| Contact name | Sahin Isik |
| Contact email | isahhin@gmail.com |
| Contact university/company | University of Eskisehir Osmangazi |
| Method's name | SWCD |
| Reference | Işık, Şahin, Kemal Özkan, Serkan Günal, and Ömer Nezih Gerek. "SWCD: a sliding window and self-regulated learning-based background updating method for change detection in videos." Journal of Electronic Imaging 27, no. 2 (2018): 023002. |
| Processing time | ~10 fps for a 240x320 with Matlab on a modest PC (Intel core i7-6700HQ with 2.60 GHz CPU and 8 GB memory) |
| Web page | https://github.com/isahhin/swcd |
| Parameters |
Threshold = 35, Median = 5, R_scale = 0.1
|
You can download the change detection results of this method by clicking here.
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| pedestrians |
646369 |
70629 |
24493 |
67498478 |
11347 |
| PETS2006 |
4624026 |
746572 |
204164 |
365966732 |
0 |
| office |
8419127 |
869508 |
222967 |
115669178 |
0 |
| highway |
5176973 |
762799 |
281016 |
85891670 |
361490 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| overpass |
1691137 |
315275 |
286755 |
145327486 |
12150 |
| canoe |
980960 |
113526 |
62409 |
28306195 |
0 |
| fountain01 |
55197 |
12718 |
22306 |
93270337 |
0 |
| fountain02 |
249240 |
19188 |
17989 |
123943143 |
0 |
| fall |
15614975 |
1511982 |
2723022 |
1015277925 |
350627 |
| boats |
1432702 |
386198 |
118149 |
245333421 |
381 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| boulevard |
4358761 |
346370 |
1131961 |
111138329 |
0 |
| sidewalk |
117962 |
77026 |
145267 |
9755566 |
4360 |
| badminton |
3265635 |
598845 |
832672 |
114829497 |
0 |
| traffic |
2513611 |
818211 |
647145 |
46795495 |
584382 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| abandonedBox |
662841 |
401984 |
85963 |
14419445 |
13803 |
| winterDriveway |
499170 |
872481 |
192200 |
90787748 |
50409 |
| sofa |
6819278 |
1679990 |
569402 |
160148908 |
0 |
| tramstop |
482449 |
30451 |
963762 |
6582388 |
90 |
| parking |
169387 |
26821 |
56004 |
2662369 |
0 |
| streetLight |
668697 |
136506 |
36248 |
13689491 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| copyMachine |
63813740 |
10869168 |
4919925 |
912433374 |
0 |
| bungalows |
4831089 |
1852192 |
325699 |
78987526 |
1752874 |
| busStation |
2693481 |
656616 |
257728 |
76358886 |
240811 |
| peopleInShade |
4800534 |
1142382 |
104822 |
80858278 |
847133 |
| backdoor |
1944368 |
141538 |
80229 |
99686249 |
0 |
| cubicle |
9250238 |
1503754 |
1124955 |
516399021 |
335614 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| lakeSide |
5246413 |
1632747 |
2726668 |
406525667 |
0 |
| diningRoom |
17508838 |
2435064 |
1955459 |
204749203 |
0 |
| park |
631880 |
128947 |
83257 |
34366193 |
0 |
| corridor |
11403453 |
1823608 |
936704 |
358163417 |
0 |
| library |
57976766 |
2454923 |
3984499 |
257025592 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| skating |
22421860 |
5923286 |
1350958 |
568677631 |
5968 |
| wetSnow |
10319392 |
1991322 |
3696474 |
917648192 |
0 |
| snowFall |
16931022 |
3072970 |
3791161 |
1944007718 |
822767 |
| blizzard |
19494902 |
3936711 |
4767278 |
2076222625 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tunnelExit_0_35fps |
5560938 |
3760781 |
1441386 |
347705041 |
0 |
| port_0_17fps |
38312 |
53805 |
18870 |
308046932 |
0 |
| tramCrossroad_1fps |
668278 |
96726 |
69305 |
24812663 |
0 |
| turnpike_0_5fps |
2344294 |
221016 |
506802 |
45970351 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tramStation |
4925885 |
2423418 |
1330443 |
175705996 |
0 |
| busyBoulvard |
2426352 |
1497234 |
3162339 |
58918037 |
0 |
| streetCornerAtNight |
2472136 |
1426230 |
1458591 |
626072006 |
0 |
| fluidHighway |
1758183 |
3681123 |
2180339 |
217762960 |
56673 |
| bridgeEntry |
1234561 |
1075464 |
415385 |
79924291 |
0 |
| winterStreet |
6208666 |
4523453 |
3090647 |
121172651 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| twoPositionPTZCam |
1344052 |
433116 |
264472 |
135581027 |
190040 |
| zoomInZoomOut |
25725 |
272286 |
63579 |
47910050 |
543 |
| continuousPan |
816764 |
3725724 |
1266927 |
365800890 |
30419 |
| intermittentPan |
2985046 |
2270442 |
1019462 |
420751599 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| turbulence2 |
486145 |
16300 |
191230 |
811567450 |
0 |
| turbulence3 |
4307115 |
567694 |
1533725 |
478048321 |
0 |
| turbulence0 |
1757780 |
153781 |
262683 |
1379306991 |
0 |
| turbulence1 |
1391875 |
998520 |
1084030 |
962697338 |
0 |