778 |
626 |
526 |
48181710 |
120 |
| continuousPan |
2076106 |
123643 |
7585 |
369402971 |
187 |
| intermittentPan |
3958035 |
24693 |
46473 |
422997348 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| turbulence2 |
670412 |
11397 |
6963 |
811572353 |
0 |
| turbulence3 |
5675691 |
158847 |
165149 |
478457168 |
0 |
| turbulence0 |
1975194 |
48279 |
45269 |
1379412493 |
0 |
| turbulence1 |
2356027 |
101530 |
119878 |
963594328 |
0 |