| Contact name | Pierre-Luc St-Charles |
| Contact email | pierre-luc.st-charles@polymtl.ca |
| Contact university/company | Ecole Polytechnique de Montreal |
| Method's name | SuBSENSE |
| Reference | St-Charles, P.-L., Bilodeau, G.-A., Bergevin, R., "SuBSENSE : A Universal Change Detection Method with Local Adaptive Sensitivity". Accepted for IEEE Transactions on Image Processing, Nov. 2014 |
| Processing time | ~30 FPS on average for the whole dataset (31 seq.), C++ code running on a 3rd generation i5, 1 seq. per core |
| Web page | http://bitbucket.org/pierre_luc_st_charles/subsense |
| Parameters |
(see paper/source code)
|
You can download the change detection results of this method by clicking here.
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| pedestrians |
629331 |
18672 |
41531 |
67550435 |
11159 |
| PETS2006 |
4689953 |
451533 |
138237 |
366261771 |
0 |
| office |
8177461 |
172398 |
464633 |
116366288 |
0 |
| highway |
5197678 |
360455 |
260311 |
86294014 |
353689 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| overpass |
1552974 |
92584 |
424918 |
145550177 |
11997 |
| canoe |
687542 |
4672 |
355827 |
28415049 |
0 |
| fountain01 |
67978 |
35036 |
9525 |
93248019 |
0 |
| fountain02 |
246717 |
8725 |
20512 |
123953606 |
0 |
| fall |
15709307 |
2228158 |
2628690 |
1014561749 |
226318 |
| boats |
867881 |
85215 |
682970 |
245634404 |
384 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| boulevard |
3792433 |
792375 |
1698289 |
110692324 |
0 |
| sidewalk |
219954 |
45836 |
43275 |
9786756 |
7488 |
| badminton |
3780431 |
701468 |
317876 |
114726874 |
0 |
| traffic |
2682075 |
903886 |
478681 |
46709820 |
655394 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| abandonedBox |
684102 |
177755 |
64702 |
14643674 |
13825 |
| winterDriveway |
504713 |
1592412 |
186657 |
90067817 |
61150 |
| sofa |
4595821 |
397065 |
2792859 |
161431833 |
0 |
| tramstop |
603423 |
123068 |
842788 |
6489771 |
890 |
| parking |
64475 |
666 |
160916 |
2688524 |
0 |
| streetLight |
689388 |
731 |
15557 |
13825266 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| copyMachine |
61788361 |
2506645 |
6945304 |
920795897 |
0 |
| bungalows |
4997504 |
1782066 |
159284 |
79057652 |
1705793 |
| busStation |
2682527 |
574664 |
268682 |
76440838 |
315658 |
| peopleInShade |
4802255 |
980975 |
103101 |
81019685 |
854157 |
| backdoor |
1901613 |
51508 |
122984 |
99776279 |
0 |
| cubicle |
9917643 |
1592793 |
457550 |
516309982 |
391569 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| lakeSide |
4573781 |
1017137 |
3399300 |
407141277 |
0 |
| park |
595843 |
185772 |
119294 |
34309368 |
0 |
| diningRoom |
18043505 |
3461383 |
1420792 |
203722884 |
0 |
| corridor |
11772816 |
2735658 |
567341 |
357251367 |
0 |
| library |
49116762 |
3528995 |
12844503 |
255951520 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| skating |
19817165 |
187309 |
3955653 |
574413608 |
3908 |
| wetSnow |
10384821 |
1648218 |
3631045 |
917991296 |
0 |
| snowFall |
18603638 |
2304795 |
2118545 |
1944775893 |
920005 |
| blizzard |
19719590 |
2364543 |
4542590 |
2077794793 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tunnelExit_0_35fps |
6682872 |
5324888 |
319452 |
346140934 |
0 |
| port_0_17fps |
42780 |
474362 |
14402 |
307626375 |
0 |
| turnpike_0_5fps |
2225227 |
32401 |
625869 |
46158966 |
0 |
| tramCrossroad_1fps |
687274 |
183520 |
50309 |
24725869 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tramStation |
5347154 |
1828157 |
909174 |
176301257 |
0 |
| busyBoulvard |
2380727 |
723294 |
3207964 |
59691977 |
0 |
| streetCornerAtNight |
2806143 |
1440327 |
1124584 |
626057909 |
0 |
| fluidHighway |
2464349 |
6151095 |
1474173 |
215292988 |
139961 |
| bridgeEntry |
1089875 |
3255096 |
560071 |
77744659 |
0 |
| winterStreet |
6149327 |
6008584 |
3149986 |
119687520 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| twoPositionPTZCam |
1387644 |
353787 |
220880 |
135660356 |
176581 |
| zoomInZoomOut |
79997 |
3851621 |
9307 |
44330715 |
1997 |
| continuousPan |
1496064 |
14023235 |
587627 |
355503379 |
46754 |
| intermittentPan |
3387562 |
11835685 |
616946 |
411186356 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| turbulence2 |
502545 |
48786 |
174830 |
811534964 |
0 |
| turbulence3 |
4491083 |
186909 |
1349757 |
478429106 |
0 |
| turbulence0 |
1856392 |
1100605 |
164071 |
1378360167 |
0 |
| turbulence1 |
1956451 |
1166784 |
519454 |
962529074 |
0 |