| Contact name | Gani Rahmon |
| Contact email | grzc7@umsystem.edu |
| Contact university/company | University of Missouri - Columbia |
| Method's name | MU-Net1 (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 |
656884 |
3824 |
13978 |
67565283 |
2 |
| PETS2006 |
4798347 |
175584 |
29843 |
366537720 |
0 |
| office |
8616079 |
76681 |
26015 |
116462005 |
0 |
| highway |
5430240 |
77401 |
27749 |
86577068 |
28524 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| overpass |
1967919 |
31954 |
9973 |
145610807 |
2725 |
| canoe |
1036480 |
10088 |
6889 |
28409633 |
0 |
| fountain01 |
76213 |
1089 |
1290 |
93281966 |
0 |
| fountain02 |
262618 |
4192 |
4611 |
123958139 |
0 |
| fall |
17991442 |
1161198 |
346555 |
1015628709 |
81771 |
| boats |
1531998 |
4645 |
18853 |
245714974 |
2 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| boulevard |
5455094 |
72003 |
35628 |
111412696 |
0 |
| sidewalk |
255134 |
1841 |
8095 |
9830751 |
658 |
| badminton |
4067954 |
273658 |
30353 |
115154684 |
0 |
| traffic |
3135766 |
66387 |
24990 |
47547319 |
25580 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| abandonedBox |
705137 |
1051 |
43667 |
14820378 |
68 |
| winterDriveway |
686068 |
5673 |
5302 |
91654556 |
52 |
| sofa |
7315928 |
142574 |
72752 |
161686324 |
0 |
| tramstop |
1414815 |
7946 |
31396 |
6604893 |
104 |
| parking |
224129 |
1532 |
1262 |
2687658 |
0 |
| streetLight |
699650 |
143 |
5295 |
13825854 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| copyMachine |
68334492 |
3465929 |
399173 |
919836613 |
0 |
| bungalows |
5137618 |
114076 |
19170 |
80725642 |
74488 |
| busStation |
2928335 |
106899 |
22874 |
76908603 |
9370 |
| peopleInShade |
4894150 |
80195 |
11206 |
81920465 |
38943 |
| backdoor |
2003099 |
41088 |
21498 |
99786699 |
0 |
| cubicle |
10216143 |
222999 |
159050 |
517679776 |
7817 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| lakeSide |
7671174 |
332507 |
301907 |
407825907 |
0 |
| diningRoom |
19250559 |
477587 |
213738 |
206706680 |
0 |
| park |
705370 |
13929 |
9767 |
34481211 |
0 |
| corridor |
12213705 |
146117 |
126452 |
359840908 |
0 |
| library |
61884360 |
232780 |
76905 |
259247735 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| skating |
23533790 |
1250110 |
239028 |
573350807 |
1898 |
| wetSnow |
11909611 |
757515 |
2106255 |
918881999 |
0 |
| snowFall |
19388453 |
532806 |
1333730 |
1946547882 |
206429 |
| blizzard |
20738212 |
492997 |
3523968 |
2079666339 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tunnelExit_0_35fps |
6529858 |
197691 |
472466 |
351268131 |
0 |
| port_0_17fps |
177 |
0 |
57005 |
308100737 |
0 |
| tramCrossroad_1fps |
700313 |
29497 |
37270 |
24879892 |
0 |
| turnpike_0_5fps |
2821832 |
67733 |
29264 |
46123634 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tramStation |
5797057 |
549159 |
459271 |
177580255 |
0 |
| busyBoulvard |
4927180 |
96032 |
661511 |
60319239 |
0 |
| streetCornerAtNight |
2176389 |
105147 |
1754338 |
627393089 |
0 |
| fluidHighway |
3562433 |
371995 |
376089 |
221072088 |
28588 |
| bridgeEntry |
1352615 |
58619 |
297331 |
80941136 |
0 |
| winterStreet |
6757081 |
683055 |
2542232 |
125013049 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| twoPositionPTZCam |
1566993 |
83461 |
41531 |
135930682 |
32645 |
| zoomInZoomOut |
82150 |
367055 |
7154 |
47815281 |
24 |
| continuousPan |
2043630 |
123745 |
40061 |
369402869 |
21019 |
| intermittentPan |
3751520 |
140852 |
252988 |
422881189 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| turbulence2 |
560158 |
3369 |
117217 |
811580381 |
0 |
| turbulence3 |
5643120 |
414646 |
197720 |
478201369 |
0 |
| turbulence0 |
1907183 |
1895496 |
113280 |
1377565276 |
0 |
| turbulence1 |
2130662 |
164964 |
345243 |
963530894 |
0 |