These are the segmentation results on the synthetic video texture database using the layered dynamic texture and other state-of-the-art segmentation algorithms:
(DTM) | – mixture of dynamic textures, initialized using the initial contour. |
(LDT) | – layered dynamic texture, initialized using DTM. |
(Ising) | – Ising descriptors, initialized using DTM [Ghoreyshi & Vidal, WDV 2006]. |
(GPCA) | – generalized PCA [Vidal & Ravichandran, CVPR 2005]. |
These are the results for video textures containing 2 segments. The Rand index (r) of the segmentation is given below the image.
Init Contour | Ground Truth |
---|---|
Name | Original | DTM | LDT | Ising | GPCA |
---|---|---|---|---|---|
texture_001 | r=0.9268 |
r=0.9682 |
r=0.9952 |
r=0.5007 |
|
texture_002 | r=0.9240 |
r=0.9595 |
r=0.9492 |
r=0.5028 |
|
texture_003 | r=0.9829 |
r=0.9998 |
r=0.9701 |
r=0.5000 |
|
texture_004 | r=0.9728 |
r=0.9839 |
r=0.9938 |
r=0.9561 |
|
texture_005 | r=0.9693 |
r=0.9759 |
r=0.9847 |
r=0.5039 |
|
texture_006 | r=0.9688 |
r=0.9851 |
r=0.9810 |
r=0.5000 |
|
texture_007 | r=0.9532 |
r=0.9995 |
r=0.9938 |
r=0.5010 |
|
texture_008 | r=0.9706 |
r=0.9919 |
r=0.9946 |
r=0.5409 |
|
texture_009 | r=0.9618 |
r=0.9990 |
r=0.9462 |
r=0.5000 |
|
texture_010 | r=0.5442 |
r=0.7454 |
r=0.5542 |
r=0.5028 |
|
texture_011 | r=0.5060 |
r=0.5001 |
r=0.5001 |
r=0.5002 |
|
texture_012 | r=0.9064 |
r=0.9691 |
r=0.9518 |
r=0.5007 |
|
texture_013 | r=0.9851 |
r=0.9828 |
r=0.9810 |
r=0.5017 |
|
texture_014 | r=0.9519 |
r=1.0000 |
r=0.9876 |
r=0.5034 |
|
texture_015 | r=0.9637 |
r=0.9966 |
r=0.9712 |
r=0.5000 |
|
texture_016 | r=0.9397 |
r=0.9997 |
r=0.9932 |
r=0.5072 |
|
texture_017 | r=0.6373 |
r=0.8470 |
r=0.6910 |
r=0.5017 |
|
texture_018 | r=0.9477 |
r=0.9978 |
r=0.9982 |
r=0.5066 |
|
texture_019 | r=0.9697 |
r=0.9660 |
r=0.9829 |
r=0.5065 |
|
texture_020 | r=0.9582 |
r=0.9997 |
r=0.9749 |
r=0.5039 |
|
texture_021 | r=0.9665 |
r=0.9943 |
r=0.9799 |
r=0.5002 |
|
texture_022 | r=0.9755 |
r=0.9843 |
r=0.9605 |
r=0.5004 |
|
texture_023 | r=0.9812 |
r=0.9699 |
r=0.9834 |
r=0.5020 |
|
texture_024 | r=0.9696 |
r=0.9950 |
r=0.9569 |
r=0.5024 |
|
texture_025 | r=0.9706 |
r=0.9905 |
r=0.9854 |
r=0.5000 |
|
texture_026 | r=0.9704 |
r=0.9573 |
r=0.9005 |
r=0.5222 |
|
texture_027 | r=0.9907 |
r=0.8693 |
r=0.9861 |
r=0.9346 |
|
texture_028 | r=0.9486 |
r=0.9999 |
r=0.9951 |
r=0.5044 |
|
texture_029 | r=0.9167 |
r=0.9853 |
r=0.9943 |
r=0.8274 |
|
texture_030 | r=0.9570 |
r=0.9912 |
r=0.9776 |
r=0.5016 |
|
texture_031 | r=0.9593 |
r=0.9940 |
r=0.9912 |
r=0.5002 |
|
texture_032 | r=0.9657 |
r=0.9968 |
r=0.9914 |
r=0.7938 |
|
texture_033 | r=0.8618 |
r=0.9322 |
r=0.9658 |
r=0.5011 |
|
texture_034 | r=0.9808 |
r=0.9969 |
r=0.9772 |
r=0.5099 |
|
texture_035 | r=0.5467 |
r=0.5534 |
r=0.5591 |
r=0.5088 |
|
texture_036 | r=0.9467 |
r=0.9995 |
r=0.9983 |
r=0.5081 |
|
texture_037 | r=0.9491 |
r=0.8395 |
r=0.9761 |
r=0.5006 |
|
texture_038 | r=0.9567 |
r=0.9997 |
r=0.9966 |
r=0.5091 |
|
texture_039 | r=0.5005 |
r=0.5011 |
r=0.5007 |
r=0.5001 |
|
texture_040 | r=0.9564 |
r=1.0000 |
r=0.9632 |
r=0.5016 |
|
texture_041 | r=0.9635 |
r=0.9989 |
r=0.9823 |
r=0.7355 |
|
texture_042 | r=0.9598 |
r=0.9967 |
r=0.9860 |
r=0.5036 |
|
texture_043 | r=0.9711 |
r=0.9760 |
r=0.9820 |
r=0.5007 |
|
texture_044 | r=0.9866 |
r=0.9966 |
r=0.9819 |
r=0.6990 |
|
texture_045 | r=0.9928 |
r=0.9804 |
r=0.9745 |
r=0.6170 |
|
texture_046 | r=0.9709 |
r=0.9389 |
r=0.9820 |
r=0.5001 |
|
texture_047 | r=0.9174 |
r=0.9805 |
r=0.9792 |
r=0.6544 |
|
texture_048 | r=0.9841 |
r=0.9995 |
r=0.9810 |
r=0.5001 |
|
texture_049 | r=0.9707 |
r=0.9870 |
r=0.9813 |
r=0.5020 |
|
texture_050 | r=0.8339 |
r=1.0000 |
r=0.8703 |
r=0.8935 |
|
texture_051 | r=0.9597 |
r=0.9682 |
r=0.9265 |
r=0.5000 |
|
texture_052 | r=0.9755 |
r=0.9963 |
r=0.9944 |
r=0.5026 |
|
texture_053 | r=0.6080 |
r=0.6885 |
r=0.7374 |
r=0.5000 |
|
texture_054 | r=0.9547 |
r=0.9958 |
r=0.9181 |
r=0.5027 |
|
texture_055 | r=0.9577 |
r=0.9838 |
r=0.9657 |
r=0.5464 |
|
texture_056 | r=0.9816 |
r=0.9865 |
r=0.9693 |
r=0.5033 |
|
texture_057 | r=0.9868 |
r=1.0000 |
r=0.9212 |
r=0.5000 |
|
texture_058 | r=0.9580 |
r=0.9994 |
r=0.9691 |
r=0.5077 |
|
texture_059 | r=0.9674 |
r=0.9960 |
r=0.9848 |
r=0.5000 |
|
texture_060 | r=0.9520 |
r=0.9952 |
r=0.9814 |
r=0.5000 |
|
texture_061 | r=0.9780 |
r=0.9907 |
r=0.9292 |
r=0.5048 |
|
texture_062 | r=0.9770 |
r=1.0000 |
r=0.9935 |
r=0.5015 |
|
texture_063 | r=0.9625 |
r=1.0000 |
r=0.9861 |
r=0.8795 |
|
texture_064 | r=0.9755 |
r=0.9681 |
r=0.9076 |
r=0.5029 |
|
texture_065 | r=0.9644 |
r=0.8285 |
r=0.9718 |
r=0.5029 |
|
texture_066 | r=0.7373 |
r=0.9914 |
r=0.7184 |
r=0.5042 |
|
texture_067 | r=0.9629 |
r=0.9800 |
r=0.9859 |
r=0.5000 |
|
texture_068 | r=0.9567 |
r=0.9981 |
r=0.9939 |
r=0.5018 |
|
texture_069 | r=0.9620 |
r=0.9599 |
r=0.9865 |
r=0.5001 |
|
texture_070 | r=0.9779 |
r=0.9741 |
r=0.9775 |
r=0.5001 |
|
texture_071 | r=0.9300 |
r=0.9849 |
r=0.9886 |
r=0.5142 |
|
texture_072 | r=0.9601 |
r=0.9997 |
r=0.9943 |
r=0.5034 |
|
texture_073 | r=0.9551 |
r=0.9931 |
r=0.9608 |
r=0.5000 |
|
texture_074 | r=0.6255 |
r=0.8204 |
r=0.7553 |
r=0.5007 |
|
texture_075 | r=0.9502 |
r=0.9670 |
r=0.9798 |
r=0.5007 |
|
texture_076 | r=0.9352 |
r=0.8840 |
r=0.9674 |
r=0.7276 |
|
texture_077 | r=0.9857 |
r=0.9972 |
r=0.9746 |
r=0.5012 |
|
texture_078 | r=0.5143 |
r=0.5212 |
r=0.5429 |
r=0.5011 |
|
texture_079 | r=0.9663 |
r=0.9749 |
r=0.9861 |
r=0.5016 |
|
texture_080 | r=0.9815 |
r=0.9995 |
r=0.9630 |
r=0.6141 |
|
texture_081 | r=0.9580 |
r=0.9157 |
r=0.9443 |
r=0.5289 |
|
texture_082 | r=0.9512 |
r=1.0000 |
r=0.9187 |
r=0.5173 |
|
texture_083 | r=0.9810 |
r=0.9774 |
r=0.9573 |
r=0.5001 |
|
texture_084 | r=0.9624 |
r=0.9922 |
r=0.9838 |
r=0.5010 |
|
texture_085 | r=0.5066 |
r=0.5187 |
r=0.5135 |
r=0.5941 |
|
texture_086 | r=0.9613 |
r=0.9581 |
r=0.9844 |
r=0.5027 |
|
texture_087 | r=0.6245 |
r=0.6570 |
r=0.7365 |
r=0.5003 |
|
texture_088 | r=0.9436 |
r=0.9800 |
r=0.9791 |
r=0.5003 |
|
texture_089 | r=0.9681 |
r=0.9889 |
r=0.9267 |
r=0.5000 |
|
texture_090 | r=0.9801 |
r=0.9982 |
r=0.9818 |
r=0.5005 |
|
texture_091 | r=0.9709 |
r=0.9967 |
r=0.9589 |
r=0.5000 |
|
texture_092 | r=0.9644 |
r=0.9752 |
r=0.9743 |
r=0.5001 |
|
texture_093 | r=0.5877 |
r=0.9418 |
r=0.6249 |
r=0.5024 |
|
texture_094 | r=0.9702 |
r=0.9933 |
r=0.8845 |
r=0.5010 |
|
texture_095 | r=0.9759 |
r=0.9823 |
r=0.9828 |
r=0.5000 |
|
texture_096 | r=0.7506 |
r=0.9334 |
r=0.8647 |
r=0.5004 |
|
texture_097 | r=0.9654 |
r=0.9769 |
r=0.9313 |
r=0.5039 |
|
texture_098 | r=0.9596 |
r=0.9951 |
r=0.9920 |
r=0.5003 |
|
texture_099 | r=0.9508 |
r=1.0000 |
r=0.9739 |
r=0.5037 |
|
Overall | r=0.9116 | r=0.9444 | r=0.9271 | r=0.5379 |