| Contact name | Francisco Hernandez |
| Contact email | fcoj23@cimat.mx |
| Contact university/company | Centro de Investigacion en Matematicas |
| Method's name | CDPS |
| Reference | Francisco J. Hernandez-Lopez and Mariano Rivera. Change Detection by Probabilistic Segmentation from Monocular View. Machine Vision and Applications, pages 1-21, 2013. |
| Processing time | ~32 fps for a 640x480 video with C/CUDA code running on a core core i7 3.4 GHz with a GeForce GTX 480 GPU |
| Web page | http://www.cimat.mx/~fcoj23/vidseg/exps.html |
| Parameters |
lambda=100, gamma=0.01, MaxIter=25, epsilon1=0.001, theta1=0.0000631, N=5, epsilon2=0.01, beta1=0.75, theta2=0.95, l1=0.91, u1=0.99, theta3=0.001, tau=0.1, MaxCC=100, l2=2, u2=6, beta2=0.98
|
You can download the change detection results of this method by clicking here.
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| pedestrians |
666198 |
134307 |
4664 |
67434800 |
12163 |
| PETS2006 |
4693187 |
423265 |
135003 |
366290039 |
0 |
| office |
7697820 |
642541 |
944274 |
115896145 |
0 |
| highway |
5128104 |
474852 |
329885 |
86179617 |
353149 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| overpass |
1598309 |
126774 |
379583 |
145515987 |
12133 |
| canoe |
969971 |
17554 |
73398 |
28402167 |
0 |
| fountain01 |
32890 |
3927 |
44613 |
93279128 |
0 |
| fountain02 |
263209 |
58174 |
4020 |
123904157 |
0 |
| fall |
13661673 |
30167522 |
4676324 |
986622385 |
118717 |
| boats |
1026494 |
90529 |
524357 |
245629090 |
379 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| boulevard |
3609063 |
2988388 |
1881659 |
108496311 |
0 |
| sidewalk |
146136 |
654482 |
117093 |
9178110 |
9150 |
| badminton |
2271808 |
5226506 |
1826499 |
110201836 |
0 |
| traffic |
2032725 |
766148 |
1128031 |
46847558 |
497004 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| abandonedBox |
724191 |
865574 |
24613 |
13955855 |
13729 |
| winterDriveway |
282717 |
20986 |
408653 |
91639243 |
6052 |
| sofa |
7007008 |
3507343 |
381672 |
158321555 |
0 |
| tramstop |
1004831 |
34899 |
441380 |
6577940 |
44 |
| parking |
190097 |
148652 |
35294 |
2540538 |
0 |
| streetLight |
696361 |
4191 |
8584 |
13821806 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| copyMachine |
41309139 |
765222 |
27424526 |
922537320 |
0 |
| bungalows |
5156366 |
2256282 |
422 |
78583436 |
1753264 |
| busStation |
2931043 |
1959829 |
20166 |
75055673 |
383372 |
| peopleInShade |
4884816 |
2061368 |
20540 |
79939292 |
872490 |
| backdoor |
1973332 |
145147 |
51265 |
99682640 |
0 |
| cubicle |
10121018 |
5975075 |
254175 |
511927700 |
263685 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| lakeSide |
1042680 |
181693 |
6930401 |
407976721 |
0 |
| park |
131707 |
17810 |
583430 |
34477330 |
0 |
| diningRoom |
17537606 |
1704473 |
1926691 |
205479794 |
0 |
| corridor |
11562372 |
1060523 |
777785 |
358926502 |
0 |
| library |
58519806 |
3276736 |
3441459 |
256203779 |
0 |