| Contact name | Juan Alberto Ramirez Quintana |
| Contact email | [email protected] |
| Contact university/company | Chihuahua Institute of Technology |
| Method's name | BE-AAPSA |
| Reference | G. Ramirez-Alonsoa, Juan A.Ramirez-Quintana .Mario I.Chacon-Murguia "Temporal weighted learning model for background estimation with an automatic re-initialization stage and adaptive parameters update", in Pattern Recognition Letters, 2017 (http://www.sciencedirect.com/science/article/pii/S0167865517300120) |
| Processing time | ~24fps for 240x360 video with Matlab code running on Intel 2.4GHz |
| Code is available online | False |
| Parameters |
So=0.7, Tf=20, Ao=0.2, ThSFo=300, ThLLR=0.12, ThHLR=0.26, ThDCh=26, ThStable=0.001,ThSceneCh=65
|
You can download the background estimation results of this method by clicking here.
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| skating |
3.9857 |
0.0208 |
0.0035 |
0.9478 |
31.5812 |
32.8654 |
| wetSnow |
4.1231 |
0.0322 |
0.0253 |
0.9574 |
28.2724 |
29.2310 |
| I_SI_01 |
4.1583 |
0.0348 |
0.0225 |
0.9860 |
29.3835 |
30.6215 |
| streetCornerAtNight |
2.6254 |
0.0029 |
0.0013 |
0.9825 |
36.3235 |
37.4272 |
| Hybrid |
4.9129 |
0.0159 |
0.0005 |
0.9824 |
31.2442 |
31.7991 |
| 511 |
4.0511 |
0.0303 |
0.0012 |
0.9744 |
30.0319 |
31.8292 |
| Blurred |
15.2057 |
0.2891 |
0.1978 |
0.8924 |
22.4556 |
23.3364 |
| CamouflageFgObjects |
11.6614 |
0.1403 |
0.1137 |
0.8919 |
20.7587 |
21.6119 |
| IntelligentRoom |
4.5689 |
0.0161 |
0.0077 |
0.9826 |
31.6753 |
32.1712 |
| PETS2006 |
2.4187 |
0.0027 |
0.0016 |
0.9866 |
34.5063 |
35.0408 |
| IPPR2 |
6.3641 |
0.0084 |
0.0003 |
0.9610 |
30.2944 |
30.4930 |
| MPEG4_40 |
1.3883 |
0.0101 |
0.0007 |
0.9921 |
35.4976 |
36.6584 |
| ComplexBackground |
6.7005 |
0.0457 |
0.0068 |
0.9817 |
28.1920 |
28.9222 |
| Intersection |
2.3902 |
0.0015 |
0.0000 |
0.9898 |
37.0191 |
37.5160 |
| fluidHighway |
6.8227 |
0.0354 |
0.0257 |
0.9465 |
28.2926 |
28.1431 |
| highway |
9.5702 |
0.0682 |
0.0280 |
0.9463 |
26.2326 |
27.3699 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| overpass |
6.0045 |
0.0750 |
0.0041 |
0.9377 |
26.9902 |
28.0509 |
| advertisementBoard |
2.6457 |
0.0134 |
0.0084 |
0.9841 |
33.0200 |
33.6271 |
| canoe |
14.4813 |
0.2545 |
0.0378 |
0.6778 |
21.0535 |
21.7689 |
| fountain01 |
5.1815 |
0.0402 |
0.0072 |
0.9543 |
27.8327 |
28.8716 |
| fountain02 |
5.2004 |
0.0288 |
0.0018 |
0.9589 |
30.2325 |
31.1277 |
| fall |
22.7394 |
0.3478 |
0.0960 |
0.7468 |
16.8956 |
17.9913 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| O_SM_04 |
5.1311 |
0.0208 |
0.0001 |
0.9773 |
30.9018 |
31.8189 |
| boulevard |
10.8262 |
0.1476 |
0.0297 |
0.8821 |
21.1393 |
22.5861 |
| I_SM_04 |
6.9913 |
0.1064 |
0.0643 |
0.9674 |
26.2790 |
27.4878 |
| I_MC_02 |
16.7349 |
0.2136 |
0.1023 |
0.6980 |
18.3735 |
19.5150 |
| badminton |
4.3975 |
0.0400 |
0.0239 |
0.9204 |
29.1352 |
29.9490 |
| O_MC_02 |
10.0468 |
0.1351 |
0.0368 |
0.8535 |
23.6311 |
24.4504 |
| traffic |
10.0338 |
0.1212 |
0.0835 |
0.8198 |
23.8289 |
24.8465 |
| CMU |
4.2413 |
0.0173 |
0.0001 |
0.9914 |
31.6403 |
32.2407 |
| sidewalk |
23.3918 |
0.3193 |
0.1851 |
0.4257 |
16.0112 |
17.7760 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| Uturn |
2.8261 |
0.0207 |
0.0089 |
0.9690 |
29.6973 |
30.4213 |
| CaVignal |
5.9088 |
0.0994 |
0.0633 |
0.9095 |
26.2848 |
27.3741 |
| office |
6.0207 |
0.0117 |
0.0010 |
0.9837 |
30.1532 |
31.0809 |
| sofa |
3.1423 |
0.0177 |
0.0088 |
0.9708 |
30.2919 |
31.1047 |
| copyMachine |
11.8498 |
0.0982 |
0.0819 |
0.9340 |
21.5793 |
23.0638 |
| tramstop |
5.3793 |
0.0240 |
0.0001 |
0.9900 |
30.6034 |
31.2269 |
| UCF-traffic |
2.2315 |
0.0114 |
0.0060 |
0.9647 |
32.6676 |
35.0247 |
| streetCorner |
10.3197 |
0.0918 |
0.0559 |
0.8654 |
20.8903 |
22.0126 |
| AVSS2007 |
20.6172 |
0.1954 |
0.1630 |
0.7929 |
16.4960 |
17.5546 |
| Teknomo |
6.6490 |
0.0362 |
0.0063 |
0.9743 |
26.5873 |
27.5818 |
| I_CA_02 |
10.1173 |
0.1045 |
0.0780 |
0.7975 |
19.4265 |
20.1201 |
| Candela_m1.10 |
3.5521 |
0.0153 |
0.0072 |
0.9692 |
29.7029 |
30.3645 |
| I_MB_02 |
6.0669 |
0.0533 |
0.0376 |
0.9055 |
22.4554 |
23.6612 |
| I_MB_01 |
3.1223 |
0.0267 |
0.0222 |
0.9845 |
28.6832 |
29.8757 |
| busStation |
4.5206 |
0.0334 |
0.0187 |
0.9621 |
30.0286 |
30.9833 |
| I_CA_01 |
4.8711 |
0.0361 |
0.0307 |
0.9794 |
28.5669 |
28.9510 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| People&Foliage |
12.1257 |
0.1945 |
0.1333 |
0.9337 |
21.0009 |
21.6450 |
| boulevardJam |
5.1418 |
0.0350 |
0.0090 |
0.9219 |
28.9114 |
30.0986 |
| Crowded |
12.3754 |
0.2006 |
0.1620 |
0.7869 |
22.2581 |
23.7684 |
| tramway |
10.5136 |
0.1235 |
0.0527 |
0.8378 |
21.1526 |
22.7985 |
| groupCampus |
19.8820 |
0.2817 |
0.1890 |
0.6788 |
17.7792 |
18.5134 |
| HumanBody2 |
7.4593 |
0.0945 |
0.0676 |
0.9502 |
22.9743 |
23.8407 |
| Board |
25.4532 |
0.3156 |
0.2498 |
0.7629 |
15.6631 |
16.9305 |
| Foliage |
24.2725 |
0.5228 |
0.3073 |
0.7725 |
18.6363 |
19.0705 |
| UCF-fishes |
2.6440 |
0.0011 |
0.0002 |
0.9371 |
35.9136 |
38.3191 |
| ICRA3 |
13.4214 |
0.1822 |
0.1544 |
0.8079 |
18.3917 |
19.4328 |
| IndianTraffic3 |
2.0647 |
0.0012 |
0.0003 |
0.9886 |
38.1845 |
39.1148 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| I_IL_01 |
4.8701 |
0.0525 |
0.0404 |
0.9879 |
28.8532 |
29.5957 |
| I_IL_02 |
11.9613 |
0.2085 |
0.1216 |
0.9334 |
23.9927 |
24.6655 |
| Dataset3Camera1 |
2.5376 |
0.0016 |
0.0000 |
0.9920 |
36.5260 |
36.9494 |
| CameraParameter |
5.4333 |
0.0260 |
0.0131 |
0.9365 |
23.5066 |
24.6215 |
| Dataset3Camera2 |
2.6070 |
0.0043 |
0.0001 |
0.9916 |
35.2826 |
35.8010 |
| cubicle |
14.8591 |
0.1237 |
0.0956 |
0.9263 |
16.7769 |
18.0638 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| PedAndStorrowDrive3 |
3.7141 |
0.0172 |
0.0006 |
0.9898 |
32.1266 |
32.8773 |
| PedAndStorrowDrive |
4.1224 |
0.0153 |
0.0020 |
0.9910 |
31.2758 |
32.2929 |
| BusStopMorning |
5.7741 |
0.0317 |
0.0007 |
0.9836 |
29.4815 |
29.9870 |
| Dataset4Camera1 |
2.3838 |
0.0031 |
0.0006 |
0.9933 |
36.1247 |
36.3520 |
| Terrace |
3.3780 |
0.0070 |
0.0011 |
0.9642 |
33.7418 |
34.4175 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| Toscana |
8.7853 |
0.0881 |
0.0587 |
0.8976 |
23.2555 |
24.1215 |
| CUHK_Square |
12.1545 |
0.1463 |
0.0715 |
0.8273 |
20.5782 |
21.4139 |
| pedestrians |
3.1334 |
0.0177 |
0.0120 |
0.9402 |
29.6549 |
30.5098 |
| NoisyNight |
6.2114 |
0.0384 |
0.0088 |
0.9016 |
28.8746 |
29.9923 |
| peopleInShade |
13.5886 |
0.1674 |
0.0945 |
0.8570 |
22.6725 |
23.6600 |
| DynamicBackground |
9.8202 |
0.1079 |
0.0135 |
0.9318 |
24.2536 |
24.9544 |
| snowFall |
3.1733 |
0.0097 |
0.0052 |
0.9313 |
34.0130 |
34.6310 |
| TwoLeaveShop1cor |
10.3534 |
0.1167 |
0.0916 |
0.8342 |
21.1762 |
22.0839 |
| MIT |
5.6053 |
0.0495 |
0.0170 |
0.9561 |
26.8210 |
28.0998 |
| TownCentre |
8.0314 |
0.0907 |
0.0566 |
0.8443 |
25.1584 |
25.6612 |