Contact name | Rui Wang |
Contact email | rwc33@mail.missouri.edu |
Contact university/company | University of Missouri, Columbia |
Method's name | FTSG (Flux Tensor with Split Gaussian mdoels)) |
Reference | R. Wang, F. Bunyak, G. Seetharaman and K. Palaniappan "Static and Moving Object Detection Using Flux Tensor with Split Gaussian Models", in proc of IEEE Workshop on Change Detection, 2014 |
Processing time | ~10fps for a 320x240 video with Matlab code running on a 2.4GHz Intel core 2 duo laptop |
Parameters |
alphabg=0.004, alphafg=0.5, Tb=3, Tf=20, Wt=7, Wx=7
|
You can download the change detection results of this method by clicking here.
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
pedestrians |
656530 |
80971 |
14332 |
67488136 |
9950 |
PETS2006 |
4649431 |
616278 |
178759 |
366097026 |
0 |
office |
7847735 |
317484 |
794359 |
116221202 |
0 |
highway |
5215277 |
369492 |
242712 |
86284977 |
361655 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
overpass |
1867049 |
116414 |
110843 |
145526347 |
12380 |
canoe |
952474 |
14048 |
90895 |
28405673 |
0 |
fountain01 |
68620 |
22384 |
8883 |
93260671 |
0 |
fountain02 |
253173 |
11942 |
14056 |
123950389 |
0 |
fall |
18112851 |
2509468 |
225146 |
1014280439 |
379605 |
boats |
832767 |
31911 |
718084 |
245687708 |
323 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
boulevard |
4498045 |
2522294 |
992677 |
108962405 |
0 |
sidewalk |
121192 |
30591 |
142037 |
9802001 |
8404 |
badminton |
3756871 |
343184 |
341436 |
115085158 |
0 |
traffic |
2814677 |
1190917 |
346079 |
46422789 |
654203 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
abandonedBox |
739944 |
156792 |
8860 |
14664637 |
13803 |
winterDriveway |
533147 |
574549 |
158223 |
91085680 |
84493 |
sofa |
4699267 |
774759 |
2689413 |
161054139 |
0 |
tramstop |
1427881 |
49433 |
18330 |
6563406 |
13795 |
parking |
101121 |
1401 |
124270 |
2687789 |
0 |
streetLight |
603997 |
6634 |
100948 |
13819363 |
0 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
copyMachine |
60738240 |
5286337 |
7995425 |
918016205 |
0 |
bungalows |
4706691 |
1751568 |
450097 |
79088150 |
1630149 |
busStation |
2502584 |
291758 |
448625 |
76723744 |
178389 |
peopleInShade |
4867955 |
961846 |
37401 |
81038814 |
869812 |
backdoor |
1929502 |
79664 |
95095 |
99748123 |
0 |
cubicle |
9736411 |
2726350 |
638782 |
515176425 |
290503 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
lakeSide |
1819767 |
75491 |
6153314 |
408082923 |
0 |
park |
476184 |
181775 |
238953 |
34313365 |
0 |
diningRoom |
17740791 |
822424 |
1723506 |
206361843 |
0 |
corridor |
11381017 |
718084 |
959140 |
359268941 |
0 |
library |
58896711 |
2226212 |
3064554 |
257254303 |
0 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
skating |
20561608 |
623675 |
3211210 |
573977242 |
6464 |
wetSnow |
8317908 |
1211077 |
5697958 |
918428437 |
0 |
snowFall |
15888545 |
2156559 |
4833638 |
1944924129 |
876336 |
blizzard |
18387647 |
600109 |
5874533 |
2079559227 |
0 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
tunnelExit_0_35fps |
5851280 |
1573630 |
1151044 |
349892192 |
0 |
port_0_17fps |
41051 |
396888 |
16131 |
307703849 |
0 |
turnpike_0_5fps |
1519483 |
53462 |
1331613 |
46137905 |
0 |
tramCrossroad_1fps |
678804 |
200439 |
58779 |
24708950 |
0 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
tramStation |
4812796 |
2648482 |
1443532 |
175480932 |
0 |
busyBoulvard |
1334759 |
799430 |
4253932 |
59615841 |
0 |
streetCornerAtNight |
2529822 |
2119215 |
1400905 |
625379021 |
0 |
fluidHighway |
2166100 |
4287166 |
1772422 |
217156917 |
139144 |
bridgeEntry |
1084453 |
2414249 |
565493 |
78585506 |
0 |
winterStreet |
7489037 |
8050368 |
1810276 |
117645736 |
0 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
twoPositionPTZCam |
1104632 |
343924 |
503892 |
135670219 |
138066 |
zoomInZoomOut |
79953 |
1970681 |
9351 |
46211655 |
745 |
continuousPan |
1176051 |
12389687 |
907640 |
357136927 |
43697 |
intermittentPan |
2185261 |
6343572 |
1819247 |
416678469 |
0 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
turbulence2 |
473024 |
41152 |
204351 |
811542598 |
0 |
turbulence3 |
3379457 |
149151 |
2461383 |
478466864 |
0 |
turbulence0 |
1641774 |
301390 |
378689 |
1379159382 |
0 |
turbulence1 |
876717 |
106832 |
1599188 |
963589026 |
0 |