| Contact name | Pakorn Kaewtrakulpong |
| Contact email | Pakorn.Kaewtrakulpong@brunel.ac.uk |
| Contact university/company | Brunel University |
| Method's name | GMM | KaewTraKulPong |
| Reference | P. KaewTraKulPong and R. Bowden, "An Improved Adaptive Background Mixture Model for Real-time Tracking with Shadow Detection", in proc of Workshop on Advanced Video Based Surveillance Systems, 2001 |
| Processing time | ~31fps on 720x480 video. C++ on Core i7 3.4GHz. |
| Parameters |
K = 5, 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 |
537682 |
12207 |
133180 |
67556900 |
11305 |
| PETS2006 |
2561015 |
175096 |
2267175 |
366538208 |
0 |
| office |
3141990 |
29336 |
5500104 |
116509350 |
0 |
| highway |
3545642 |
358069 |
1912347 |
86296400 |
357306 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| overpass |
1458594 |
42203 |
519298 |
145600558 |
12194 |
| canoe |
706948 |
3507 |
336421 |
28416214 |
0 |
| fountain01 |
25314 |
276769 |
52189 |
93006286 |
0 |
| fountain02 |
157828 |
3243 |
109401 |
123959088 |
0 |
| fall |
14053568 |
6253610 |
4284429 |
1010536297 |
338385 |
| boats |
1059846 |
121484 |
491005 |
245598135 |
302 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| boulevard |
3456968 |
2096256 |
2033754 |
109388443 |
0 |
| sidewalk |
75210 |
66166 |
188019 |
9766426 |
5094 |
| badminton |
2245710 |
192467 |
1852597 |
115235875 |
0 |
| traffic |
1790190 |
829854 |
1370566 |
46783852 |
504980 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| abandonedBox |
295872 |
140851 |
452932 |
14680578 |
13684 |
| winterDriveway |
418312 |
2303653 |
273058 |
89356576 |
62382 |
| sofa |
2408659 |
76306 |
4980021 |
161752592 |
0 |
| tramstop |
228304 |
89260 |
1217907 |
6523579 |
34 |
| parking |
82499 |
43324 |
142892 |
2645866 |
0 |
| streetLight |
166123 |
514 |
538822 |
13825483 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| copyMachine |
34617506 |
3723342 |
34407982 |
919424448 |
0 |
| bungalows |
3005703 |
1738523 |
2151085 |
79101195 |
1737978 |
| busStation |
1333583 |
89013 |
1617626 |
76926489 |
86879 |
| peopleInShade |
3898198 |
706565 |
1007158 |
81294095 |
705853 |
| backdoor |
1526351 |
91787 |
498246 |
99736000 |
0 |
| cubicle |
7353550 |
977975 |
3021643 |
516924800 |
196722 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| lakeSide |
1641780 |
102884 |
6331301 |
408055530 |
0 |
| park |
116144 |
63 |
598993 |
34495077 |
0 |
| diningRoom |
8400039 |
124845 |
11064258 |
207059422 |
0 |
| corridor |
8108525 |
320395 |
4231632 |
359666630 |
0 |
| library |
14891471 |
511412 |
47069794 |
258969103 |
0 |