| Contact name | Ibrahim Halfaoui |
| Contact email | pierre-marc.jodoin@usherbrooke.ca |
| Contact university/company | Technical University of Munich |
| Method's name | FC-FlowNet |
| Reference | I. Halfaoui, F. Bouzaraa and O. Urfalioglu. "CNN-Based Initial Background Estimation", Scene Background Modeling workshop (ICPR) 2016 |
| Processing time | 0.02 fps on 320x240 video with c++ code on core i5-4460 with Geforce GTX 750 GPU Contact name: Ibrahim Halfaoui |
| Code is available online | False |
| Parameters |
patch_size 64, sliding_step =4, image_count = 20, l_rate = 0.0001
|
You can download the background estimation results of this method by clicking here.
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| skating |
10.2727 |
0.0864 |
0.0270 |
0.9163 |
26.1189 |
27.7637 |
| wetSnow |
5.4846 |
0.0585 |
0.0455 |
0.9537 |
28.7666 |
29.6333 |
| I_SI_01 |
5.6003 |
0.0191 |
0.0062 |
0.9735 |
30.4491 |
31.4882 |
| streetCornerAtNight |
5.9342 |
0.0410 |
0.0246 |
0.9540 |
29.3777 |
30.8625 |
| Hybrid |
5.2095 |
0.0116 |
0.0001 |
0.9835 |
31.2519 |
31.7308 |
| 511 |
3.9735 |
0.0321 |
0.0018 |
0.9735 |
30.8573 |
32.5541 |
| Blurred |
2.6962 |
0.0015 |
0.0002 |
0.9902 |
36.3751 |
36.8199 |
| CamouflageFgObjects |
7.6897 |
0.0824 |
0.0528 |
0.9492 |
26.0819 |
26.7171 |
| IntelligentRoom |
4.0148 |
0.0145 |
0.0065 |
0.9889 |
32.4684 |
32.9393 |
| PETS2006 |
4.4690 |
0.0050 |
0.0026 |
0.9869 |
32.8435 |
33.4613 |
| IPPR2 |
4.8885 |
0.0074 |
0.0029 |
0.9671 |
32.0307 |
32.3574 |
| MPEG4_40 |
4.3658 |
0.0211 |
0.0029 |
0.9672 |
30.9716 |
31.9616 |
| ComplexBackground |
7.9255 |
0.0573 |
0.0059 |
0.9697 |
27.4586 |
28.2575 |
| Intersection |
2.6379 |
0.0014 |
0.0000 |
0.9858 |
36.6118 |
37.0819 |
| fluidHighway |
9.3431 |
0.0615 |
0.0458 |
0.8953 |
24.9179 |
25.0971 |
| highway |
4.8637 |
0.0230 |
0.0025 |
0.9624 |
30.0133 |
30.9301 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| overpass |
11.7651 |
0.1759 |
0.0634 |
0.8024 |
22.9186 |
23.9782 |
| advertisementBoard |
1.9866 |
0.0017 |
0.0002 |
0.9805 |
38.0131 |
37.8362 |
| canoe |
12.9931 |
0.2445 |
0.0255 |
0.7047 |
21.9016 |
23.2045 |
| fountain01 |
6.0070 |
0.0607 |
0.0126 |
0.9423 |
26.7989 |
27.9265 |
| fountain02 |
7.0802 |
0.0507 |
0.0023 |
0.9464 |
28.2507 |
29.1136 |
| fall |
20.4912 |
0.3304 |
0.1133 |
0.7908 |
18.2980 |
19.3497 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| O_SM_04 |
6.6031 |
0.0423 |
0.0006 |
0.9592 |
28.7531 |
29.7871 |
| boulevard |
10.6830 |
0.1389 |
0.0261 |
0.8956 |
22.5246 |
24.0208 |
| I_SM_04 |
6.5629 |
0.0364 |
0.0013 |
0.9608 |
28.6320 |
29.3815 |
| I_MC_02 |
13.9957 |
0.1866 |
0.0769 |
0.7717 |
20.1439 |
21.2958 |
| badminton |
5.5368 |
0.0318 |
0.0123 |
0.9367 |
29.9097 |
30.7442 |
| O_MC_02 |
12.5144 |
0.1785 |
0.0677 |
0.7660 |
21.5277 |
22.3822 |
| traffic |
7.0354 |
0.0622 |
0.0358 |
0.8807 |
27.8152 |
28.6557 |
| CMU |
6.0770 |
0.0383 |
0.0020 |
0.9747 |
29.1939 |
29.8958 |
| sidewalk |
23.5164 |
0.3092 |
0.1788 |
0.4949 |
16.7163 |
18.4718 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| Uturn |
4.8543 |
0.0434 |
0.0201 |
0.9568 |
28.1358 |
28.8618 |
| CaVignal |
10.4371 |
0.1098 |
0.0847 |
0.8436 |
20.9508 |
22.1657 |
| office |
16.3642 |
0.2068 |
0.1068 |
0.8705 |
20.6453 |
21.6295 |
| sofa |
5.3569 |
0.0338 |
0.0203 |
0.9317 |
27.0397 |
28.0656 |
| copyMachine |
5.1513 |
0.0145 |
0.0027 |
0.9605 |
31.1055 |
31.7170 |
| tramstop |
4.1128 |
0.0140 |
0.0026 |
0.9877 |
31.8843 |
32.4192 |
| UCF-traffic |
2.6238 |
0.0187 |
0.0080 |
0.9458 |
31.4618 |
33.7276 |
| streetCorner |
8.0917 |
0.0632 |
0.0329 |
0.9174 |
24.3181 |
25.4336 |
| AVSS2007 |
11.6751 |
0.1214 |
0.0966 |
0.8726 |
20.7442 |
21.7565 |
| Teknomo |
7.1418 |
0.0671 |
0.0067 |
0.9783 |
25.9490 |
26.8909 |
| I_CA_02 |
8.3796 |
0.0958 |
0.0724 |
0.8469 |
22.5358 |
23.1551 |
| Candela_m1.10 |
4.6857 |
0.0364 |
0.0238 |
0.9406 |
27.3917 |
28.0079 |
| I_MB_02 |
6.9087 |
0.0653 |
0.0438 |
0.9334 |
25.0339 |
26.0402 |
| I_MB_01 |
4.9924 |
0.0407 |
0.0272 |
0.9758 |
29.1250 |
29.9579 |
| busStation |
4.3513 |
0.0253 |
0.0068 |
0.9622 |
31.1049 |
31.7573 |
| I_CA_01 |
3.3715 |
0.0014 |
0.0000 |
0.9759 |
35.0084 |
34.9513 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| People&Foliage |
29.9425 |
0.5464 |
0.4351 |
0.7790 |
16.1362 |
16.9579 |
| boulevardJam |
5.0200 |
0.0278 |
0.0087 |
0.8619 |
30.3476 |
31.4309 |
| Crowded |
9.4450 |
0.0642 |
0.0339 |
0.9403 |
26.8784 |
28.1683 |
| tramway |
8.8271 |
0.1099 |
0.0435 |
0.9136 |
24.7391 |
26.2508 |
| groupCampus |
22.3467 |
0.4121 |
0.2873 |
0.6578 |
18.3183 |
19.4534 |
| HumanBody2 |
7.3063 |
0.0643 |
0.0258 |
0.9749 |
27.2853 |
27.9776 |
| Board |
14.1523 |
0.1787 |
0.0999 |
0.8691 |
22.1587 |
23.2484 |
| Foliage |
7.4989 |
0.0557 |
0.0088 |
0.9719 |
27.9330 |
28.4892 |
| UCF-fishes |
3.4921 |
0.0044 |
0.0013 |
0.9127 |
33.8517 |
36.0601 |
| ICRA3 |
27.5261 |
0.4187 |
0.3545 |
0.7804 |
15.5539 |
16.7726 |
| IndianTraffic3 |
2.5544 |
0.0088 |
0.0051 |
0.9766 |
35.3190 |
36.3690 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| I_IL_01 |
9.0854 |
0.0773 |
0.0472 |
0.9593 |
26.9070 |
27.7990 |
| I_IL_02 |
11.5856 |
0.1724 |
0.1098 |
0.9467 |
24.0082 |
24.5928 |
| Dataset3Camera1 |
22.7042 |
0.5879 |
0.4640 |
0.9421 |
19.5870 |
20.8694 |
| CameraParameter |
3.1284 |
0.0421 |
0.0305 |
0.9266 |
31.0808 |
32.0749 |
| Dataset3Camera2 |
24.4630 |
0.5450 |
0.4276 |
0.9395 |
18.3811 |
19.9331 |
| cubicle |
9.2304 |
0.1256 |
0.0643 |
0.9569 |
25.2641 |
26.1142 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| PedAndStorrowDrive3 |
3.2145 |
0.0077 |
0.0010 |
0.9919 |
34.0184 |
34.7495 |
| PedAndStorrowDrive |
10.6310 |
0.1145 |
0.0140 |
0.9554 |
25.0793 |
26.3765 |
| BusStopMorning |
5.6795 |
0.0265 |
0.0003 |
0.9833 |
29.8590 |
30.5611 |
| Dataset4Camera1 |
5.9829 |
0.0108 |
0.0009 |
0.9880 |
30.3018 |
30.9637 |
| Terrace |
13.3554 |
0.1769 |
0.0784 |
0.9267 |
24.1614 |
24.9959 |
| Video |
AGE |
pEPs |
pCEPS |
MSSSIM |
PSNR |
CQM |
| Toscana |
10.0758 |
0.1376 |
0.0882 |
0.8975 |
23.7985 |
24.5673 |
| CUHK_Square |
8.1204 |
0.0917 |
0.0275 |
0.9190 |
26.2069 |
26.8343 |
| pedestrians |
3.1884 |
0.0061 |
0.0011 |
0.9768 |
34.4317 |
35.1845 |
| NoisyNight |
6.2460 |
0.0292 |
0.0025 |
0.9141 |
29.3019 |
30.2786 |
| peopleInShade |
7.4920 |
0.0368 |
0.0178 |
0.9483 |
28.5377 |
29.3447 |
| DynamicBackground |
9.1948 |
0.0968 |
0.0197 |
0.9426 |
25.8003 |
26.5256 |
| snowFall |
2.7135 |
0.0009 |
0.0003 |
0.9575 |
36.4536 |
36.8985 |
| TwoLeaveShop1cor |
5.7838 |
0.0541 |
0.0364 |
0.9241 |
27.3583 |
28.0522 |
| MIT |
6.8772 |
0.0635 |
0.0109 |
0.9473 |
27.1550 |
28.2971 |
| TownCentre |
5.4020 |
0.0241 |
0.0062 |
0.9177 |
30.4030 |
30.7597 |