Contact nameAasim Rafique
Contact emailaasimrafiq@gmail.com
Contact university/companyGIST
Method's nameGRBM
ReferenceBackground subtraction using GRBM
Processing time18 fps for a 640 x 480 video python code on core i5 desktop
Web pagehttp://mlv.gist.ac.kr/
Parameters learningrate = 0.0001, 0.001

You can download the change detection results of this method by clicking here.

Video TP FP FN TN Nb Shadow Error
pedestrians 582080 2909 88782 67566198 1407
PETS2006 4323841 370735 504349 366342569 0
highway 4943347 765431 514642 85889038 359417
office 8419473 916322 222621 115622364 0
Video TP FP FN TN Nb Shadow Error
fountain01 27134 50461 50369 93232594 0
fountain02 232967 122484 34262 123839847 0
canoe 984945 79434 58424 28340287 0
boats 1078657 88990 472194 245630629 370
overpass 1651159 450005 326733 145192756 9473
fall 9353893 1812018 8984104 1014977889 102544
Video TP FP FN TN Nb Shadow Error
sidewalk 173688 402321 89541 9430271 9370
traffic 2677031 1695930 483725 45917776 664542
boulevard 2930060 52861 2560662 111431838 0
badminton 3366160 889558 732147 114538784 0
Video TP FP FN TN Nb Shadow Error
parking 222006 121979 3385 2567211 0
winterDriveway 501203 260400 190167 91399829 117157
abandonedBox 663695 199776 85109 14621653 13241
streetLight 687638 76904 17307 13749093 0
tramstop 943611 6947 502600 6605892 2
sofa 6323987 1122174 1064693 160706724 0
Video TP FP FN TN Nb Shadow Error
backdoor 1518211 490719 506386 99337068 0
busStation 2578343 592244 372866 76423258 374767
bungalows 4826652 1898081 330136 78941637 1753261
peopleInShade 4884446 2906108 20910 79094552 877341
cubicle 8044304 2859881 2330889 515042894 283349
copyMachine 62164969 8136738 6568696 915165804 0
Video TP FP FN TN Nb Shadow Error
park 606725 401404 108412 34093736 0
lakeSide 5549726 4309769 2423355 403848645 0
corridor 10600944 8732910 1739213 351254115 0
diningRoom 16894588 4123915 2569709 203060352 0
library 59505557 7185890 2455708 252294625 0