| Contact name | Yi Wang |
| Contact email | yi.wang@usherbrooke.ca |
| Contact university/company | University of Sherbrooke |
| Method's name | Cascade CNN(supervised method) |
| Reference | Wang Y., Luo Z. M., and Jodoin P. M. “Interactive Deep Learning Method for Segmenting Moving Objects”, Pattern Recognition Letters, 2016. |
| Processing time | threshold: 0.6, training frames: 200, selecting strategy: manual, model: cascade |
| Parameters |
reference to the parper
|
You can download the change detection results of this method by clicking here.
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| pedestrians |
667264 |
35422 |
3598 |
67533685 |
11690 |
| PETS2006 |
4749497 |
137248 |
78693 |
366576056 |
0 |
| office |
8540626 |
152622 |
101468 |
116386064 |
0 |
| highway |
5417508 |
184099 |
40481 |
86470370 |
123517 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| overpass |
1956667 |
38215 |
21225 |
145604546 |
4127 |
| canoe |
1036631 |
20677 |
6738 |
28399044 |
0 |
| fountain01 |
74000 |
11676 |
3503 |
93271379 |
0 |
| fountain02 |
262459 |
11496 |
4770 |
123950835 |
0 |
| fall |
17624262 |
613462 |
713735 |
1016176445 |
213661 |
| boats |
1547322 |
51878 |
3529 |
245667741 |
393 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| boulevard |
5450896 |
74852 |
39826 |
111409847 |
0 |
| sidewalk |
262278 |
13817 |
951 |
9818775 |
8112 |
| badminton |
4035784 |
153553 |
62523 |
115274789 |
0 |
| traffic |
3098243 |
149197 |
62513 |
47464509 |
82327 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| abandonedBox |
730671 |
110032 |
18133 |
14711397 |
12141 |
| winterDriveway |
677641 |
1182424 |
13729 |
90477805 |
37065 |
| sofa |
7193318 |
278349 |
195362 |
161550549 |
0 |
| tramstop |
1433123 |
81323 |
13088 |
6531516 |
3891 |
| parking |
221908 |
156688 |
3483 |
2532502 |
0 |
| streetLight |
704252 |
26089 |
693 |
13799908 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| copyMachine |
67863919 |
2144781 |
869746 |
921157761 |
0 |
| bungalows |
5067727 |
418144 |
89061 |
80421574 |
355783 |
| busStation |
2844082 |
231642 |
107127 |
76783860 |
99051 |
| peopleInShade |
4792162 |
296623 |
113194 |
81704037 |
250596 |
| backdoor |
1985632 |
91025 |
38965 |
99736762 |
0 |
| cubicle |
10135143 |
729934 |
240050 |
517172841 |
91987 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| lakeSide |
7415631 |
3748299 |
557450 |
404410115 |
0 |
| park |
693345 |
62267 |
21792 |
34432873 |
0 |
| diningRoom |
17452511 |
1303247 |
2011786 |
205881020 |
0 |
| corridor |
12129879 |
2713956 |
210278 |
357273069 |
0 |
| library |
58947981 |
2506876 |
3013284 |
256973639 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| skating |
22725897 |
585350 |
1046921 |
574015567 |
1580 |
| wetSnow |
12511523 |
1033768 |
1504343 |
918605746 |
0 |
| snowFall |
19696339 |
964929 |
1025844 |
1946115759 |
242815 |
| blizzard |
22454918 |
688534 |
1807262 |
2079470802 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tunnelExit_0_35fps |
6552148 |
201689 |
450176 |
351264133 |
0 |
| port_0_17fps |
28061 |
44831 |
29121 |
308055906 |
0 |
| turnpike_0_5fps |
2800684 |
59228 |
50412 |
46132139 |
0 |
| tramCrossroad_1fps |
727760 |
15117 |
9823 |
24894272 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| tramStation |
5854941 |
664013 |
401387 |
177465401 |
0 |
| busyBoulvard |
5342717 |
194743 |
245974 |
60220528 |
0 |
| streetCornerAtNight |
3639747 |
713961 |
290980 |
626784275 |
0 |
| fluidHighway |
3335776 |
571041 |
602746 |
220873042 |
80542 |
| bridgeEntry |
1475362 |
327548 |
174584 |
80672207 |
0 |
| winterStreet |
8598411 |
833511 |
700902 |
124862593 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| twoPositionPTZCam |
1575493 |
191799 |
33031 |
135822344 |
74212 |
| zoomInZoomOut |
89009 |
11205 |
295 |
48171131 |
1994 |
| continuousPan |
1967460 |
485052 |
116231 |
369041562 |
26089 |
| intermittentPan |
3782879 |
373968 |
221629 |
422648073 |
0 |
| Video |
TP |
FP |
FN |
TN |
Nb Shadow Error |
| turbulence2 |
635561 |
87072 |
41814 |
811496678 |
0 |
| turbulence3 |
5489263 |
273731 |
351577 |
478342284 |
0 |
| turbulence0 |
1947316 |
333145 |
73147 |
1379127627 |
0 |
| turbulence1 |
2177254 |
274707 |
298651 |
963421151 |
0 |