| Contact name | Mohammadreza Babaee |
| Contact email | mrezababaee@gmail.com |
| Contact university/company | TU Munich |
| Method's name | DeepBS (supervised method) |
| Reference | Babaee, Mohammadreza, Duc Tung Dinh, and Gerhard Rigoll. "A Deep Convolutional Neural Network for Video Sequence Background Subtraction." Pattern Recognition (2017) |
| Processing time | 10fps for a 320x240 video with Intel® Xeon(R) CPU E5-1620 v3 @ 3.50GHz × 8 and a GeForce Titan X GPU |
| Web page | https://arxiv.org/abs/1702.01731 |
| Parameters |
CNN Supervised Method
|
You can download the change detection results of this method by clicking here.
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| pedestrians |
604497 |
2770 |
66365 |
67566337 |
0 |
| PETS2006 |
4599269 |
332156 |
228921 |
366381148 |
0 |
| office |
8327125 |
58993 |
314969 |
116479693 |
0 |
| highway |
5400150 |
327833 |
57839 |
86326636 |
313786 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| overpass |
1811446 |
58357 |
166446 |
145584404 |
10290 |
| canoe |
1021777 |
21412 |
21592 |
28398309 |
0 |
| fountain01 |
56120 |
12435 |
21383 |
93270620 |
0 |
| fountain02 |
234729 |
5329 |
32500 |
123957002 |
0 |
| fall |
16838528 |
5426227 |
1499469 |
1011363680 |
162839 |
| boats |
1100800 |
59215 |
450051 |
245660404 |
276 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| boulevard |
4182110 |
26977 |
1308612 |
111457722 |
0 |
| sidewalk |
224507 |
9302 |
38722 |
9823290 |
6628 |
| badminton |
3877137 |
163749 |
221170 |
115264593 |
0 |
| traffic |
3017159 |
698214 |
143597 |
46915492 |
548189 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| abandonedBox |
314095 |
65515 |
434709 |
14755914 |
10110 |
| winterDriveway |
501624 |
2154809 |
189746 |
89505420 |
67262 |
| sofa |
5245754 |
263245 |
2142926 |
161565653 |
0 |
| tramstop |
453050 |
6570 |
993161 |
6606269 |
8 |
| parking |
96011 |
170 |
129380 |
2689020 |
0 |
| streetLight |
596724 |
1042 |
108221 |
13824955 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| copyMachine |
63738717 |
1238436 |
4994948 |
922064106 |
0 |
| bungalows |
5023529 |
1650717 |
133259 |
79189001 |
1644886 |
| busStation |
2728039 |
141366 |
223170 |
76874136 |
110648 |
| peopleInShade |
4840557 |
780730 |
64799 |
81219930 |
769825 |
| backdoor |
1956289 |
11637 |
68308 |
99816150 |
0 |
| cubicle |
10076993 |
927240 |
298200 |
516975535 |
374519 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| lakeSide |
4116414 |
508413 |
3856667 |
407650001 |
0 |
| park |
568098 |
16639 |
147039 |
34478501 |
0 |
| diningRoom |
16812573 |
1209770 |
2651724 |
205974497 |
0 |
| corridor |
10026765 |
176069 |
2313392 |
359810956 |
0 |
| library |
20550580 |
3592406 |
41410685 |
255888109 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| skating |
22349955 |
108042 |
1422863 |
574492875 |
392 |
| wetSnow |
11788877 |
1070679 |
2226989 |
918568835 |
0 |
| snowFall |
16247342 |
603853 |
4474841 |
1946476835 |
507796 |
| blizzard |
10710661 |
55675 |
13551519 |
2080103661 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tunnelExit_0_35fps |
5977520 |
2840915 |
1024804 |
348624907 |
0 |
| port_0_17fps |
15361 |
65770 |
41821 |
308034967 |
0 |
| turnpike_0_5fps |
929874 |
1591 |
1921222 |
46189776 |
0 |
| tramCrossroad_1fps |
679307 |
42115 |
58276 |
24867274 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tramStation |
531762 |
66878 |
5724566 |
178062536 |
0 |
| busyBoulvard |
1073889 |
31136 |
4514802 |
60384135 |
0 |
| streetCornerAtNight |
2926414 |
493871 |
1004313 |
627004365 |
0 |
| fluidHighway |
2706845 |
1557533 |
1231677 |
219886550 |
107437 |
| bridgeEntry |
1272737 |
181460 |
377209 |
80818295 |
0 |
| winterStreet |
6589378 |
1708994 |
2709935 |
123987110 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| twoPositionPTZCam |
1381701 |
184760 |
226823 |
135829383 |
137795 |
| zoomInZoomOut |
82182 |
11201038 |
7122 |
36981298 |
1283 |
| continuousPan |
1927695 |
19757082 |
155996 |
349769532 |
34751 |
| intermittentPan |
1117756 |
5715641 |
2886752 |
417306400 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| turbulence2 |
545781 |
15777 |
131594 |
811567973 |
0 |
| turbulence3 |
5315444 |
226463 |
525396 |
478389552 |
0 |
| turbulence0 |
1647188 |
465073 |
373275 |
1378995699 |
0 |
| turbulence1 |
1635772 |
138439 |
840133 |
963557419 |
0 |