Contact nameLong Ang Lim
Contact emaillim.longang@gmail.com
Contact university/companyAnkara University
Method's nameFgSegNet_S (FPM) (Supervised Method)
ReferenceLim, Long Ang, and Hacer Yalim Keles. "Foreground Segmentation Using Convolutional Neural Networks for Multiscale Feature Encoding." Pattern Recognition Letters (2018).
Processing time21fps for 320x240 with NVIDIA GTX 970 GPU, Keras framework with Tensorflow backend
Web pagehttps://github.com/lim-anggun/FgSegNet
Parameters training=200frames, val_split=0.2, threshold=0.8, 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 669081 1816 1781 67567291 10
PETS2006 4814603 7583 13587 366705721 0
highway 5447623 16037 10366 86638432 13903
office 8616802 10375 25292 116528311 0
Video TP FP FN TN Nb Shadow Error
fountain01 77378 1471 125 93281584 0
fountain02 266671 1909 558 123960422 0
canoe 1042971 402 398 28419319 0
boats 1548959 6588 1892 245713031 12
overpass 1974106 5779 3786 145636982 63
fall 18278372 112829 59625 1016677078 17091
Video TP FP FN TN Nb Shadow Error
sidewalk 263054 330 175 9832262 9
traffic 3133720 25685 27036 47588021 10975
badminton 4071075 23361 27232 115404981 0
boulevard 5479665 7303 11057 111477396 0
Video TP FP FN TN Nb Shadow Error
parking 224343 2197 1048 2686993 0
winterDriveway 690098 16726 1272 91643503 53
streetLight 704701 709 244 13825288 0
abandonedBox 745460 3899 3344 14817530 23
tramstop 1442611 12463 3600 6600376 20
sofa 7357452 39660 31228 161789238 0
Video TP FP FN TN Nb Shadow Error
backdoor 2015788 91743 8809 99736044 0
busStation 2933310 18188 17899 76997314 2207
peopleInShade 4896535 22485 8821 81978175 19031
bungalows 5147075 11930 9713 80827788 6119
cubicle 10331590 38091 43603 517864684 1566
copyMachine 68409198 259910 324467 923042632 0
Video TP FP FN TN Nb Shadow Error
park 711673 4078 3464 34491062 0
lakeSide 7842527 75919 130554 408082495 0
corridor 12260020 45341 80137 359941684 0
diningRoom 19298114 109022 166183 207075245 0
library 61900511 42571 60754 259437944 0
Video TP FP FN TN Nb Shadow Error
wetSnow 13642637 135129 373229 919504385 0
snowFall 20620321 250522 101862 1946830166 93216
skating 23686912 104882 85906 574496035 1983
blizzard 24023935 268604 238245 2079890732 0
Video TP FP FN TN Nb Shadow Error
port_0_17fps 53409 66296 3773 308034441 0
tramCrossroad_1fps 736424 1717 1159 24907672 0
turnpike_0_5fps 2836658 9118 14438 46182249 0
tunnelExit_0_35fps 6925122 46875 77202 351418947 0
Video TP FP FN TN Nb Shadow Error
bridgeEntry 1629716 36898 20230 80962857 0
streetCornerAtNight 3731890 154663 198837 627343573 0
fluidHighway 3763218 151936 175304 221292147 13556
busyBoulvard 5493581 80180 95110 60335091 0
tramStation 6054766 263880 201562 177865534 0
winterStreet 9124982 106921 174331 125589183 0
Video TP FP FN TN Nb Shadow Error
zoomInZoomOut 88712 681 592 48181655 144
twoPositionPTZCam 1594762 17636 13762 135996507 8898
continuousPan 2060472 66388 23219 369460226 3567
intermittentPan 3965938 43172 38570 422978869 0
Video TP FP FN TN Nb Shadow Error
turbulence2 669855 16894 7520 811566856 0
turbulence0 1981171 65284 39292 1379395488 0
turbulence1 2389506 173966 86399 963521892 0
turbulence3 5743890 285382 96950 478330633 0