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. |
(GPCA) | – generalized PCA [Vidal & Ravichandran, CVPR 2005]. |
These are the results for video textures containing 4 segments. The Rand index (r) of the segmentation is given below the image.
Init Contour | Ground Truth |
---|---|
![]() |
![]() |
Name | Original | DTM | LDT | GPCA |
---|---|---|---|---|
texture_001 | ![]() |
![]() r=0.9477 |
![]() r=0.9706 |
![]() r=0.4341 |
texture_002 | ![]() |
![]() r=0.9474 |
![]() r=0.9694 |
![]() r=0.4907 |
texture_003 | ![]() |
![]() r=0.6601 |
![]() r=0.7500 |
![]() r=0.5147 |
texture_004 | ![]() |
![]() r=0.6804 |
![]() r=0.7863 |
![]() r=0.5081 |
texture_005 | ![]() |
![]() r=0.9500 |
![]() r=0.9968 |
![]() r=0.5268 |
texture_006 | ![]() |
![]() r=0.6996 |
![]() r=0.6796 |
![]() r=0.5347 |
texture_007 | ![]() |
![]() r=0.9422 |
![]() r=0.9994 |
![]() r=0.5788 |
texture_008 | ![]() |
![]() r=0.9432 |
![]() r=0.9530 |
![]() r=0.4864 |
texture_009 | ![]() |
![]() r=0.9016 |
![]() r=0.9467 |
![]() r=0.5401 |
texture_010 | ![]() |
![]() r=0.6861 |
![]() r=0.7631 |
![]() r=0.4796 |
texture_011 | ![]() |
![]() r=0.9435 |
![]() r=0.9839 |
![]() r=0.4359 |
texture_012 | ![]() |
![]() r=0.9397 |
![]() r=0.9966 |
![]() r=0.5208 |
texture_013 | ![]() |
![]() r=0.9471 |
![]() r=0.9592 |
![]() r=0.5059 |
texture_014 | ![]() |
![]() r=0.9256 |
![]() r=0.9800 |
![]() r=0.6254 |
texture_015 | ![]() |
![]() r=0.8716 |
![]() r=0.9952 |
![]() r=0.5596 |
texture_016 | ![]() |
![]() r=0.9146 |
![]() r=0.9732 |
![]() r=0.5550 |
texture_017 | ![]() |
![]() r=0.8656 |
![]() r=0.9814 |
![]() r=0.5726 |
texture_018 | ![]() |
![]() r=0.6730 |
![]() r=0.6624 |
![]() r=0.5070 |
texture_019 | ![]() |
![]() r=0.7047 |
![]() r=0.7596 |
![]() r=0.5051 |
texture_020 | ![]() |
![]() r=0.8146 |
![]() r=0.9401 |
![]() r=0.4906 |
texture_021 | ![]() |
![]() r=0.9400 |
![]() r=0.9985 |
![]() r=0.6528 |
texture_022 | ![]() |
![]() r=0.7207 |
![]() r=0.9814 |
![]() r=0.5446 |
texture_023 | ![]() |
![]() r=0.6631 |
![]() r=0.7551 |
![]() r=0.5285 |
texture_024 | ![]() |
![]() r=0.9009 |
![]() r=0.9787 |
![]() r=0.5141 |
texture_025 | ![]() |
![]() r=0.9212 |
![]() r=0.8497 |
![]() r=0.5540 |
texture_026 | ![]() |
![]() r=0.9249 |
![]() r=0.9798 |
![]() r=0.7486 |
texture_027 | ![]() |
![]() r=0.9360 |
![]() r=0.9993 |
![]() r=0.5230 |
texture_028 | ![]() |
![]() r=0.9081 |
![]() r=0.9462 |
![]() r=0.5234 |
texture_029 | ![]() |
![]() r=0.8636 |
![]() r=0.9279 |
![]() r=0.5244 |
texture_030 | ![]() |
![]() r=0.9367 |
![]() r=0.9916 |
![]() r=0.5457 |
texture_031 | ![]() |
![]() r=0.9349 |
![]() r=0.9645 |
![]() r=0.4965 |
texture_032 | ![]() |
![]() r=0.6743 |
![]() r=0.8655 |
![]() r=0.5390 |
texture_033 | ![]() |
![]() r=0.7433 |
![]() r=0.8893 |
![]() r=0.5188 |
texture_034 | ![]() |
![]() r=0.9417 |
![]() r=0.9928 |
![]() r=0.5026 |
texture_035 | ![]() |
![]() r=0.9301 |
![]() r=0.9783 |
![]() r=0.5178 |
texture_036 | ![]() |
![]() r=0.9076 |
![]() r=0.9199 |
![]() r=0.5061 |
texture_037 | ![]() |
![]() r=0.9182 |
![]() r=0.9524 |
![]() r=0.4648 |
texture_038 | ![]() |
![]() r=0.9432 |
![]() r=0.9633 |
![]() r=0.5210 |
texture_039 | ![]() |
![]() r=0.9391 |
![]() r=0.9811 |
![]() r=0.5677 |
texture_040 | ![]() |
![]() r=0.9454 |
![]() r=0.9647 |
![]() r=0.5251 |
texture_041 | ![]() |
![]() r=0.6860 |
![]() r=0.7097 |
![]() r=0.5075 |
texture_042 | ![]() |
![]() r=0.7116 |
![]() r=0.7525 |
![]() r=0.4984 |
texture_043 | ![]() |
![]() r=0.9568 |
![]() r=0.9977 |
![]() r=0.4988 |
texture_044 | ![]() |
![]() r=0.9456 |
![]() r=0.9808 |
![]() r=0.4941 |
texture_045 | ![]() |
![]() r=0.9414 |
![]() r=0.9997 |
![]() r=0.5004 |
texture_046 | ![]() |
![]() r=0.9323 |
![]() r=0.9923 |
![]() r=0.4947 |
texture_047 | ![]() |
![]() r=0.9511 |
![]() r=0.9455 |
![]() r=0.5402 |
texture_048 | ![]() |
![]() r=0.7498 |
![]() r=0.7581 |
![]() r=0.4658 |
texture_049 | ![]() |
![]() r=0.7488 |
![]() r=0.9781 |
![]() r=0.5025 |
texture_050 | ![]() |
![]() r=0.9395 |
![]() r=0.9887 |
![]() r=0.5180 |
texture_051 | ![]() |
![]() r=0.9076 |
![]() r=0.9852 |
![]() r=0.7012 |
texture_052 | ![]() |
![]() r=0.9415 |
![]() r=0.8427 |
![]() r=0.5051 |
texture_053 | ![]() |
![]() r=0.8960 |
![]() r=0.9701 |
![]() r=0.6974 |
texture_054 | ![]() |
![]() r=0.6871 |
![]() r=0.7277 |
![]() r=0.4901 |
texture_055 | ![]() |
![]() r=0.9149 |
![]() r=0.9644 |
![]() r=0.5487 |
texture_056 | ![]() |
![]() r=0.6263 |
![]() r=0.6008 |
![]() r=0.5462 |
texture_057 | ![]() |
![]() r=0.9145 |
![]() r=0.9763 |
![]() r=0.7199 |
texture_058 | ![]() |
![]() r=0.6551 |
![]() r=0.7434 |
![]() r=0.5876 |
texture_059 | ![]() |
![]() r=0.9291 |
![]() r=0.9810 |
![]() r=0.7549 |
texture_060 | ![]() |
![]() r=0.9027 |
![]() r=0.9474 |
![]() r=0.5152 |
texture_061 | ![]() |
![]() r=0.9505 |
![]() r=0.9875 |
![]() r=0.5591 |
texture_062 | ![]() |
![]() r=0.6823 |
![]() r=0.8527 |
![]() r=0.5179 |
texture_063 | ![]() |
![]() r=0.9401 |
![]() r=0.9998 |
![]() r=0.5072 |
texture_064 | ![]() |
![]() r=0.9099 |
![]() r=0.9612 |
![]() r=0.4597 |
texture_065 | ![]() |
![]() r=0.9346 |
![]() r=0.9980 |
![]() r=0.5130 |
texture_066 | ![]() |
![]() r=0.6703 |
![]() r=0.8063 |
![]() r=0.5092 |
texture_067 | ![]() |
![]() r=0.9185 |
![]() r=0.8933 |
![]() r=0.4812 |
texture_068 | ![]() |
![]() r=0.9274 |
![]() r=0.9487 |
![]() r=0.4650 |
texture_069 | ![]() |
![]() r=0.9277 |
![]() r=0.9765 |
![]() r=0.4988 |
texture_070 | ![]() |
![]() r=0.7324 |
![]() r=0.9661 |
![]() r=0.4974 |
texture_071 | ![]() |
![]() r=0.7329 |
![]() r=0.6846 |
![]() r=0.5274 |
texture_072 | ![]() |
![]() r=0.9194 |
![]() r=0.9430 |
![]() r=0.4981 |
texture_073 | ![]() |
![]() r=0.9442 |
![]() r=0.9877 |
![]() r=0.5134 |
texture_074 | ![]() |
![]() r=0.8896 |
![]() r=0.8438 |
![]() r=0.5247 |
texture_075 | ![]() |
![]() r=0.7161 |
![]() r=0.9796 |
![]() r=0.5065 |
texture_076 | ![]() |
![]() r=0.9078 |
![]() r=0.9855 |
![]() r=0.6584 |
texture_077 | ![]() |
![]() r=0.7752 |
![]() r=0.9086 |
![]() r=0.5752 |
texture_078 | ![]() |
![]() r=0.8777 |
![]() r=0.9434 |
![]() r=0.7033 |
texture_079 | ![]() |
![]() r=0.6739 |
![]() r=0.7068 |
![]() r=0.5119 |
texture_080 | ![]() |
![]() r=0.8061 |
![]() r=0.8830 |
![]() r=0.4864 |
texture_081 | ![]() |
![]() r=0.9225 |
![]() r=0.9810 |
![]() r=0.5904 |
texture_082 | ![]() |
![]() r=0.7221 |
![]() r=0.7530 |
![]() r=0.5114 |
texture_083 | ![]() |
![]() r=0.9391 |
![]() r=0.9963 |
![]() r=0.6073 |
texture_084 | ![]() |
![]() r=0.6646 |
![]() r=0.7132 |
![]() r=0.4793 |
texture_085 | ![]() |
![]() r=0.9582 |
![]() r=0.9921 |
![]() r=0.5492 |
texture_086 | ![]() |
![]() r=0.9420 |
![]() r=0.9922 |
![]() r=0.5052 |
texture_087 | ![]() |
![]() r=0.7169 |
![]() r=0.9857 |
![]() r=0.6662 |
texture_088 | ![]() |
![]() r=0.9565 |
![]() r=0.9755 |
![]() r=0.5593 |
texture_089 | ![]() |
![]() r=0.9323 |
![]() r=0.9998 |
![]() r=0.5146 |
texture_090 | ![]() |
![]() r=0.8225 |
![]() r=0.9382 |
![]() r=0.5813 |
texture_091 | ![]() |
![]() r=0.8059 |
![]() r=0.9990 |
![]() r=0.5516 |
texture_092 | ![]() |
![]() r=0.9102 |
![]() r=0.9504 |
![]() r=0.5181 |
texture_093 | ![]() |
![]() r=0.9211 |
![]() r=0.7512 |
![]() r=0.5541 |
texture_094 | ![]() |
![]() r=0.9171 |
![]() r=0.9757 |
![]() r=0.5607 |
texture_095 | ![]() |
![]() r=0.9358 |
![]() r=0.9892 |
![]() r=0.5487 |
texture_096 | ![]() |
![]() r=0.9307 |
![]() r=0.9942 |
![]() r=0.5467 |
texture_097 | ![]() |
![]() r=0.9331 |
![]() r=0.9961 |
![]() r=0.4979 |
texture_098 | ![]() |
![]() r=0.8769 |
![]() r=0.9786 |
![]() r=0.6049 |
texture_099 | ![]() |
![]() r=0.7022 |
![]() r=0.7588 |
![]() r=0.5100 |
texture_100 | ![]() |
![]() r=0.9007 |
![]() r=0.8382 |
![]() r=0.5174 |
Overall | r=0.8574 | r=0.9158 | r=0.5377 |