Contact name | Mohamed Sedky |
Contact email | m.h.sedky@staffs.ac.uk |
Contact university/company | Staffordshire University/AVA Technologies Ltd |
Method's name | Spectral-360 |
Reference | M.Sedky, M.Moniri and C. C. Chibelushi "Spectral-360: A physical-based technique for change detection", in proc of IEEE Workshop on Change Detection, 2014 |
Processing time | ~12 fps for a 320x240 video with C++ code running on a core 2 duo 2.4 GHz |
Web page | http://www.spectral-360.com/ |
Parameters |
N=60, taw_min= 0.9563, taw_max=1.0315, alpha(updaterate)=0.01, CCTthresh =100Kelvin, Areamax=0.5*Image Size, A 9x9 median filter has been applied in a post-processing step
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You can download the change detection results of this method by clicking here.
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
pedestrians |
640716 |
59364 |
30146 |
67509743 |
10334 |
PETS2006 |
4609060 |
841655 |
219130 |
365871649 |
0 |
office |
8437419 |
553673 |
204675 |
115985013 |
0 |
highway |
5242127 |
413647 |
215862 |
86240822 |
361012 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
overpass |
1431042 |
125523 |
546850 |
145517238 |
11892 |
canoe |
819125 |
5811 |
224244 |
28413910 |
0 |
fountain01 |
68534 |
145637 |
8969 |
93137418 |
0 |
fountain02 |
230058 |
4411 |
37171 |
123957920 |
0 |
fall |
16540266 |
2035650 |
1797731 |
1014754257 |
369141 |
boats |
830378 |
26079 |
720473 |
245693540 |
260 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
boulevard |
3842193 |
981885 |
1648529 |
110502814 |
0 |
sidewalk |
90963 |
4963 |
172266 |
9827629 |
3235 |
badminton |
3184984 |
253128 |
913323 |
115175214 |
0 |
traffic |
2705770 |
1251926 |
454986 |
46361780 |
644835 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
abandonedBox |
494178 |
187468 |
254626 |
14633961 |
13647 |
winterDriveway |
546956 |
6166097 |
144414 |
85494132 |
88696 |
sofa |
5293633 |
657014 |
2095047 |
161171884 |
0 |
tramstop |
371631 |
80344 |
1074580 |
6532495 |
7 |
parking |
69652 |
5918 |
155739 |
2683272 |
0 |
streetLight |
559073 |
8760 |
145872 |
13817237 |
0 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
copyMachine |
61891586 |
8803796 |
6842079 |
914498746 |
0 |
bungalows |
3557812 |
2383640 |
1598976 |
78456078 |
1326363 |
busStation |
2483301 |
654453 |
467908 |
76361049 |
315877 |
peopleInShade |
4837611 |
1022068 |
67745 |
80978592 |
875442 |
backdoor |
1962270 |
60155 |
62327 |
99767632 |
0 |
cubicle |
9873128 |
1733828 |
502065 |
516168947 |
429996 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
lakeSide |
2233731 |
48085 |
5739350 |
408110329 |
0 |
park |
477651 |
83407 |
237486 |
34411733 |
0 |
diningRoom |
17478933 |
2489126 |
1985364 |
204695141 |
0 |
corridor |
10939072 |
1099252 |
1401085 |
358887773 |
0 |
library |
54933371 |
3323950 |
7027894 |
256156565 |
0 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
skating |
20790743 |
799311 |
2982075 |
573801606 |
5283 |
wetSnow |
8632537 |
3896018 |
5383329 |
915743496 |
0 |
snowFall |
14629240 |
1555628 |
6092943 |
1945525060 |
809370 |
blizzard |
14954975 |
5575322 |
9307205 |
2074584014 |
0 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
tunnelExit_0_35fps |
4711613 |
3823777 |
2290711 |
347642045 |
0 |
port_0_17fps |
27130 |
190498 |
30052 |
307910239 |
0 |
turnpike_0_5fps |
2633381 |
155273 |
217715 |
46036094 |
0 |
tramCrossroad_1fps |
689720 |
220868 |
47863 |
24688521 |
0 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
tramStation |
5927121 |
2798752 |
329207 |
175330662 |
0 |
busyBoulvard |
2212822 |
1306784 |
3375869 |
59108487 |
0 |
streetCornerAtNight |
3498935 |
5163007 |
431792 |
622335229 |
0 |
fluidHighway |
3120972 |
15538603 |
817550 |
205905480 |
154516 |
bridgeEntry |
698408 |
767759 |
951538 |
80231996 |
0 |
winterStreet |
2724740 |
3915589 |
6574573 |
121780515 |
0 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
twoPositionPTZCam |
1313871 |
1381645 |
294653 |
134632498 |
190278 |
zoomInZoomOut |
18835 |
9277767 |
70469 |
38904569 |
124 |
continuousPan |
427332 |
10656317 |
1656359 |
358870297 |
14677 |
intermittentPan |
3147298 |
898699 |
857210 |
422123342 |
0 |
Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
turbulence2 |
583817 |
22707 |
93558 |
811561043 |
0 |
turbulence3 |
5499767 |
1619465 |
341073 |
476996550 |
0 |
turbulence0 |
1817650 |
63053796 |
202813 |
1316406976 |
0 |
turbulence1 |
2037018 |
6827954 |
438887 |
956867904 |
0 |