| Contact name | Zoran Zivkovic |
| Contact email | palindromoroz@yahoo.com |
| Contact university/company | University of Amsterdam |
| Method's name | GMM | Zivkovic |
| Reference | Z. Zivkovic, "Improved adaptive Gaussian mixture model for back-ground subtraction," in Proc. Int. Conf. Pattern Recognition, pp. 28-31, IEEE, Piscataway, NJ 2004 |
| Processing time | ~49fps on 720x480 video. C++ on Core i7 3.4GHz. |
| Web page | http://staff.science.uva.nl/~zivkovic/DOWNLOAD.html |
| Parameters |
Default. K = 3, alpha = 0.001
|
You can download the change detection results of this method by clicking here.
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| pedestrians |
658773 |
43131 |
12089 |
67525976 |
12534 |
| PETS2006 |
4117443 |
944234 |
710747 |
365769070 |
0 |
| office |
4385902 |
335336 |
4256192 |
116203350 |
0 |
| highway |
4866265 |
444578 |
591724 |
86209891 |
361181 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| overpass |
1597255 |
108183 |
380637 |
145534578 |
12212 |
| canoe |
890255 |
77996 |
153114 |
28341725 |
0 |
| fountain01 |
58172 |
1291887 |
19331 |
91991168 |
0 |
| fountain02 |
225472 |
76823 |
41757 |
123885508 |
0 |
| fall |
15698131 |
40036816 |
2639866 |
976753091 |
368809 |
| boats |
1086250 |
269532 |
464601 |
245450087 |
355 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| boulevard |
4379860 |
5622922 |
1110862 |
105861777 |
0 |
| sidewalk |
134405 |
239044 |
128824 |
9593548 |
9188 |
| badminton |
2929234 |
1756974 |
1169073 |
113671368 |
0 |
| traffic |
2328905 |
2100179 |
831851 |
45513527 |
606617 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| abandonedBox |
341768 |
208198 |
407036 |
14613231 |
13773 |
| winterDriveway |
469059 |
3029339 |
222311 |
88630890 |
93066 |
| sofa |
3798497 |
457302 |
3590183 |
161371596 |
0 |
| tramstop |
858187 |
664562 |
588024 |
5948277 |
747 |
| parking |
157484 |
55851 |
67907 |
2633339 |
0 |
| streetLight |
239243 |
19469 |
465702 |
13806528 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| copyMachine |
37373311 |
7202972 |
31652177 |
915944818 |
0 |
| bungalows |
4507062 |
1788974 |
649726 |
79050744 |
1753226 |
| busStation |
2096511 |
277303 |
854698 |
76738199 |
221854 |
| peopleInShade |
4546615 |
859193 |
358741 |
81141467 |
853148 |
| backdoor |
1666975 |
1605506 |
357622 |
98222281 |
0 |
| cubicle |
8155849 |
6643083 |
2219344 |
511259692 |
332745 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| lakeSide |
2903304 |
244561 |
5069777 |
407913853 |
0 |
| park |
424089 |
74450 |
291048 |
34420690 |
0 |
| diningRoom |
13513481 |
1125926 |
5950816 |
206058341 |
0 |
| corridor |
10274351 |
1967101 |
2065806 |
358019924 |
0 |
| library |
17773264 |
3965565 |
44188001 |
255514950 |
0 |