Chapter 5: Layered Dynamic Textures

LDT Results on Synthetic Video Texture Database - 4 Segments


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 ContourGround Truth

NameOriginalDTMLDTGPCA
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=0.8574r=0.9158r=0.5377



Copyright Antoni Bert Chan 2008