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 |