| Contact name | Benjamin Laugraud |
| Contact email | blaugraud@ulg.ac.be |
| Contact university/company | University of Liège |
| Method's name | LaBGen |
| Reference | B. Laugraud, S. Piérard, M. Van Droogenbroeck « LaBGen: A method based on motion detection for generating the background of a scene », Pattern Recognition Letters, Volume 96, Pages 12-21, 1 September 2017 |
| Processing time | ~1312 FPS for a 640x480 video with C++ code on a Core i7-4790K |
| Code is available online | True |
| Web page | http://www.telecom.ulg.ac.be/labgen |
| Parameters |
A = frame_difference, P = 1 , N = 3 , S = 19
|
You can download the background estimation results of this method by clicking here.
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| skating |
3.6905 |
0.0137 |
0.0025 |
0.9650 |
32.7410 |
33.7866 |
| wetSnow |
2.8761 |
0.0032 |
0.0014 |
0.9735 |
35.8977 |
36.2576 |
| I_SI_01 |
2.6415 |
0.0016 |
0.0002 |
0.9950 |
37.3899 |
37.8997 |
| streetCornerAtNight |
2.4926 |
0.0035 |
0.0026 |
0.9810 |
36.1371 |
37.1294 |
| Hybrid |
5.1850 |
0.0173 |
0.0012 |
0.9814 |
30.9250 |
31.4136 |
| 511 |
4.8294 |
0.0519 |
0.0034 |
0.9475 |
27.6577 |
29.5002 |
| Blurred |
1.3990 |
0.0001 |
0.0000 |
0.9975 |
41.5779 |
41.6541 |
| CamouflageFgObjects |
2.8018 |
0.0030 |
0.0000 |
0.9924 |
35.3111 |
35.6197 |
| IntelligentRoom |
2.8440 |
0.0021 |
0.0000 |
0.9928 |
35.4975 |
35.7985 |
| PETS2006 |
2.0432 |
0.0027 |
0.0019 |
0.9896 |
35.2304 |
35.9487 |
| IPPR2 |
7.5084 |
0.0279 |
0.0144 |
0.9195 |
24.8731 |
25.5719 |
| MPEG4_40 |
3.5151 |
0.0264 |
0.0068 |
0.9575 |
29.5301 |
30.9761 |
| ComplexBackground |
6.1383 |
0.0304 |
0.0024 |
0.9821 |
28.9391 |
29.6085 |
| Intersection |
2.4286 |
0.0009 |
0.0000 |
0.9900 |
37.2576 |
37.7342 |
| fluidHighway |
8.4890 |
0.0459 |
0.0348 |
0.9373 |
26.4832 |
26.3977 |
| highway |
3.5363 |
0.0161 |
0.0007 |
0.9849 |
30.9667 |
31.8758 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| overpass |
8.4784 |
0.1185 |
0.0122 |
0.8594 |
24.4699 |
25.5739 |
| advertisementBoard |
1.7016 |
0.0022 |
0.0011 |
0.9918 |
39.2165 |
38.4264 |
| canoe |
15.4902 |
0.2599 |
0.0546 |
0.6528 |
19.8916 |
20.4277 |
| fountain01 |
5.8895 |
0.0589 |
0.0126 |
0.9280 |
25.7182 |
26.8892 |
| fountain02 |
6.5509 |
0.0458 |
0.0033 |
0.9396 |
28.3714 |
29.1954 |
| fall |
24.8867 |
0.3284 |
0.1165 |
0.7075 |
15.3217 |
16.4568 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| O_SM_04 |
6.0987 |
0.0451 |
0.0004 |
0.9663 |
28.7995 |
29.8244 |
| boulevard |
10.1888 |
0.1382 |
0.0213 |
0.8946 |
21.4645 |
22.9249 |
| I_SM_04 |
3.6223 |
0.0270 |
0.0009 |
0.9868 |
30.9049 |
31.7927 |
| I_MC_02 |
15.6806 |
0.1960 |
0.0815 |
0.7254 |
18.5283 |
19.7560 |
| badminton |
2.2670 |
0.0107 |
0.0030 |
0.9805 |
34.6482 |
35.2688 |
| O_MC_02 |
14.3346 |
0.1882 |
0.0784 |
0.7392 |
19.5089 |
20.3296 |
| traffic |
6.3326 |
0.0488 |
0.0077 |
0.9456 |
28.0888 |
28.9056 |
| CMU |
4.4925 |
0.0270 |
0.0004 |
0.9914 |
30.5248 |
31.2121 |
| sidewalk |
24.3696 |
0.3163 |
0.1847 |
0.4089 |
15.4856 |
17.2327 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| Uturn |
4.4739 |
0.0299 |
0.0187 |
0.9513 |
25.1420 |
26.1245 |
| CaVignal |
1.4002 |
0.0003 |
0.0000 |
0.9969 |
41.4840 |
41.5424 |
| office |
11.3751 |
0.1286 |
0.0533 |
0.9463 |
23.0739 |
24.5016 |
| sofa |
4.9532 |
0.0323 |
0.0230 |
0.9096 |
22.3705 |
23.6099 |
| copyMachine |
4.0018 |
0.0094 |
0.0014 |
0.9803 |
32.7088 |
33.5631 |
| tramstop |
2.6065 |
0.0032 |
0.0000 |
0.9945 |
36.2571 |
36.6223 |
| UCF-traffic |
2.2403 |
0.0129 |
0.0066 |
0.9605 |
31.9732 |
34.1891 |
| streetCorner |
5.1783 |
0.0218 |
0.0087 |
0.9685 |
27.8704 |
28.8824 |
| AVSS2007 |
8.3062 |
0.0707 |
0.0541 |
0.9050 |
21.4577 |
22.3158 |
| Teknomo |
5.6895 |
0.0325 |
0.0098 |
0.9750 |
26.2867 |
27.2850 |
| I_CA_02 |
3.9090 |
0.0237 |
0.0136 |
0.9436 |
26.5337 |
27.4951 |
| Candela_m1.10 |
2.2004 |
0.0033 |
0.0014 |
0.9929 |
35.1166 |
35.1469 |
| I_MB_02 |
1.8160 |
0.0007 |
0.0001 |
0.9942 |
37.7701 |
38.1320 |
| I_MB_01 |
2.8586 |
0.0271 |
0.0227 |
0.9847 |
28.6463 |
29.7913 |
| busStation |
7.0296 |
0.0488 |
0.0369 |
0.8889 |
22.0988 |
23.0664 |
| I_CA_01 |
2.8938 |
0.0244 |
0.0113 |
0.9624 |
32.8218 |
33.1298 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| People&Foliage |
3.6336 |
0.0117 |
0.0040 |
0.9827 |
30.3911 |
30.6150 |
| boulevardJam |
8.2239 |
0.1090 |
0.0643 |
0.6851 |
22.6515 |
23.9772 |
| Crowded |
8.0420 |
0.0597 |
0.0422 |
0.9515 |
27.5358 |
28.7860 |
| tramway |
8.7681 |
0.0866 |
0.0328 |
0.8907 |
21.9851 |
23.5193 |
| groupCampus |
12.6862 |
0.1432 |
0.0883 |
0.7666 |
20.3986 |
21.0982 |
| HumanBody2 |
3.4951 |
0.0077 |
0.0008 |
0.9936 |
33.4182 |
33.8362 |
| Board |
8.0208 |
0.0494 |
0.0095 |
0.8491 |
27.4114 |
28.3713 |
| Foliage |
2.8767 |
0.0009 |
0.0000 |
0.9969 |
35.8645 |
36.0976 |
| UCF-fishes |
6.2740 |
0.0743 |
0.0411 |
0.6998 |
23.5731 |
26.1034 |
| ICRA3 |
24.3982 |
0.5809 |
0.5196 |
0.9313 |
18.2175 |
19.4008 |
| IndianTraffic3 |
2.2180 |
0.0152 |
0.0114 |
0.9704 |
33.0117 |
33.9797 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| I_IL_01 |
6.1932 |
0.0243 |
0.0161 |
0.9863 |
29.8592 |
30.7346 |
| I_IL_02 |
8.5095 |
0.0944 |
0.0533 |
0.9604 |
24.3327 |
25.1471 |
| Dataset3Camera1 |
8.1582 |
0.0601 |
0.0232 |
0.9529 |
26.1717 |
27.2178 |
| CameraParameter |
1.4188 |
0.0001 |
0.0000 |
0.9967 |
42.4803 |
42.9645 |
| Dataset3Camera2 |
5.8421 |
0.0258 |
0.0025 |
0.9829 |
29.4628 |
30.4902 |
| cubicle |
7.0311 |
0.0589 |
0.0284 |
0.9556 |
25.9582 |
26.7518 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| PedAndStorrowDrive3 |
3.2548 |
0.0164 |
0.0083 |
0.9898 |
30.5738 |
31.5591 |
| PedAndStorrowDrive |
4.8725 |
0.0370 |
0.0030 |
0.9831 |
29.1144 |
30.2577 |
| BusStopMorning |
5.8279 |
0.0240 |
0.0010 |
0.9849 |
29.3030 |
29.9402 |
| Dataset4Camera1 |
5.0022 |
0.0124 |
0.0010 |
0.9879 |
30.4973 |
31.2022 |
| Terrace |
8.8870 |
0.0738 |
0.0242 |
0.9579 |
26.8066 |
27.7191 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| Toscana |
10.9326 |
0.1295 |
0.0975 |
0.8419 |
20.4747 |
21.3425 |
| CUHK_Square |
4.4512 |
0.0294 |
0.0009 |
0.9713 |
30.2741 |
30.7823 |
| pedestrians |
1.7429 |
0.0002 |
0.0000 |
0.9954 |
39.7714 |
40.0573 |
| NoisyNight |
5.3614 |
0.0245 |
0.0034 |
0.9195 |
29.7520 |
30.8282 |
| peopleInShade |
7.8633 |
0.0276 |
0.0087 |
0.9515 |
27.6030 |
28.3729 |
| DynamicBackground |
6.7325 |
0.0421 |
0.0003 |
0.9661 |
28.3747 |
28.9363 |
| snowFall |
2.4154 |
0.0011 |
0.0002 |
0.9609 |
37.5616 |
38.0114 |
| TwoLeaveShop1cor |
4.5734 |
0.0305 |
0.0193 |
0.9316 |
26.1578 |
26.8121 |
| MIT |
5.0143 |
0.0374 |
0.0030 |
0.9707 |
28.9847 |
30.0840 |
| TownCentre |
4.0056 |
0.0093 |
0.0026 |
0.9648 |
32.7997 |
32.9349 |