| Contact name | Sajid Javed |
| Contact email | [email protected] |
| Contact university/company | Kyungpook National University |
| Method's name | MAGRPCA |
| Reference | S Javed, A. Mahmmod, T. Bouwmans and S. Ki Jung. "Motion-Aware Graph Regularized RPCA for Background Modeling of Complex Scene", Scene Background Modeling workshop (ICPR) 2016 |
| Processing time | 16 seconds to process 40 frames of 320x240 resolution |
| Code is available online | False |
| Web page | http://vr.knu.ac.kr/ |
| Parameters |
beta=gamma=8, lambda=0.5, rho=3.1,mu=0.1,eta=3.1
|
You can download the background estimation results of this method by clicking here.
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| skating |
25.3211 |
0.4203 |
0.3524 |
0.9208 |
18.1381 |
19.8825 |
| wetSnow |
38.8093 |
0.9383 |
0.8820 |
0.9196 |
16.0344 |
17.2749 |
| I_SI_01 |
3.6504 |
0.0009 |
0.0000 |
0.9947 |
35.1002 |
35.6478 |
| streetCornerAtNight |
11.3448 |
0.1202 |
0.0760 |
0.9134 |
24.7072 |
26.3754 |
| Hybrid |
5.8395 |
0.0181 |
0.0003 |
0.9814 |
30.4245 |
30.9022 |
| 511 |
4.6963 |
0.0437 |
0.0016 |
0.9698 |
29.3680 |
31.1854 |
| Blurred |
4.5032 |
0.0001 |
0.0000 |
0.9960 |
33.3684 |
34.0249 |
| CamouflageFgObjects |
3.4230 |
0.0055 |
0.0000 |
0.9892 |
33.8500 |
34.2516 |
| IntelligentRoom |
3.3743 |
0.0041 |
0.0000 |
0.9916 |
34.2649 |
34.6153 |
| PETS2006 |
3.0469 |
0.0005 |
0.0000 |
0.9858 |
35.8618 |
36.2286 |
| IPPR2 |
1.4307 |
0.0008 |
0.0001 |
0.9963 |
40.8017 |
40.8729 |
| MPEG4_40 |
3.9153 |
0.0170 |
0.0016 |
0.9757 |
32.1659 |
33.0528 |
| ComplexBackground |
5.5652 |
0.0222 |
0.0016 |
0.9855 |
29.7970 |
30.4619 |
| Intersection |
13.9712 |
0.0627 |
0.0013 |
0.9838 |
24.7814 |
25.9697 |
| fluidHighway |
10.3766 |
0.1226 |
0.0939 |
0.8815 |
25.2666 |
25.0046 |
| highway |
4.0540 |
0.0211 |
0.0011 |
0.9845 |
30.3576 |
31.3877 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| overpass |
6.8893 |
0.0862 |
0.0046 |
0.9198 |
26.3235 |
27.4051 |
| advertisementBoard |
2.1325 |
0.0014 |
0.0005 |
0.9963 |
36.7247 |
36.9922 |
| canoe |
14.3273 |
0.2451 |
0.0326 |
0.7079 |
21.3440 |
22.2865 |
| fountain01 |
6.1224 |
0.0595 |
0.0128 |
0.9324 |
26.0987 |
27.2603 |
| fountain02 |
6.8065 |
0.0493 |
0.0020 |
0.9473 |
28.3749 |
29.2716 |
| fall |
24.1675 |
0.3493 |
0.1270 |
0.7449 |
16.3875 |
17.4835 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| O_SM_04 |
12.7565 |
0.1324 |
0.0080 |
0.9461 |
24.1893 |
25.4458 |
| boulevard |
10.6517 |
0.0514 |
0.0019 |
0.9796 |
25.4938 |
26.8045 |
| I_SM_04 |
4.1991 |
0.0432 |
0.0016 |
0.9764 |
28.6343 |
29.6638 |
| I_MC_02 |
17.8884 |
0.2256 |
0.1097 |
0.6676 |
17.8908 |
19.0992 |
| badminton |
3.9040 |
0.0211 |
0.0121 |
0.9336 |
27.6462 |
28.6259 |
| O_MC_02 |
10.8048 |
0.1367 |
0.0371 |
0.8424 |
23.0120 |
23.9326 |
| traffic |
8.0571 |
0.0445 |
0.0062 |
0.9506 |
27.9230 |
28.8099 |
| CMU |
5.0400 |
0.0283 |
0.0002 |
0.9914 |
30.3305 |
31.0165 |
| sidewalk |
25.2710 |
0.3345 |
0.2001 |
0.3650 |
15.3788 |
17.1806 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| Uturn |
22.9814 |
0.7064 |
0.5323 |
0.9521 |
20.2429 |
21.5205 |
| CaVignal |
1.4924 |
0.0004 |
0.0000 |
0.9949 |
39.7231 |
40.1924 |
| office |
7.6787 |
0.0115 |
0.0029 |
0.9841 |
28.8530 |
29.9265 |
| sofa |
2.5059 |
0.0023 |
0.0007 |
0.9925 |
36.7216 |
37.1599 |
| copyMachine |
5.9898 |
0.0147 |
0.0039 |
0.9744 |
30.5446 |
31.4077 |
| tramstop |
2.4065 |
0.0061 |
0.0005 |
0.9929 |
34.5321 |
34.9810 |
| UCF-traffic |
28.3008 |
0.8778 |
0.7364 |
0.9284 |
18.7817 |
21.2891 |
| streetCorner |
12.7084 |
0.1186 |
0.0169 |
0.9508 |
24.3840 |
25.3804 |
| AVSS2007 |
10.2902 |
0.0934 |
0.0618 |
0.8641 |
21.3540 |
22.2610 |
| Teknomo |
6.8304 |
0.0500 |
0.0079 |
0.9648 |
25.3242 |
26.3850 |
| I_CA_02 |
2.6483 |
0.0079 |
0.0006 |
0.9923 |
34.5830 |
35.4495 |
| Candela_m1.10 |
2.6200 |
0.0057 |
0.0001 |
0.9946 |
35.3701 |
35.7023 |
| I_MB_02 |
2.4664 |
0.0028 |
0.0002 |
0.9923 |
36.2367 |
36.7930 |
| I_MB_01 |
4.8695 |
0.0001 |
0.0000 |
0.9970 |
33.7625 |
34.5728 |
| busStation |
3.5127 |
0.0052 |
0.0024 |
0.9762 |
33.0704 |
33.7618 |
| I_CA_01 |
15.6681 |
0.3221 |
0.2619 |
0.9855 |
23.1926 |
23.9665 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| People&Foliage |
16.0338 |
0.1748 |
0.0860 |
0.8816 |
20.0418 |
20.6402 |
| boulevardJam |
12.4602 |
0.0663 |
0.0168 |
0.9490 |
24.8147 |
26.2057 |
| Crowded |
5.5936 |
0.0313 |
0.0232 |
0.9609 |
29.6952 |
30.6769 |
| tramway |
8.5598 |
0.0564 |
0.0202 |
0.9374 |
23.5455 |
25.0967 |
| groupCampus |
11.2763 |
0.1502 |
0.0902 |
0.8961 |
24.4020 |
25.5276 |
| HumanBody2 |
5.2556 |
0.0220 |
0.0029 |
0.9818 |
27.8832 |
28.9280 |
| Board |
6.0021 |
0.0266 |
0.0034 |
0.9337 |
29.6174 |
30.4247 |
| Foliage |
12.3289 |
0.1322 |
0.0560 |
0.9656 |
21.9697 |
22.5790 |
| UCF-fishes |
4.5847 |
0.0018 |
0.0007 |
0.9848 |
33.6925 |
33.7543 |
| ICRA3 |
3.4803 |
0.0227 |
0.0140 |
0.9548 |
27.1542 |
27.9822 |
| IndianTraffic3 |
4.1721 |
0.0270 |
0.0100 |
0.9450 |
30.7432 |
31.7717 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| I_IL_01 |
2.6801 |
0.0009 |
0.0001 |
0.9961 |
36.5877 |
37.2238 |
| I_IL_02 |
2.7536 |
0.0000 |
0.0000 |
0.9963 |
37.5022 |
38.0192 |
| Dataset3Camera1 |
17.4152 |
0.3752 |
0.2873 |
0.9361 |
21.0831 |
22.2512 |
| CameraParameter |
0.8638 |
0.0001 |
0.0000 |
0.9967 |
44.2971 |
44.7541 |
| Dataset3Camera2 |
5.1864 |
0.0163 |
0.0010 |
0.9823 |
30.6542 |
31.5754 |
| cubicle |
17.8934 |
0.3021 |
0.1938 |
0.9487 |
21.6080 |
22.5711 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| PedAndStorrowDrive3 |
3.8365 |
0.0213 |
0.0096 |
0.9887 |
29.5745 |
30.6857 |
| PedAndStorrowDrive |
4.8072 |
0.0282 |
0.0037 |
0.9848 |
29.2680 |
30.3757 |
| BusStopMorning |
5.6762 |
0.0293 |
0.0008 |
0.9868 |
29.0229 |
29.8146 |
| Dataset4Camera1 |
3.1673 |
0.0117 |
0.0057 |
0.9834 |
30.7482 |
30.9302 |
| Terrace |
2.0949 |
0.0013 |
0.0002 |
0.9866 |
37.9372 |
38.3261 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| Toscana |
6.8136 |
0.0477 |
0.0288 |
0.9046 |
22.8238 |
23.7273 |
| CUHK_Square |
4.9932 |
0.0261 |
0.0009 |
0.9710 |
30.2115 |
30.6559 |
| pedestrians |
4.9555 |
0.0033 |
0.0000 |
0.9906 |
31.6045 |
31.8777 |
| NoisyNight |
5.3378 |
0.0152 |
0.0010 |
0.9298 |
30.8173 |
31.6625 |
| peopleInShade |
9.3880 |
0.0200 |
0.0013 |
0.9811 |
27.5509 |
28.4984 |
| DynamicBackground |
7.3760 |
0.0509 |
0.0006 |
0.9637 |
27.9375 |
28.6182 |
| snowFall |
31.0542 |
0.7570 |
0.7260 |
0.8869 |
17.4874 |
18.6812 |
| TwoLeaveShop1cor |
4.0503 |
0.0246 |
0.0148 |
0.9441 |
28.8082 |
29.4246 |
| MIT |
5.7846 |
0.0465 |
0.0041 |
0.9645 |
28.1498 |
29.3104 |
| TownCentre |
3.6104 |
0.0079 |
0.0006 |
0.9742 |
33.4240 |
33.9741 |