Contact nameMohammadreza Babaee
Contact emailmrezababaee@gmail.com
Contact university/companyTU Munich
Method's nameDeepBS (supervised method)
ReferenceMohammadreza Babaee, Duc Tung Dinh, Gerhard Rigoll "A Deep Convolutional Neural Network for Background Subtraction". arXiv:1702.01731
Processing time10fps for a 320x240 video with Intel® Xeon(R) CPU E5-1620 v3 @ 3.50GHz × 8 and a GeForce Titan X GPU
Web pagehttps://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