| Contact name | Gani Rahmon |
| Contact email | grzc7@umsystem.edu |
| Contact university/company | University of Missouri - Columbia |
| Method's name | MU-Net2 (Supervised Method) |
| Reference | G. Rahmon, F. Bunyak, G. Seetharaman and K. Palaniappan, "Motion U-Net: Multi-cue Encoder-Decoder Network for Motion Segmentation,” Proceedings of the 25th International Conference on Pattern Recognition, 2020 |
| Processing time | ~ 35 fps for a 480x320 video with python code running on NVIDIA Tesla V100 |
| Web page | https://github.com/CIVA-Lab/Motion-U-Net |
| Parameters |
Adam Optimizer, learning rate = 1e-4, number of epoch = 40, batch size = 8
|
You can download the change detection results of this method by clicking here.
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| pedestrians |
655721 |
1887 |
15141 |
67567220 |
2 |
| PETS2006 |
4802528 |
120453 |
25662 |
366592851 |
0 |
| office |
8615757 |
74584 |
26337 |
116464102 |
0 |
| highway |
5424377 |
35539 |
33612 |
86618930 |
15771 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| overpass |
1964702 |
28244 |
13190 |
145614517 |
4023 |
| canoe |
1036295 |
3818 |
7074 |
28415903 |
0 |
| fountain01 |
75543 |
202 |
1960 |
93282853 |
0 |
| fountain02 |
261699 |
1889 |
5530 |
123960442 |
0 |
| fall |
18263378 |
463506 |
74619 |
1016326401 |
67852 |
| boats |
1535859 |
5757 |
14992 |
245713862 |
5 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| boulevard |
5454560 |
66636 |
36162 |
111418063 |
0 |
| sidewalk |
257164 |
2039 |
6065 |
9830553 |
622 |
| badminton |
4055671 |
222862 |
42636 |
115205480 |
0 |
| traffic |
3136600 |
64187 |
24156 |
47549519 |
21776 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| abandonedBox |
726987 |
2679 |
21817 |
14818750 |
54 |
| winterDriveway |
682167 |
3992 |
9203 |
91656237 |
592 |
| sofa |
7221210 |
106853 |
167470 |
161722045 |
0 |
| tramstop |
1425813 |
2945 |
20398 |
6609894 |
33 |
| parking |
222301 |
15 |
3090 |
2689175 |
0 |
| streetLight |
699568 |
118 |
5377 |
13825879 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| copyMachine |
68368273 |
3084223 |
365392 |
920218319 |
0 |
| bungalows |
5142354 |
114799 |
14434 |
80724919 |
82336 |
| busStation |
2921155 |
54288 |
30054 |
76961214 |
13228 |
| peopleInShade |
4894857 |
118764 |
10499 |
81881896 |
84860 |
| backdoor |
2007688 |
18289 |
16909 |
99809498 |
0 |
| cubicle |
10234616 |
276476 |
140577 |
517626299 |
8818 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| lakeSide |
7682260 |
260480 |
290821 |
407897934 |
0 |
| diningRoom |
19314601 |
431093 |
149696 |
206753174 |
0 |
| park |
704629 |
11705 |
10508 |
34483435 |
0 |
| corridor |
12230578 |
156058 |
109579 |
359830967 |
0 |
| library |
61891208 |
309793 |
70057 |
259170722 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| skating |
23605814 |
962547 |
167004 |
573638370 |
2556 |
| wetSnow |
12138829 |
708336 |
1877037 |
918931178 |
0 |
| snowFall |
19680633 |
740130 |
1041550 |
1946340558 |
182302 |
| blizzard |
20784453 |
1139091 |
3477727 |
2079020245 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tunnelExit_0_35fps |
6544452 |
168298 |
457872 |
351297524 |
0 |
| port_0_17fps |
48346 |
49432 |
8836 |
308051305 |
0 |
| tramCrossroad_1fps |
708027 |
92328 |
29556 |
24817061 |
0 |
| turnpike_0_5fps |
2803997 |
47041 |
47099 |
46144326 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tramStation |
4900449 |
334459 |
1355879 |
177794955 |
0 |
| busyBoulvard |
3136379 |
199151 |
2452312 |
60216120 |
0 |
| streetCornerAtNight |
3305093 |
224494 |
625634 |
627273742 |
0 |
| fluidHighway |
3589528 |
621387 |
348994 |
220822696 |
33559 |
| bridgeEntry |
1249725 |
55433 |
400221 |
80944322 |
0 |
| winterStreet |
7309824 |
623435 |
1989489 |
125072669 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| twoPositionPTZCam |
1560200 |
70276 |
48324 |
135943867 |
28268 |
| zoomInZoomOut |
78697 |
207157 |
10607 |
47975179 |
49 |
| continuousPan |
1988594 |
152482 |
95097 |
369374132 |
18153 |
| intermittentPan |
3777159 |
174503 |
227349 |
422847538 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| turbulence2 |
573485 |
5658 |
103890 |
811578092 |
0 |
| turbulence3 |
5591643 |
303028 |
249197 |
478312987 |
0 |
| turbulence0 |
1884468 |
106595 |
135995 |
1379354177 |
0 |
| turbulence1 |
2258330 |
265278 |
217575 |
963430580 |
0 |