These are the segmentation results on the synthetic video texture database using the mixture of dynamic textures and other state-of-the-art segmentation algorithms:
(DytexMixIC) | – mixture of dynamic textures, using initial contour. |
(DytexMixCS) | – mixture of dynamic textures, using component splitting (i.e. no initialization). |
(GPCA) | – generalized PCA [Vidal and Ravichandran, CVPR 2005]. |
These are the results for video textures containing 3 segments. The Rand index (r) of the segmentation is given below the image.
Initial Contour | Ground Truth |
---|---|
![]() |
![]() |
Name | Original | DytexMixIC | DytexMixCS | GPCA |
---|---|---|---|---|
texture_001 | ![]() |
![]() r=0.9499 |
![]() r=0.9180 |
![]() r=0.4591 |
texture_002 | ![]() |
![]() r=0.6502 |
![]() r=0.8122 |
![]() r=0.6447 |
texture_003 | ![]() |
![]() r=0.9619 |
![]() r=0.9641 |
![]() r=0.6364 |
texture_004 | ![]() |
![]() r=0.8726 |
![]() r=0.8615 |
![]() r=0.4748 |
texture_005 | ![]() |
![]() r=0.7006 |
![]() r=0.7085 |
![]() r=0.7065 |
texture_006 | ![]() |
![]() r=0.9578 |
![]() r=0.9524 |
![]() r=0.5219 |
texture_007 | ![]() |
![]() r=0.7306 |
![]() r=0.6973 |
![]() r=0.5285 |
texture_008 | ![]() |
![]() r=0.9822 |
![]() r=0.9596 |
![]() r=0.5618 |
texture_009 | ![]() |
![]() r=0.9518 |
![]() r=0.9510 |
![]() r=0.4856 |
texture_010 | ![]() |
![]() r=0.6626 |
![]() r=0.9400 |
![]() r=0.6391 |
texture_011 | ![]() |
![]() r=0.9266 |
![]() r=0.8063 |
![]() r=0.7408 |
texture_012 | ![]() |
![]() r=0.6590 |
![]() r=0.9346 |
![]() r=0.5135 |
texture_013 | ![]() |
![]() r=0.6909 |
![]() r=0.6999 |
![]() r=0.7804 |
texture_014 | ![]() |
![]() r=0.9480 |
![]() r=0.6588 |
![]() r=0.4636 |
texture_015 | ![]() |
![]() r=0.9506 |
![]() r=0.7984 |
![]() r=0.4773 |
texture_016 | ![]() |
![]() r=0.9595 |
![]() r=0.7722 |
![]() r=0.4435 |
texture_017 | ![]() |
![]() r=0.9658 |
![]() r=0.6484 |
![]() r=0.4640 |
texture_018 | ![]() |
![]() r=0.9655 |
![]() r=0.9620 |
![]() r=0.4744 |
texture_019 | ![]() |
![]() r=0.9305 |
![]() r=0.9319 |
![]() r=0.7686 |
texture_020 | ![]() |
![]() r=0.6568 |
![]() r=0.6555 |
![]() r=0.5795 |
texture_021 | ![]() |
![]() r=0.9548 |
![]() r=0.9518 |
![]() r=0.6425 |
texture_022 | ![]() |
![]() r=0.6569 |
![]() r=0.9398 |
![]() r=0.6152 |
texture_023 | ![]() |
![]() r=0.5954 |
![]() r=0.7590 |
![]() r=0.4672 |
texture_024 | ![]() |
![]() r=0.9249 |
![]() r=0.8880 |
![]() r=0.4449 |
texture_025 | ![]() |
![]() r=0.6131 |
![]() r=0.6280 |
![]() r=0.5787 |
texture_026 | ![]() |
![]() r=0.9388 |
![]() r=0.8911 |
![]() r=0.7937 |
texture_027 | ![]() |
![]() r=0.8843 |
![]() r=0.5904 |
![]() r=0.5885 |
texture_028 | ![]() |
![]() r=0.9312 |
![]() r=0.9429 |
![]() r=0.4689 |
texture_029 | ![]() |
![]() r=0.9506 |
![]() r=0.9526 |
![]() r=0.4608 |
texture_030 | ![]() |
![]() r=0.8014 |
![]() r=0.8629 |
![]() r=0.4715 |
texture_031 | ![]() |
![]() r=0.9626 |
![]() r=0.6528 |
![]() r=0.4285 |
texture_032 | ![]() |
![]() r=0.8617 |
![]() r=0.6565 |
![]() r=0.5044 |
texture_033 | ![]() |
![]() r=0.9401 |
![]() r=0.9242 |
![]() r=0.4679 |
texture_034 | ![]() |
![]() r=0.5882 |
![]() r=0.5851 |
![]() r=0.5470 |
texture_035 | ![]() |
![]() r=0.7428 |
![]() r=0.8882 |
![]() r=0.6999 |
texture_036 | ![]() |
![]() r=0.9438 |
![]() r=0.9401 |
![]() r=0.4803 |
texture_037 | ![]() |
![]() r=0.6087 |
![]() r=0.5982 |
![]() r=0.5024 |
texture_038 | ![]() |
![]() r=0.9363 |
![]() r=0.5826 |
![]() r=0.4457 |
texture_039 | ![]() |
![]() r=0.6090 |
![]() r=0.7870 |
![]() r=0.5379 |
texture_040 | ![]() |
![]() r=0.9546 |
![]() r=0.9504 |
![]() r=0.4614 |
texture_041 | ![]() |
![]() r=0.9577 |
![]() r=0.5930 |
![]() r=0.6863 |
texture_042 | ![]() |
![]() r=0.6722 |
![]() r=0.6064 |
![]() r=0.5039 |
texture_043 | ![]() |
![]() r=0.9471 |
![]() r=0.9380 |
![]() r=0.5253 |
texture_044 | ![]() |
![]() r=0.9249 |
![]() r=0.9304 |
![]() r=0.4367 |
texture_045 | ![]() |
![]() r=0.9629 |
![]() r=0.9623 |
![]() r=0.5694 |
texture_046 | ![]() |
![]() r=0.9516 |
![]() r=0.9275 |
![]() r=0.4620 |
texture_047 | ![]() |
![]() r=0.6278 |
![]() r=0.6078 |
![]() r=0.4781 |
texture_048 | ![]() |
![]() r=0.9424 |
![]() r=0.9441 |
![]() r=0.5113 |
texture_049 | ![]() |
![]() r=0.7859 |
![]() r=0.7824 |
![]() r=0.4500 |
texture_050 | ![]() |
![]() r=0.7047 |
![]() r=0.8254 |
![]() r=0.6235 |
texture_051 | ![]() |
![]() r=0.9563 |
![]() r=0.9479 |
![]() r=0.6239 |
texture_052 | ![]() |
![]() r=0.9416 |
![]() r=0.5879 |
![]() r=0.5847 |
texture_053 | ![]() |
![]() r=0.9209 |
![]() r=0.6654 |
![]() r=0.4887 |
texture_054 | ![]() |
![]() r=0.8281 |
![]() r=0.8003 |
![]() r=0.7258 |
texture_055 | ![]() |
![]() r=0.9279 |
![]() r=0.9192 |
![]() r=0.7623 |
texture_056 | ![]() |
![]() r=0.9576 |
![]() r=0.8053 |
![]() r=0.5151 |
texture_057 | ![]() |
![]() r=0.9664 |
![]() r=0.9626 |
![]() r=0.4542 |
texture_058 | ![]() |
![]() r=0.7793 |
![]() r=0.9021 |
![]() r=0.5391 |
texture_059 | ![]() |
![]() r=0.7965 |
![]() r=0.5981 |
![]() r=0.4729 |
texture_060 | ![]() |
![]() r=0.9363 |
![]() r=0.9395 |
![]() r=0.7716 |
texture_061 | ![]() |
![]() r=0.7071 |
![]() r=0.7319 |
![]() r=0.6826 |
texture_062 | ![]() |
![]() r=0.6695 |
![]() r=0.9513 |
![]() r=0.7324 |
texture_063 | ![]() |
![]() r=0.7374 |
![]() r=0.7081 |
![]() r=0.6157 |
texture_064 | ![]() |
![]() r=0.6536 |
![]() r=0.9345 |
![]() r=0.4571 |
texture_065 | ![]() |
![]() r=0.6186 |
![]() r=0.7853 |
![]() r=0.7060 |
texture_066 | ![]() |
![]() r=0.6749 |
![]() r=0.7528 |
![]() r=0.6535 |
texture_067 | ![]() |
![]() r=0.9197 |
![]() r=0.7784 |
![]() r=0.7550 |
texture_068 | ![]() |
![]() r=0.8570 |
![]() r=0.8115 |
![]() r=0.5189 |
texture_069 | ![]() |
![]() r=0.9600 |
![]() r=0.9611 |
![]() r=0.4521 |
texture_070 | ![]() |
![]() r=0.9254 |
![]() r=0.9193 |
![]() r=0.4870 |
texture_071 | ![]() |
![]() r=0.6608 |
![]() r=0.9436 |
![]() r=0.4466 |
texture_072 | ![]() |
![]() r=0.9507 |
![]() r=0.6558 |
![]() r=0.4669 |
texture_073 | ![]() |
![]() r=0.9643 |
![]() r=0.9643 |
![]() r=0.4972 |
texture_074 | ![]() |
![]() r=0.9517 |
![]() r=0.9495 |
![]() r=0.5123 |
texture_075 | ![]() |
![]() r=0.9296 |
![]() r=0.9449 |
![]() r=0.5966 |
texture_076 | ![]() |
![]() r=0.9469 |
![]() r=0.9463 |
![]() r=0.6349 |
texture_077 | ![]() |
![]() r=0.9661 |
![]() r=0.9607 |
![]() r=0.7558 |
texture_078 | ![]() |
![]() r=0.9512 |
![]() r=0.5947 |
![]() r=0.5197 |
texture_079 | ![]() |
![]() r=0.9442 |
![]() r=0.9437 |
![]() r=0.8377 |
texture_080 | ![]() |
![]() r=0.6345 |
![]() r=0.9385 |
![]() r=0.4655 |
texture_081 | ![]() |
![]() r=0.9265 |
![]() r=0.6294 |
![]() r=0.7907 |
texture_082 | ![]() |
![]() r=0.9566 |
![]() r=0.7683 |
![]() r=0.4694 |
texture_083 | ![]() |
![]() r=0.9654 |
![]() r=0.7727 |
![]() r=0.4666 |
texture_084 | ![]() |
![]() r=0.9366 |
![]() r=0.9415 |
![]() r=0.5970 |
texture_085 | ![]() |
![]() r=0.8196 |
![]() r=0.6168 |
![]() r=0.4685 |
texture_086 | ![]() |
![]() r=0.9669 |
![]() r=0.9643 |
![]() r=0.5177 |
texture_087 | ![]() |
![]() r=0.9091 |
![]() r=0.9115 |
![]() r=0.5545 |
texture_088 | ![]() |
![]() r=0.9254 |
![]() r=0.9121 |
![]() r=0.4344 |
texture_089 | ![]() |
![]() r=0.9605 |
![]() r=0.9623 |
![]() r=0.4512 |
texture_090 | ![]() |
![]() r=0.5773 |
![]() r=0.5084 |
![]() r=0.5201 |
texture_091 | ![]() |
![]() r=0.9628 |
![]() r=0.6550 |
![]() r=0.4577 |
texture_092 | ![]() |
![]() r=0.9449 |
![]() r=0.9461 |
![]() r=0.4873 |
texture_093 | ![]() |
![]() r=0.9544 |
![]() r=0.9532 |
![]() r=0.5575 |
texture_094 | ![]() |
![]() r=0.9408 |
![]() r=0.9395 |
![]() r=0.4816 |
texture_095 | ![]() |
![]() r=0.9120 |
![]() r=0.6438 |
![]() r=0.4682 |
texture_096 | ![]() |
![]() r=0.8256 |
![]() r=0.8152 |
![]() r=0.4534 |
texture_097 | ![]() |
![]() r=0.9284 |
![]() r=0.9346 |
![]() r=0.4747 |
texture_098 | ![]() |
![]() r=0.9291 |
![]() r=0.9360 |
![]() r=0.5980 |
texture_099 | ![]() |
![]() r=0.6117 |
![]() r=0.8239 |
![]() r=0.4432 |
texture_100 | ![]() |
![]() r=0.7892 |
![]() r=0.7883 |
![]() r=0.7242 |
Overall | r=0.8533 | r=0.8245 | r=0.5537 |