| Contact name | Hasan Sajid |
| Contact email | hasan.sajid@uky.edu |
| Contact university/company | University of Kentucky, USA |
| Method's name | Multimode Background Subtraction |
| Reference | Sajid, Hasan, and Sen-Ching Samson Cheung. "Universal multimode background subtraction." IEEE Transactions on Image Processing 26, no. 7 (2017): 3249-3260 |
| Processing time | ~ 8 to 9 fps for a 320x240 video with MATLAB code running on a core i5 PC |
| Parameters |
See upcoming paper for Details
|
You can download the change detection results of this method by clicking here.
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| pedestrians |
633372 |
19959 |
37490 |
67549148 |
12512 |
| PETS2006 |
3971891 |
385344 |
856299 |
366327960 |
0 |
| office |
8310155 |
149332 |
331939 |
116389354 |
0 |
| highway |
5102229 |
511628 |
355760 |
86142841 |
360264 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| overpass |
1666811 |
63606 |
311081 |
145579155 |
12322 |
| canoe |
926424 |
12911 |
116945 |
28406810 |
0 |
| fountain01 |
29226 |
4928 |
48277 |
93278127 |
0 |
| fountain02 |
235643 |
8615 |
31586 |
123953716 |
0 |
| fall |
13607872 |
16074589 |
4730125 |
1000715318 |
242651 |
| boats |
1322510 |
52205 |
228341 |
245667414 |
397 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| boulevard |
4794492 |
771921 |
696230 |
110712778 |
0 |
| sidewalk |
245441 |
37137 |
17788 |
9795455 |
9436 |
| badminton |
3677354 |
377031 |
420953 |
115051311 |
0 |
| traffic |
1977083 |
693121 |
1183673 |
46920585 |
379039 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| abandonedBox |
541634 |
25554 |
207170 |
14795875 |
3998 |
| winterDriveway |
279336 |
515068 |
412034 |
91145161 |
14904 |
| sofa |
5803349 |
534932 |
1585331 |
161293966 |
0 |
| tramstop |
1397648 |
312676 |
48563 |
6300163 |
494 |
| parking |
129781 |
64499 |
95610 |
2624691 |
0 |
| streetLight |
701837 |
8125 |
3108 |
13817872 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| copyMachine |
59049852 |
7784716 |
9683813 |
915517826 |
0 |
| bungalows |
3871011 |
1328830 |
1285777 |
79510888 |
852149 |
| busStation |
2677896 |
530542 |
273313 |
76484960 |
360817 |
| peopleInShade |
4484978 |
558467 |
420378 |
81442193 |
525814 |
| backdoor |
1817079 |
539092 |
207518 |
99288695 |
0 |
| cubicle |
4387967 |
871788 |
5987226 |
517030987 |
38742 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| lakeSide |
4752238 |
1804573 |
3220843 |
406353841 |
0 |
| park |
503555 |
200020 |
211582 |
34295120 |
0 |
| diningRoom |
17770425 |
4425669 |
1693872 |
202758598 |
0 |
| corridor |
11415035 |
1039506 |
925122 |
358947519 |
0 |
| library |
58425734 |
1414540 |
3535531 |
258065975 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| skating |
20931111 |
683045 |
2841707 |
573917872 |
6131 |
| wetSnow |
10068524 |
13615399 |
3947342 |
906024115 |
0 |
| snowFall |
18852770 |
3359403 |
1869413 |
1943721285 |
935083 |
| blizzard |
20079825 |
2506129 |
4182355 |
2077653207 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tunnelExit_0_35fps |
5904871 |
2776522 |
1097453 |
348689300 |
0 |
| port_0_17fps |
3843 |
54725 |
53339 |
308046012 |
0 |
| turnpike_0_5fps |
2546012 |
323378 |
305084 |
45867989 |
0 |
| tramCrossroad_1fps |
668152 |
203198 |
69431 |
24706191 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tramStation |
4512849 |
1479311 |
1743479 |
176650103 |
0 |
| busyBoulvard |
3718168 |
1974247 |
1870523 |
58441024 |
0 |
| streetCornerAtNight |
2333692 |
2873141 |
1597035 |
624625095 |
0 |
| fluidHighway |
1623725 |
3622190 |
2314797 |
217821893 |
126242 |
| bridgeEntry |
535826 |
962075 |
1114120 |
80037680 |
0 |
| winterStreet |
5615526 |
7828845 |
3683787 |
117867259 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| twoPositionPTZCam |
1355234 |
441780 |
253290 |
135572363 |
199146 |
| zoomInZoomOut |
28812 |
104961 |
60492 |
48077375 |
0 |
| continuousPan |
1076992 |
354084 |
1006699 |
369172530 |
28074 |
| intermittentPan |
2832342 |
3635541 |
1172166 |
419386500 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| turbulence2 |
477808 |
2317 |
199567 |
811581433 |
0 |
| turbulence3 |
4843762 |
945951 |
997078 |
477670064 |
0 |
| turbulence0 |
714620 |
7222701 |
1305843 |
1372238071 |
0 |
| turbulence1 |
1302996 |
1035298 |
1172909 |
962660560 |
0 |