| Contact name | Chris Stauļ¬er |
| Contact email | stauffer@ai.mit.edu |
| Contact university/company | Massachusetts Institute of Technology |
| Method's name | GMM | Stauffer & Grimson |
| Reference | C. Stauffer and W. E. L. Grimson, "Adaptive background mixture models for real-time tracking," inProc. Int. Conf. on Computer Vi-sion and Pattern Recognition, Vol. 2, IEEE, Piscataway, NJ (1999) |
| Processing time | ~21fps on 720x480 video. C++ on Core i7 3.4GHz. |
| Parameters |
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 |
661976 |
55587 |
8886 |
67513520 |
12538 |
| PETS2006 |
4232121 |
1154934 |
596069 |
365558370 |
0 |
| office |
4238342 |
1440907 |
4403752 |
115097779 |
0 |
| highway |
5011645 |
378316 |
446344 |
86276153 |
361498 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| overpass |
1640485 |
144490 |
337407 |
145498271 |
12216 |
| canoe |
903453 |
102408 |
139916 |
28317313 |
0 |
| fountain01 |
61793 |
1479629 |
15710 |
91803426 |
0 |
| fountain02 |
232951 |
79682 |
34278 |
123882649 |
0 |
| fall |
16207086 |
39824999 |
2130911 |
976964908 |
370390 |
| boats |
1175809 |
500525 |
375042 |
245219094 |
381 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| boulevard |
4569018 |
6847886 |
921704 |
104636813 |
0 |
| sidewalk |
152991 |
205241 |
110238 |
9627351 |
9323 |
| badminton |
3095566 |
1763661 |
1002741 |
113664681 |
0 |
| traffic |
2417132 |
1706951 |
743624 |
45906755 |
615897 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| abandonedBox |
342533 |
180231 |
406271 |
14641198 |
13791 |
| winterDriveway |
491549 |
2521264 |
199821 |
89138965 |
103684 |
| sofa |
3813988 |
624863 |
3574692 |
161204035 |
0 |
| tramstop |
487983 |
224014 |
958228 |
6388825 |
1053 |
| parking |
166985 |
53261 |
58406 |
2635929 |
0 |
| streetLight |
227363 |
27640 |
477582 |
13798357 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| copyMachine |
37060372 |
9603788 |
31673293 |
913698754 |
0 |
| bungalows |
4610688 |
1795375 |
546100 |
79044343 |
1753245 |
| busStation |
2166043 |
287639 |
785166 |
76727863 |
216570 |
| peopleInShade |
4630042 |
878690 |
275314 |
81121970 |
863771 |
| backdoor |
1727319 |
1672245 |
297278 |
98155542 |
0 |
| cubicle |
8420397 |
6940898 |
1954796 |
510961877 |
312391 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| lakeSide |
3179535 |
237883 |
4793546 |
407920531 |
0 |
| park |
457382 |
109651 |
257755 |
34385489 |
0 |
| diningRoom |
13665067 |
970370 |
5799230 |
206213897 |
0 |
| corridor |
10182478 |
2427656 |
2157679 |
357559369 |
0 |
| library |
17347592 |
3120175 |
44613673 |
256360340 |
0 |