Contact nameLong Ang Lim
Contact emaillim.longang@gmail.com
Contact university/companyAnkara University
Method's nameFgSegNet (Foreground Segmentation Network)
ReferenceLong Ang, L., & Hacer, Y. K. (2018). Foreground Segmentation Using a Triplet Convolutional Neural Network for Multiscale Feature Encoding. arXiv preprint arXiv:1801.02225.
Processing time18fps for 320x240 with NVIDIA GTX 970 GPU, Keras framework with Tensorflow backend
Web pagehttps://github.com/lim-anggun/FgSegNet
Parameters training=200frames, threshold=0.8, epoch=50, val_split=0.2, lr=1e-4, reg=5e-4, dropout=0.5

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

Video TP FP FN TN Nb Shadow Error
pedestrians 668407 1754 2455 67567353 9
PETS2006 4814126 9258 14064 366704046 0
office 8611985 13300 30109 116525386 0
highway 5449326 20131 8663 86634338 16618
Video TP FP FN TN Nb Shadow Error
overpass 1973084 3363 4808 145639398 109
canoe 1042951 512 418 28419209 0
fountain01 77262 1000 241 93282055 0
fountain02 265902 1422 1327 123960909 0
fall 18196311 95484 141686 1016694423 8032
boats 1548384 6565 2467 245713054 74
Video TP FP FN TN Nb Shadow Error
boulevard 5468856 9834 21866 111474865 0
sidewalk 263049 162 180 9832430 30
badminton 4060826 19915 37481 115408427 0
traffic 3121272 9895 39484 47603811 4689
Video TP FP FN TN Nb Shadow Error
abandonedBox 745692 5841 3112 14815588 53
winterDriveway 689826 6060 1544 91654169 156
sofa 7334541 29679 54139 161799219 0
tramstop 1435970 9352 10241 6603487 23
parking 224843 1380 548 2687810 0
streetLight 704564 1760 381 13824237 0
Video TP FP FN TN Nb Shadow Error
copyMachine 68410702 268746 322963 923033796 0
bungalows 5133711 9760 23077 80829958 5375
busStation 2912234 12882 38975 77002620 2383
peopleInShade 4879221 15008 26135 81985652 12866
backdoor 2015379 35900 9218 99791887 0
cubicle 10274139 28431 101054 517874344 580
Video TP FP FN TN Nb Shadow Error
lakeSide 7801720 93665 171361 408064749 0
park 709607 6225 5530 34488915 0
diningRoom 19263951 126525 200346 207057742 0
corridor 12269896 40872 70261 359946153 0
library 61868259 116111 93006 259364404 0
Video TP FP FN TN Nb Shadow Error
skating 23390979 134496 381839 574466421 564
wetSnow 13494003 173872 521863 919465642 0
snowFall 20446484 284885 275699 1946795803 67197
blizzard 23870274 204419 391906 2079954917 0
Video TP FP FN TN Nb Shadow Error
tunnelExit_0_35fps 6875837 36345 126487 351429477 0
port_0_17fps 52771 88087 4411 308012650 0
turnpike_0_5fps 2831388 8770 19708 46182597 0
tramCrossroad_1fps 736277 1295 1306 24908094 0
Video TP FP FN TN Nb Shadow Error
tramStation 5880389 243602 375939 177885812 0
busyBoulvard 5401693 67925 186998 60347346 0
streetCornerAtNight 3684653 119721 246074 627378515 0
fluidHighway 3631939 95881 306583 221348202 7678
bridgeEntry 1618294 23044 31652 80976711 0
winterStreet 9081588 106286 217725 125589818 0
Video TP FP FN TN Nb Shadow Error
twoPositionPTZCam 1578006 18748 30518 135995395 7898
zoomInZoomOut 88656 667 648 48181669 78
continuousPan 2045955 62093 37736 369464521 7096
intermittentPan 3921717 47788 82791 422974253 0
Video TP FP FN TN Nb Shadow Error
turbulence2 670248 18384 7127 811565366 0
turbulence3 5497210 108573 343630 478507442 0
turbulence0 1961953 57985 58510 1379402787 0
turbulence1 2336629 126740 139276 963569118 0