Contact name | Jinwook Shim, Sang Ha Lee |
Contact email | kcv456@daum.net |
Contact university/company | Hanwha Techwin, University of Kwangwoon |
Method's name | WisenetMD |
Reference | https://arxiv.org/ftp/arxiv/papers/1805/1805.09277.pdf |
Processing time | ~12 fps for a 640x480 video with C++ code running on two threads i7 laptop , ~35 fps for a 640x480 video with C++/CUDA code running on one thread with a GTX 1080 GPU |
Parameters |
n_BG = 50, minimum required n_BG = 2, color threshold = 30, LBSP threshold = 3 , n_DBG = 30, DBG color threshold = 15
|
You can download the change detection results of this method by clicking here.
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
pedestrians |
628274 |
18459 |
42588 |
67550648 |
11045 |
PETS2006 |
4690584 |
494225 |
137606 |
366219079 |
0 |
office |
8124010 |
171394 |
518084 |
116367292 |
0 |
highway |
5210330 |
359715 |
247659 |
86294754 |
353502 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
overpass |
1601044 |
89682 |
376848 |
145553079 |
12000 |
canoe |
801040 |
6039 |
242329 |
28413682 |
0 |
fountain01 |
67998 |
34694 |
9505 |
93248361 |
0 |
fountain02 |
247102 |
8492 |
20127 |
123953839 |
0 |
fall |
16049263 |
2339745 |
2288734 |
1014450162 |
242835 |
boats |
904160 |
81031 |
646691 |
245638588 |
381 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
boulevard |
3768381 |
772147 |
1722341 |
110712552 |
0 |
sidewalk |
213920 |
36212 |
49309 |
9796380 |
7554 |
badminton |
3826927 |
706608 |
271380 |
114721734 |
0 |
traffic |
2722200 |
759506 |
438556 |
46854200 |
649519 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
abandonedBox |
730414 |
181858 |
18390 |
14639571 |
13827 |
winterDriveway |
496272 |
1579644 |
195098 |
90080585 |
58256 |
sofa |
4648127 |
381771 |
2740553 |
161447127 |
0 |
tramstop |
749270 |
150343 |
696941 |
6462496 |
2177 |
parking |
139422 |
9951 |
85969 |
2679239 |
0 |
streetLight |
690635 |
1080 |
14310 |
13824917 |
0 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
copyMachine |
61860086 |
2535289 |
6873579 |
920767253 |
0 |
bungalows |
4994990 |
1780385 |
161798 |
79059333 |
1705745 |
busStation |
2688747 |
567184 |
262462 |
76448318 |
307585 |
peopleInShade |
4797009 |
980265 |
108347 |
81020395 |
852931 |
backdoor |
1905288 |
53672 |
119309 |
99774115 |
0 |
cubicle |
9916904 |
1677014 |
458289 |
516225761 |
393537 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
lakeSide |
4049619 |
495303 |
3923462 |
407663111 |
0 |
diningRoom |
17927787 |
2633386 |
1536510 |
204550881 |
0 |
park |
549797 |
136973 |
165340 |
34358167 |
0 |
corridor |
11712374 |
2286517 |
627783 |
357700508 |
0 |
library |
48729214 |
2691045 |
13232051 |
256789470 |
0 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
skating |
19828559 |
183477 |
3944259 |
574417440 |
3929 |
wetSnow |
10392057 |
1722041 |
3623809 |
917917473 |
0 |
snowFall |
18588123 |
2279745 |
2134060 |
1944800943 |
920127 |
blizzard |
19715568 |
2335084 |
4546612 |
2077824252 |
0 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
tunnelExit_0_35fps |
6630412 |
5175674 |
371912 |
346290148 |
0 |
port_0_17fps |
42829 |
572395 |
14353 |
307528342 |
0 |
tramCrossroad_1fps |
682528 |
152172 |
55055 |
24757217 |
0 |
turnpike_0_5fps |
2176403 |
27113 |
674693 |
46164254 |
0 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
tramStation |
5217545 |
1816604 |
1038783 |
176312810 |
0 |
busyBoulvard |
2571074 |
668416 |
3017617 |
59746855 |
0 |
streetCornerAtNight |
2793493 |
1434089 |
1137234 |
626064147 |
0 |
fluidHighway |
2386333 |
5578375 |
1552189 |
215865708 |
138053 |
bridgeEntry |
1001027 |
2443003 |
648919 |
78556752 |
0 |
winterStreet |
6162634 |
6006438 |
3136679 |
119689666 |
0 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
twoPositionPTZCam |
1411310 |
359906 |
197214 |
135654237 |
179852 |
zoomInZoomOut |
82896 |
4208446 |
6408 |
43973890 |
1967 |
continuousPan |
1591794 |
17175977 |
491897 |
352350637 |
47178 |
intermittentPan |
3456369 |
14075856 |
548139 |
408946185 |
0 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
turbulence2 |
478970 |
21867 |
198405 |
811561883 |
0 |
turbulence3 |
4272960 |
136221 |
1567880 |
478479794 |
0 |
turbulence0 |
1819506 |
208791 |
200957 |
1379251981 |
0 |
turbulence1 |
1884900 |
496281 |
591005 |
963199577 |
0 |