| Contact name | Naiyan Wang |
| Contact email | winsty@gmail.com |
| Contact university/company | HKUST |
| Method's name | GPRMF |
| Reference | Wang N, Yao T, Wang J, et al. A probabilistic approach to robust matrix factorization[M]//Computer Vision–ECCV 2012. Springer Berlin Heidelberg, 2012: 126-139. |
| Processing time | 3.4fps in MATLAB |
| Parameters |
will present more in the paper
|
You can download the change detection results of this method by clicking here.
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| pedestrians |
567298 |
19434 |
103564 |
67549673 |
9816 |
| PETS2006 |
4366384 |
211583 |
461806 |
366501721 |
0 |
| office |
8097842 |
381631 |
544252 |
116157055 |
0 |
| highway |
5114603 |
362479 |
343386 |
86291990 |
356703 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| overpass |
1938339 |
236389 |
39553 |
145406372 |
7525 |
| canoe |
985812 |
22063 |
57557 |
28397658 |
0 |
| fountain01 |
56059 |
64060 |
21444 |
93218995 |
0 |
| fountain02 |
236149 |
15875 |
31080 |
123946456 |
0 |
| fall |
17759738 |
71361911 |
578259 |
945427996 |
347606 |
| boats |
1387258 |
34366 |
163593 |
245685253 |
175 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| boulevard |
4470380 |
35317 |
1020342 |
111449382 |
0 |
| sidewalk |
179969 |
9803 |
83260 |
9822789 |
9054 |
| badminton |
3373223 |
125230 |
725084 |
115303112 |
0 |
| traffic |
2979387 |
777884 |
181369 |
46835822 |
650866 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| abandonedBox |
660923 |
525335 |
87881 |
14296094 |
13482 |
| winterDriveway |
469896 |
3404156 |
221474 |
88256073 |
88146 |
| sofa |
4757623 |
64539 |
2631057 |
161764359 |
0 |
| tramstop |
1061571 |
4427470 |
384640 |
2185369 |
442 |
| parking |
28749 |
12138 |
196642 |
2677052 |
0 |
| streetLight |
417721 |
19136 |
287224 |
13806861 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| copyMachine |
58307850 |
1530938 |
10425815 |
921771604 |
0 |
| bungalows |
5056407 |
1808795 |
100381 |
79030923 |
1752311 |
| busStation |
2513557 |
256389 |
437652 |
76759113 |
156039 |
| peopleInShade |
4886465 |
1154959 |
18891 |
80845701 |
869330 |
| backdoor |
1829790 |
23575 |
194807 |
99804212 |
0 |
| cubicle |
10078023 |
2708045 |
297170 |
515194730 |
264557 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| lakeSide |
5417094 |
1864633 |
2555987 |
406293781 |
0 |
| park |
699546 |
336856 |
15591 |
34158284 |
0 |
| diningRoom |
18323665 |
2271388 |
1140632 |
204912879 |
0 |
| corridor |
12098381 |
2887159 |
241776 |
357099866 |
0 |
| library |
46700732 |
2113247 |
15260533 |
257367268 |
0 |