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@article{bb130636,
        AUTHOR = "Lu, C.Y. and Lin, Z.C. and Yan, S.C.",
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        AUTHOR = "Lu, C.Y. and Tang, J.H. and Yan, S.C. and Lin, Z.C.",
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@article{bb130640,
        AUTHOR = "Song, D.J. and Liu, W. and Zhou, T.Y. and Tao, D.C. and Meyer, D.A.",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126795"}

@article{bb130641,
        AUTHOR = "Bousmalis, K. and Zafeiriou, S.P. and Morency, L. and Pantic, M. and Ghahramani, Z.",
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        PAGES = "1917-1929",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126796"}

@article{bb130642,
        AUTHOR = "Kappes, J.H. and Speth, M. and Reinelt, G. and Schnorr, C.",
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        NUMBER = "1",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126797"}

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        AUTHOR = "Kappes, J.H. and Speth, M. and Reinelt, G. and Schnorr, C.",
        TITLE = "Towards Efficient and Exact MAP-Inference for Large Scale Discrete
Computer Vision Problems via Combinatorial Optimization",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126798"}

@article{bb130644,
        AUTHOR = "Zivkovic, Z.",
        TITLE = "Gentle ICM energy minimization for Markov random fields with
smoothness-based priors",
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@article{bb130645,
        AUTHOR = "Khandelwal, D. and Bhatia, K. and Arora, C. and Singla, P.",
        TITLE = "Lazy Generic Cuts",
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        NUMBER = "1",
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@article{bb130646,
        AUTHOR = "Ha, J. and Jeong, H.",
        TITLE = "A fast scanning based message receiving method on four directed
acyclic subgraphs",
        JOURNAL = JVCIR,
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        NUMBER = "1",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126801"}

@article{bb130647,
        AUTHOR = "Nguyen, L.V. and Kodagoda, S. and Ranasinghe, R.",
        TITLE = "Spatial Sensor Selection via Gaussian Markov Random Fields",
        JOURNAL = SMCS,
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        NUMBER = "9",
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        PAGES = "1226-1239",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126802"}

@article{bb130648,
        AUTHOR = "Hovhannisyan, V. and Parpas, P. and Zafeiriou, S.P.",
        TITLE = "MAGMA: Multilevel Accelerated Gradient Mirror Descent Algorithm for
Large-Scale Convex Composite Minimization",
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        NUMBER = "4",
        PAGES = "1829-1857",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126803"}

@inproceedings{bb130649,
        AUTHOR = "Luong, D.V.N. and Parpas, P. and Rueckert, D. and Rustem, B.",
        TITLE = "Solving MRF Minimization by Mirror Descent",
        BOOKTITLE = ISVC12,
        YEAR = "2012",
        PAGES = "I: 587-598",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126804"}

@article{bb130650,
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        TITLE = "Markov Chain Lifting and Distributed ADMM",
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        NUMBER = "3",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126805"}

@article{bb130651,
        AUTHOR = "Llorente, F. and Martino, L. and Delgado, D.",
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@article{bb130652,
        AUTHOR = "Huang, X. and Xu, S. and Zhang, C. and Zhang, J.",
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@article{bb130653,
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        TITLE = "A Doubly Graduated Method for Inference in Markov Random Field",
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        NUMBER = "3",
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@article{bb130654,
        AUTHOR = "Montalvao, J. and Bastos, G. and Sousa, R. and Gualberto, A.",
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embedding",
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@inproceedings{bb130655,
        AUTHOR = "Wang, Z.H. and Liu, T. and Shi, Q.F. and Kumar, M.P. and Zhang, J.H.",
        TITLE = "New Convex Relaxations for MRF Inference With Unknown Graphs",
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        YEAR = "2019",
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@inproceedings{bb130656,
        AUTHOR = "Domokos, C. and Schmidt, F.R. and Cremers, D.",
        TITLE = "MRF Optimization with Separable Convex Prior on Partially Ordered
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@inproceedings{bb130657,
        AUTHOR = "Khandelwal, D. and Singla, P. and Arora, C.",
        TITLE = "Learning Higher Order Potentials for MRFs",
        BOOKTITLE = WACV18,
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@inproceedings{bb130658,
        AUTHOR = "Xie, J.W. and Xu, Y.F. and Nijkamp, E. and Wu, Y.N. and Zhu, S.C.",
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@inproceedings{bb130659,
        AUTHOR = "Pagnozzi, A.M. and Dowson, N. and Bradley, A.P. and Boyd, R.N. and Bourgeat, P. and Rose, S.",
        TITLE = "Expectation-Maximization with Image-Weighted Markov Random Fields to
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@inproceedings{bb130660,
        AUTHOR = "Meir, O. and Galun, M. and Yagev, S. and Basri, R. and Yavneh, I.",
        TITLE = "A Multiscale Variable-Grouping Framework for MRF Energy Minimization",
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@inproceedings{bb130661,
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        TITLE = "SPM-BP: Sped-Up PatchMatch Belief Propagation for Continuous MRFs",
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@inproceedings{bb130662,
        AUTHOR = "Ahmed, F. and Tarlow, D. and Batra, D.",
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Candidate-Constrained CRFs",
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        YEAR = "2015",
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@inproceedings{bb130663,
        AUTHOR = "Ha, J.M. and Jeon, B. and Jeon, J. and Jo, S.Y. and Jeong, H.",
        TITLE = "Cost aggregation table: A theoretic derivation on the Markov random
field and its relation to message passing",
        BOOKTITLE = ICIP15,
        YEAR = "2015",
        PAGES = "2224-2228",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126818"}

@inproceedings{bb130664,
        AUTHOR = "Sun, Q. and Laddha, A. and Batra, D.",
        TITLE = "Active learning for structured probabilistic models with histogram
approximation",
        BOOKTITLE = CVPR15,
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        PAGES = "3612-3621",
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@inproceedings{bb130665,
        AUTHOR = "Wang, Z.H. and Zhang, Z.Y. and Geng, N.",
        TITLE = "A Message Passing Algorithm for MRF Inference with Unknown Graphs and
Its Applications",
        BOOKTITLE = ACCV14,
        YEAR = "2014",
        PAGES = "IV: 288-302",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126820"}

@inproceedings{bb130666,
        AUTHOR = "Wang, J.Y. and Yeung, S.K.",
        TITLE = "A Compact Linear Programming Relaxation for Binary Sub-modular MRF",
        BOOKTITLE = EMMCVPR15,
        YEAR = "2015",
        PAGES = "29-42",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126821"}

@inproceedings{bb130667,
        AUTHOR = "Husain, F. and Dellen, L. and Torras, C.",
        TITLE = "Recognizing Point Clouds Using Conditional Random Fields",
        BOOKTITLE = ICPR14,
        YEAR = "2014",
        PAGES = "4257-4262",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126822"}

@inproceedings{bb130668,
        AUTHOR = "Drory, A. and Haubold, C. and Avidan, S. and Hamprecht, F.A.",
        TITLE = "Semi-Global Matching:
A Principled Derivation in Terms of Message Passing",
        BOOKTITLE = GCPR14,
        YEAR = "2014",
        PAGES = "43-53",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126823"}

@inproceedings{bb130669,
        AUTHOR = "Shekhovtsov, A.",
        TITLE = "Maximum Persistency in Energy Minimization",
        BOOKTITLE = CVPR14,
        YEAR = "2014",
        PAGES = "1162-1169",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126824"}

@inproceedings{bb130670,
        AUTHOR = "Savchynskyy, B. and Schmidt, S.",
        TITLE = "Getting Feasible Variable Estimates from Infeasible Ones:
MRF Local Polytope Study",
        BOOKTITLE = PGMs13,
        YEAR = "2013",
        PAGES = "267-274",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126825"}

@inproceedings{bb130671,
        AUTHOR = "Turmukhambetov, D. and Campbell, N.D.F. and Prince, S.J.D. and Kautz, J.",
        TITLE = "Modeling object appearance using Context-Conditioned Component
Analysis",
        BOOKTITLE = CVPR15,
        YEAR = "2015",
        PAGES = "4156-4164",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126826"}

@inproceedings{bb130672,
        AUTHOR = "Campbell, N.D.F. and Subr, K. and Kautz, J.",
        TITLE = "Fully-Connected CRFs with Non-Parametric Pairwise Potential",
        BOOKTITLE = CVPR13,
        YEAR = "2013",
        PAGES = "1658-1665",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126827"}

@inproceedings{bb130673,
        AUTHOR = "Saito, M. and Okatani, T. and Deguchi, K.",
        TITLE = "Discrete MRF Inference of Marginal Densities for Non-uniformly
Discretized Variable Space",
        BOOKTITLE = CVPR13,
        YEAR = "2013",
        PAGES = "57-64",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126828"}

@inproceedings{bb130674,
        AUTHOR = "Nasihatkon, B. and Hartley, R.I.",
        TITLE = "Move-Based Algorithms for the Optimization of an Isotropic Gradient MRF
Model",
        BOOKTITLE = DICTA12,
        YEAR = "2012",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126829"}

@inproceedings{bb130675,
        AUTHOR = "Schelten, K. and Roth, S.",
        TITLE = "Mean Field for Continuous High-order MRFs",
        BOOKTITLE = DAGM12,
        YEAR = "2012",
        PAGES = "52-61",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126830"}

@inproceedings{bb130676,
        AUTHOR = "Saito, M. and Okatani, T. and Deguchi, K.",
        TITLE = "Application of the mean field methods to MRF optimization in computer
vision",
        BOOKTITLE = CVPR12,
        YEAR = "2012",
        PAGES = "1680-1687",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126831"}

@inproceedings{bb130677,
        AUTHOR = "Zheng, Y. and Chen, P. and Cao, J.Z.",
        TITLE = "MAP-MRF inference based on extended junction tree representation",
        BOOKTITLE = CVPR12,
        YEAR = "2012",
        PAGES = "1696-1703",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126832"}

@inproceedings{bb130678,
        AUTHOR = "Vineet, V. and Warrell, J. and Torr, P.H.S.",
        TITLE = "A tiered move-making algorithm for general pairwise MRFs",
        BOOKTITLE = CVPR12,
        YEAR = "2012",
        PAGES = "1632-1639",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126833"}

@inproceedings{bb130679,
        AUTHOR = "Kwon, D.J. and Lee, K.J. and Yun, I.D. and Lee, S.U.",
        TITLE = "Solving MRFs with Higher-Order Smoothness Priors Using Hierarchical
Gradient Nodes",
        BOOKTITLE = ACCV10,
        YEAR = "2010",
        PAGES = "I: 121-134",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126834"}

@inproceedings{bb130680,
        AUTHOR = "Gallagher, A.C. and Batra, D. and Parikh, D.",
        TITLE = "Inference for order reduction in Markov random fields",
        BOOKTITLE = CVPR11,
        YEAR = "2011",
        PAGES = "1857-1864",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126835"}

@inproceedings{bb130681,
        AUTHOR = "Batra, D. and Gallagher, A.C. and Parikh, D. and Chen, T.H.",
        TITLE = "Beyond trees: MRF inference via outer-planar decomposition",
        BOOKTITLE = CVPR10,
        YEAR = "2010",
        PAGES = "2496-2503",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126836"}

@inproceedings{bb130682,
        AUTHOR = "Zach, C. and Niethammer, M. and Frahm, J.M.",
        TITLE = "Continuous maximal flows and Wulff shapes: Application to MRFs",
        BOOKTITLE = CVPR09,
        YEAR = "2009",
        PAGES = "1911-1918",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126837"}

@inproceedings{bb130683,
        AUTHOR = "Ali, A.M. and Farag, A.A. and Gimel'farb, G.L.",
        TITLE = "Optimizing Binary MRFs with Higher Order Cliques",
        BOOKTITLE = ECCV08,
        YEAR = "2008",
        PAGES = "III: 98-111",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126838"}

@inproceedings{bb130684,
        AUTHOR = "Datta, R. and Hu, J.Y. and Ray, B.",
        TITLE = "On efficient Viterbi decoding for hidden semi-Markov models",
        BOOKTITLE = ICPR08,
        YEAR = "2008",
        PAGES = "1-4",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126839"}

@inproceedings{bb130685,
        AUTHOR = "Szummer, M. and Kohli, P. and Hoiem, D.",
        TITLE = "Learning CRFs Using Graph Cuts",
        BOOKTITLE = ECCV08,
        YEAR = "2008",
        PAGES = "II: 582-595",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126840"}

@inproceedings{bb130686,
        AUTHOR = "Tappen, M.F.",
        TITLE = "Utilizing Variational Optimization to Learn Markov Random Fields",
        BOOKTITLE = CVPR07,
        YEAR = "2007",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126841"}

@inproceedings{bb130687,
        AUTHOR = "Rother, C. and Kolmogorov, V. and Lempitsky, V. and Szummer, M.",
        TITLE = "Optimizing Binary MRFs via Extended Roof Duality",
        BOOKTITLE = CVPR07,
        YEAR = "2007",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126842"}

@inproceedings{bb130688,
        AUTHOR = "Tiwari, S. and Gallager, S.",
        TITLE = "Machine learning and multiscale methods in the identification of
bivalve larvae",
        BOOKTITLE = ICCV03,
        YEAR = "2003",
        PAGES = "494-500",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126843"}

@inproceedings{bb130689,
        AUTHOR = "Tiwari, S. and Gallager, S.",
        TITLE = "Optimizing multiscale texture invariants for the identification of
bivalve larvae",
        BOOKTITLE = ICIP03,
        YEAR = "2003",
        PAGES = "III: 1061-1064",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575mr1.html#TT126844"}

@article{bb130690,
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speech recognition",
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@inproceedings{bb130691,
        AUTHOR = "Rabiner, L.R.",
        TITLE = "A tutorial on Hidden Markov Models and selected applications in
speech recognition",
        BOOKTITLE = "Survey, HMM",
        YEAR = "1989",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575hmm2.html#TT126845"}

@article{bb130692,
        AUTHOR = "Zhao, Y.X. and Zhuang, X.H. and Atlas, L. and Anderson, L.",
        TITLE = "Parameter Estimation and Restoration of Noisy Images Using
Gibbs Distributions in Hidden Markov Models",
        JOURNAL = GMIP,
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        NUMBER = "3",
        MONTH = "May",
        PAGES = "187-197",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575hmm2.html#TT126846"}

@article{bb130693,
        AUTHOR = "Delignon, Y. and Marzouki, A. and Pieczynski, W.",
        TITLE = "Estimation of Generalized Mixtures and Its Application in
Image Segmentation",
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        PAGES = "1364-1375",
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@inproceedings{bb130694,
        AUTHOR = "Fjortoft, R. and Pieczynski, W. and Delignon, Y.",
        TITLE = "Generalised Mixture Estimation and Unsupervised Classification based on
Hidden Markov Chains and Hidden Markov Random Fields",
        BOOKTITLE = SCIA01,
        YEAR = "2001",
        PAGES = "O-Th3A",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575hmm2.html#TT126848"}

@article{bb130695,
        AUTHOR = "Forchhammer, S. and Rasmussen, T.S.",
        TITLE = "Adaptive Partially Hidden Markov Models with Application to Bilevel
Image Coding",
        JOURNAL = IP,
        VOLUME = "8",
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        NUMBER = "11",
        MONTH = "November",
        PAGES = "1516-1526",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575hmm2.html#TT126849"}

@article{bb130696,
        AUTHOR = "Pieczynski, W. and Bouvrais, J. and Michel, C.",
        TITLE = "Estimation of Generalized Mixture in the Case of Correlated Sensors",
        JOURNAL = IP,
        VOLUME = "9",
        YEAR = "2000",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "308-312",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575hmm2.html#TT126850"}

@article{bb130697,
        AUTHOR = "Li, X.L. and Parizeau, M. and Plamondon, R.",
        TITLE = "Training Hidden Markov Models with Multiple Observations:
A Combinatorial Method",
        JOURNAL = PAMI,
        VOLUME = "22",
        YEAR = "2000",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "371-377",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575hmm2.html#TT126851"}

@article{bb130698,
        AUTHOR = "Kwong, S. and Chau, C.W. and Man, K.F. and Tang, K.S.",
        TITLE = "Optimisation of HMM topology and its model parameters by genetic
algorithms",
        JOURNAL = PR,
        VOLUME = "34",
        YEAR = "2001",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "509-522",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575hmm2.html#TT126852"}

@article{bb130699,
        AUTHOR = "Inoue, M. and Ueda, N.",
        TITLE = "Exploitation of unlabeled sequences in hidden Markov models",
        JOURNAL = PAMI,
        VOLUME = "25",
        YEAR = "2003",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "1570-1581",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match575hmm2.html#TT126853"}

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