| Contact name | Anthony Cioppa |
| Contact email | anthony.cioppa@uliege.be |
| Contact university/company | University of Liège |
| Method's name | RT-SBS-v2 |
| Reference | Anthony Cioppa, Marc Van Droogenbroeck, Marc Braham "Real-Time Semantic Background Subtraction". arXiv preprint, 2020. Submitted to ICIP 2020. |
| Processing time | 25 fps with python code running on a NVIDIA Tesla V100 GPU |
| Parameters |
Scene-specific Bayesian optimization
|
You can download the change detection results of this method by clicking here.
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| pedestrians |
660776 |
23052 |
10086 |
67546055 |
159 |
| PETS2006 |
4578489 |
570835 |
249701 |
366142469 |
0 |
| office |
8199242 |
359258 |
442852 |
116179428 |
0 |
| highway |
5344065 |
247999 |
113924 |
86406470 |
203529 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| overpass |
1935759 |
116401 |
42133 |
145526360 |
12168 |
| canoe |
990379 |
68590 |
52990 |
28351131 |
0 |
| fountain01 |
55451 |
11488 |
22052 |
93271567 |
0 |
| fountain02 |
253010 |
20732 |
14219 |
123941599 |
0 |
| fall |
17596132 |
870311 |
741865 |
1015919596 |
205067 |
| boats |
1512766 |
62344 |
38085 |
245657275 |
290 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| boulevard |
3638509 |
1939562 |
1852213 |
109545137 |
0 |
| sidewalk |
237884 |
38584 |
25345 |
9794008 |
8368 |
| badminton |
3964909 |
746918 |
133398 |
114681424 |
0 |
| traffic |
3020574 |
890400 |
140182 |
46723306 |
613861 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| abandonedBox |
720292 |
223985 |
28512 |
14597444 |
10581 |
| winterDriveway |
467503 |
42404 |
223867 |
91617825 |
7876 |
| sofa |
7075731 |
1079406 |
312949 |
160749492 |
0 |
| tramstop |
1364893 |
235697 |
81318 |
6377142 |
230 |
| parking |
215021 |
2706 |
10370 |
2686484 |
0 |
| streetLight |
678445 |
28155 |
26500 |
13797842 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| copyMachine |
65570125 |
3140627 |
3163540 |
920161915 |
0 |
| bungalows |
4947609 |
641885 |
209179 |
80197833 |
566642 |
| busStation |
2798905 |
145268 |
152304 |
76870234 |
28530 |
| peopleInShade |
4861494 |
591961 |
43862 |
81408699 |
457467 |
| backdoor |
1979394 |
97692 |
45203 |
99730095 |
0 |
| cubicle |
10071377 |
314605 |
303816 |
517588170 |
52746 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| lakeSide |
6415352 |
2220824 |
1557729 |
405937590 |
0 |
| diningRoom |
18333375 |
873403 |
1130922 |
206310864 |
0 |
| park |
590912 |
189400 |
124225 |
34305740 |
0 |
| corridor |
10406883 |
873154 |
1933274 |
359113871 |
0 |
| library |
58888285 |
2302536 |
3072980 |
257177979 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| skating |
21886498 |
1512405 |
1886320 |
573088512 |
6314 |
| wetSnow |
9757272 |
914501 |
4258594 |
918725013 |
0 |
| snowFall |
18323749 |
1791951 |
2398434 |
1945288737 |
876881 |
| blizzard |
21234134 |
15537659 |
3028046 |
2064621677 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tunnelExit_0_35fps |
5914553 |
1217487 |
1087771 |
350248335 |
0 |
| port_0_17fps |
32178 |
129120 |
25004 |
307971617 |
0 |
| tramCrossroad_1fps |
675034 |
109156 |
62549 |
24800233 |
0 |
| turnpike_0_5fps |
2737468 |
378042 |
113628 |
45813325 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tramStation |
5143133 |
1543397 |
1113195 |
176586017 |
0 |
| busyBoulvard |
2582958 |
1315010 |
3005733 |
59100261 |
0 |
| streetCornerAtNight |
1823780 |
1254528 |
2106947 |
626243708 |
0 |
| fluidHighway |
2316748 |
5355455 |
1621774 |
216088628 |
117880 |
| bridgeEntry |
964501 |
523406 |
685445 |
80476349 |
0 |
| winterStreet |
4748524 |
4801753 |
4550789 |
120894351 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| twoPositionPTZCam |
1424146 |
350860 |
184378 |
135663283 |
142228 |
| zoomInZoomOut |
76135 |
75620 |
13169 |
48106716 |
862 |
| continuousPan |
1224905 |
2259136 |
858786 |
367267478 |
37822 |
| intermittentPan |
2811720 |
6910798 |
1192788 |
416111243 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| turbulence2 |
513105 |
4813 |
164270 |
811578937 |
0 |
| turbulence3 |
3911479 |
193966 |
1929361 |
478422049 |
0 |
| turbulence0 |
1681347 |
944615 |
339116 |
1378516157 |
0 |
| turbulence1 |
1298323 |
885035 |
1177582 |
962810823 |
0 |