| Contact name | Víctor Mondéjar-Guerra |
| Contact email | v.mondejar@udc.es |
| Contact university/company | University of A Coruña |
| Method's name | BMN-BSN (supervised method) |
| Reference | V. Mondéjar-Guerra, J.Rouco, J. Novo, M. Ortega. "An end-to-end deep learning approach for simultaneous background modeling and subtraction". In British Machine Vision Conference 2019 |
| Processing time | ~40 fps for a 320x240 video with Python code running on a i7-7700K 4.20GHz with a GeForce RTX 2080 Ti |
| Parameters |
N = 16, M = 12, K = 64, epochs = 5
|
You can download the change detection results of this method by clicking here.
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| pedestrians |
653980 |
33249 |
16882 |
67535858 |
1815 |
| PETS2006 |
4460823 |
362667 |
367367 |
366350637 |
0 |
| office |
8577180 |
527911 |
64914 |
116010775 |
0 |
| highway |
5345807 |
401489 |
112182 |
86252980 |
360062 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| overpass |
1756346 |
814277 |
221546 |
144828484 |
12272 |
| canoe |
1028953 |
435429 |
14416 |
27984292 |
0 |
| fountain01 |
43159 |
4104848 |
34344 |
89178207 |
0 |
| fountain02 |
236143 |
75421 |
31086 |
123886910 |
0 |
| fall |
17370822 |
42142399 |
967175 |
974647508 |
241788 |
| boats |
1463440 |
75293 |
87411 |
245644326 |
325 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| boulevard |
4810486 |
494833 |
680236 |
110989866 |
0 |
| sidewalk |
241058 |
264416 |
22171 |
9568176 |
7683 |
| badminton |
3683171 |
1228552 |
415136 |
114199790 |
0 |
| traffic |
2999178 |
7203935 |
161578 |
40409771 |
629783 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| abandonedBox |
714793 |
1161770 |
34011 |
13659659 |
13353 |
| winterDriveway |
583659 |
3707890 |
107711 |
87952339 |
96634 |
| sofa |
6318585 |
146561 |
1070095 |
161682337 |
0 |
| tramstop |
1357192 |
4271488 |
89019 |
2341351 |
4374 |
| parking |
193065 |
84593 |
32326 |
2604597 |
0 |
| streetLight |
677969 |
1713 |
26976 |
13824284 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| copyMachine |
65716431 |
2186036 |
3017234 |
921116506 |
0 |
| bungalows |
5089250 |
1798234 |
67538 |
79041484 |
1752266 |
| busStation |
2815073 |
326840 |
136136 |
76688662 |
140308 |
| peopleInShade |
4862752 |
1120134 |
42604 |
80880526 |
871672 |
| backdoor |
1934824 |
328691 |
89773 |
99499096 |
0 |
| cubicle |
9941694 |
11425476 |
433499 |
506477299 |
378411 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| lakeSide |
3275670 |
1642365 |
4697411 |
406516049 |
0 |
| diningRoom |
18593622 |
4887849 |
870675 |
202296418 |
0 |
| park |
440018 |
65453 |
275119 |
34429687 |
0 |
| corridor |
10359712 |
389095 |
1980445 |
359597930 |
0 |
| library |
58620173 |
5218314 |
3341092 |
254262201 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| skating |
23093259 |
641464 |
679559 |
573959453 |
1526 |
| wetSnow |
7480544 |
6534272 |
6535322 |
913105242 |
0 |
| snowFall |
18198767 |
1336859 |
2523416 |
1945743829 |
887805 |
| blizzard |
17893950 |
473576 |
6368230 |
2079685760 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tunnelExit_0_35fps |
6652469 |
1010450 |
349855 |
350455372 |
0 |
| port_0_17fps |
12933 |
654298 |
44249 |
307446439 |
0 |
| tramCrossroad_1fps |
642286 |
36107 |
95297 |
24873282 |
0 |
| turnpike_0_5fps |
1620086 |
27006 |
1231010 |
46164361 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tramStation |
5967041 |
2279649 |
289287 |
175849765 |
0 |
| busyBoulvard |
3190187 |
280028 |
2398504 |
60135243 |
0 |
| streetCornerAtNight |
3495588 |
1150647 |
435139 |
626347589 |
0 |
| fluidHighway |
2996290 |
6111105 |
942232 |
215332978 |
121742 |
| bridgeEntry |
211035 |
605141 |
1438911 |
80394614 |
0 |
| winterStreet |
6701629 |
3081229 |
2597684 |
122614875 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| turbulence2 |
482448 |
97461 |
194927 |
811486289 |
0 |
| turbulence3 |
5028208 |
671626 |
812632 |
477944389 |
0 |
| turbulence0 |
1742341 |
170679367 |
278122 |
1208781405 |
0 |
| turbulence1 |
1670994 |
1833600 |
804911 |
961862258 |
0 |