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        TITLE = "Superpixels: An evaluation of the state-of-the-art",
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        TITLE = "Differential Evolutionary Superpixel Segmentation",
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@inproceedings{bb69011,
        AUTHOR = "Liu, Y.J. and Yu, C.C. and Yu, M.J. and He, Y.",
        TITLE = "Manifold SLIC: A Fast Method to Compute Content-Sensitive Superpixels",
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@article{bb69012,
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        TITLE = "Bottom-Up Merging Segmentation for Color Images With Complex Areas",
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        JOURNAL = RealTimeIP,
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@article{bb69014,
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        TITLE = "Globally Measuring the Similarity of Superpixels by Binary Edge Maps
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        AUTHOR = "Xiao, X. and Zhou, Y. and Gong, Y.J.",
        TITLE = "Content-Adaptive Superpixel Segmentation",
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@article{bb69016,
        AUTHOR = "Xu, L. and Luo, B. and Pei, Z.",
        TITLE = "Weak Boundary Preserved Superpixel Segmentation Based on Directed
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        AUTHOR = "Ibrahim, A. and Tharwat, A. and Gaber, T. and Hassanien, A.E.",
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@article{bb69020,
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@inproceedings{bb69021,
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@article{bb69022,
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@article{bb69031,
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@article{bb69032,
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@article{bb69033,
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@article{bb69034,
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@article{bb69041,
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@article{bb69046,
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@article{bb69055,
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        TITLE = "Adaptive Statistical Superpixel Merging With Edge Penalty for PolSAR
Image Segmentation",
        JOURNAL = GeoRS,
        VOLUME = "58",
        YEAR = "2020",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "2412-2429",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66761"}

@article{bb69056,
        AUTHOR = "Xiang, D.L. and Zhang, F. and Zhang, W. and Tang, T. and Guan, D.D. and Zhang, L. and Su, Y.",
        TITLE = "Fast Pixel-Superpixel Region Merging for SAR Image Segmentation",
        JOURNAL = GeoRS,
        VOLUME = "59",
        YEAR = "2021",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "9319-9335",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66762"}

@article{bb69057,
        AUTHOR = "Kurlin, V. and Muszynski, G.",
        TITLE = "Persistence-based resolution-independent meshes of superpixels",
        JOURNAL = PRL,
        VOLUME = "131",
        YEAR = "2020",
        PAGES = "300-306",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66763"}

@article{bb69058,
        AUTHOR = "Leon Lopez, K.M. and Fuentes, H.A.",
        TITLE = "Online Tensor Sparsifying Transform Based on Temporal Superpixels
From Compressive Spectral Video Measurements",
        JOURNAL = IP,
        VOLUME = "29",
        YEAR = "2020",
        PAGES = "5953-5963",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66764"}

@article{bb69059,
        AUTHOR = "Liu, L. and Wang, Y. and Peng, J. and Zhang, L. and Zhang, B. and Cao, Y.",
        TITLE = "Latent Relationship Guided Stacked Sparse Autoencoder for
Hyperspectral Imagery Classification",
        JOURNAL = GeoRS,
        VOLUME = "58",
        YEAR = "2020",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "3711-3725",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66765"}

@article{bb69060,
        AUTHOR = "Zhao, Y.F. and Su, F.Z. and Yan, F.Q.",
        TITLE = "Novel Semi-Supervised Hyperspectral Image Classification Based on a
Superpixel Graph and Discrete Potential Method",
        JOURNAL = RS,
        VOLUME = "12",
        YEAR = "2020",
        NUMBER = "9",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66766"}

@article{bb69061,
        AUTHOR = "Zhang, J.M. and Wang, P.Y. and Gong, F.Y. and Zhu, H.Q. and Chen, N.",
        TITLE = "Content-Based Superpixel Segmentation and Matching Using Its Region
Feature Descriptors",
        JOURNAL = IEICE,
        VOLUME = "E103-D",
        YEAR = "2020",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "1888-1900",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66767"}

@article{bb69062,
        AUTHOR = "Wang, Y.F. and Ding, W.R. and Zhang, B.C. and Li, H.G. and Liu, S.",
        TITLE = "Superpixel Labeling Priors and MRF for Aerial Video Segmentation",
        JOURNAL = CirSysVideo,
        VOLUME = "30",
        YEAR = "2020",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "2590-2603",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66768"}

@article{bb69063,
        AUTHOR = "Condori, M.A.T. and Cappabianco, F.A.M. and Falcao, A.X. and Miranda, P.A.V.",
        TITLE = "An extension of the differential image foresting transform and its
application to superpixel generation",
        JOURNAL = JVCIR,
        VOLUME = "71",
        YEAR = "2020",
        PAGES = "102748",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66769"}

@article{bb69064,
        AUTHOR = "Wu, C. and Zhang, L. and Zhang, H.W. and Yan, H.",
        TITLE = "Superpixel Based Hierarchical Segmentation for Color Image",
        JOURNAL = IEICE,
        VOLUME = "E103-D",
        YEAR = "2020",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "2246-2249",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66770"}

@article{bb69065,
        AUTHOR = "Wang, K. and Li, L. and Zhang, J.W.",
        TITLE = "End-to-end trainable network for superpixel and image segmentation",
        JOURNAL = PRL,
        VOLUME = "140",
        YEAR = "2020",
        PAGES = "135-142",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66771"}

@article{bb69066,
        AUTHOR = "Wang, G. and Chen, Y.G. and Gao, M. and Yang, S.C. and Feng, F.Q. and de Baets, B.",
        TITLE = "Boundary detection using unbiased sparseness-constrained
colour-opponent response and superpixel contrast",
        JOURNAL = IET-IPR,
        VOLUME = "14",
        YEAR = "2020",
        NUMBER = "13",
        MONTH = "November",
        PAGES = "2976-2986",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66772"}

@article{bb69067,
        AUTHOR = "Ma, D. and Zhou, Y. and Xin, S. and Wang, W.",
        TITLE = "Convex and Compact Superpixels by Edge- Constrained Centroidal Power
Diagram",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "1825-1839",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66773"}

@article{bb69068,
        AUTHOR = "Zhang, J.C. and Aviles Rivero, A.I. and Heydecker, D. and Zhuang, X.S. and Chan, R. and Schonlieb, C.B.",
        TITLE = "Dynamic spectral residual superpixels",
        JOURNAL = PR,
        VOLUME = "112",
        YEAR = "2021",
        PAGES = "107705",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66774"}

@inproceedings{bb69069,
        AUTHOR = "Peng, H.K. and Aviles Rivero, A.I. and Schonlieb, C.B.",
        TITLE = "HERS Superpixels: Deep Affinity Learning for Hierarchical Entropy
Rate Segmentation",
        BOOKTITLE = WACV22,
        YEAR = "2022",
        PAGES = "72-81",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66775"}

@article{bb69070,
        AUTHOR = "Ji, S. and Zhu, H.Q. and Wang, P.Y. and Ling, X.F.",
        TITLE = "Image clustering algorithm using superpixel segmentation and
non-symmetric Gaussian-Cauchy mixture model",
        JOURNAL = IET-IPR,
        VOLUME = "14",
        YEAR = "2020",
        NUMBER = "16",
        MONTH = "December",
        PAGES = "4132-4143",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66776"}

@article{bb69071,
        AUTHOR = "Liu, C.X. and Pang, M.Y. and Zhao, R.B.",
        TITLE = "Novel superpixel-based algorithm for segmenting lung images via
convolutional neural network and random forest",
        JOURNAL = IET-IPR,
        VOLUME = "14",
        YEAR = "2020",
        NUMBER = "16",
        MONTH = "December",
        PAGES = "4340-4348",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66777"}

@article{bb69072,
        AUTHOR = "Li, C. and Guo, B.L. and Liao, N.N. and Gong, J.L. and Han, X.D. and Hou, S.W. and Chen, Z.J. and He, W.P.",
        TITLE = "CONIC: Contour Optimized Non-Iterative Clustering Superpixel
Segmentation",
        JOURNAL = RS,
        VOLUME = "13",
        YEAR = "2021",
        NUMBER = "6",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66778"}

@article{bb69073,
        AUTHOR = "Zhang, Y.X. and Guo, Q. and Zhang, Y.S. and Zhang, C.M.",
        TITLE = "Fast and robust superpixel generation method",
        JOURNAL = IET-IPR,
        VOLUME = "14",
        YEAR = "2020",
        NUMBER = "17",
        MONTH = "December",
        PAGES = "4543-4553",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66779"}

@article{bb69074,
        AUTHOR = "Song, R. and Sun, W.W. and Du, Q.",
        TITLE = "Multiscale Context-Aware Ensemble Deep KELM for Efficient
Hyperspectral Image Classification",
        JOURNAL = GeoRS,
        VOLUME = "59",
        YEAR = "2021",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "5114-5130",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66780"}

@article{bb69075,
        AUTHOR = "Mukherjee, A. and Sarkar, S. and Saha, S.K.",
        TITLE = "Segmentation of natural images based on super pixel and graph merging",
        JOURNAL = IET-CV,
        VOLUME = "15",
        YEAR = "2021",
        NUMBER = "1",
        PAGES = "1-11",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66781"}

@article{bb69076,
        AUTHOR = "Wilms, C. and Frintrop, S.",
        TITLE = "DeepFH segmentations for superpixel-based object proposal refinement",
        JOURNAL = IVC,
        VOLUME = "114",
        YEAR = "2021",
        PAGES = "104263",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66782"}

@inproceedings{bb69077,
        AUTHOR = "Wilms, C. and Frintrop, S.",
        TITLE = "Superpixel-based Refinement for Object Proposal Generation",
        BOOKTITLE = ICPR21,
        YEAR = "2021",
        PAGES = "4965-4972",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66783"}

@inproceedings{bb69078,
        AUTHOR = "Schacht, B. and Greving, I. and Frintrop, S. and Zeller Plumhoff, B. and Wilms, C.",
        TITLE = "Contextloss: Context Information for Topology-Preserving Segmentation",
        BOOKTITLE = ICIP25,
        YEAR = "2025",
        PAGES = "1882-1887",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66784"}

@article{bb69079,
        AUTHOR = "Yuan, Y. and Zhang, W. and Yu, H. and Zhu, Z.L.",
        TITLE = "Superpixels With Content-Adaptive Criteria",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "7702-7716",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66785"}

@article{bb69080,
        AUTHOR = "Li, D. and Kong, F.Q. and Liu, J.H. and Wang, Q.",
        TITLE = "Superpixel-Based Multiple Statistical Feature Extraction Method for
Classification of Hyperspectral Images",
        JOURNAL = GeoRS,
        VOLUME = "59",
        YEAR = "2021",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "8738-8753",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66786"}

@article{bb69081,
        AUTHOR = "Chuchvara, A. and Gotchev, A.",
        TITLE = "Efficient Image-Warping Framework for Content-Adaptive Superpixels
Generation",
        JOURNAL = SPLetters,
        VOLUME = "28",
        YEAR = "2021",
        PAGES = "1948-1952",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66787"}

@article{bb69082,
        AUTHOR = "Yin, J.J. and Wang, T. and Du, Y.L. and Liu, X. and Zhou, L.J. and Yang, J.",
        TITLE = "SLIC Superpixel Segmentation for Polarimetric SAR Images",
        JOURNAL = GeoRS,
        VOLUME = "60",
        YEAR = "2022",
        PAGES = "1-17",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66788"}

@article{bb69083,
        AUTHOR = "Wang, N.N. and Zhang, Y.X.",
        TITLE = "Adaptive and fast image superpixel segmentation approach",
        JOURNAL = IVC,
        VOLUME = "116",
        YEAR = "2021",
        PAGES = "104315",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66789"}

@article{bb69084,
        AUTHOR = "Zhao, C.H. and Qin, B. and Feng, S. and Zhu, W.X.",
        TITLE = "Multiple Superpixel Graphs Learning Based on Adaptive Multiscale
Segmentation for Hyperspectral Image Classification",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "3",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66790"}

@article{bb69085,
        AUTHOR = "Zhao, C.H. and Qin, B. and Feng, S. and Zhu, W.X. and Sun, W.W. and Li, W. and Jia, X.P.",
        TITLE = "Hyperspectral Image Classification with Multi-Attention Transformer
and Adaptive Superpixel Segmentation-Based Active Learning",
        JOURNAL = IP,
        VOLUME = "32",
        YEAR = "2023",
        PAGES = "3606-3621",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66791"}

@article{bb69086,
        AUTHOR = "Liu, J.F. and Wang, Q.S. and Cheng, J.D. and Xiang, D.L. and Jing, W.B.",
        TITLE = "Multitask Learning-Based for SAR Image Superpixel Generation",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "4",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66792"}

@article{bb69087,
        AUTHOR = "Li, N. and Xiang, D.L. and Sun, X.K. and Hu, C.B. and Su, Y.",
        TITLE = "Multiscale Adaptive PolSAR Image Superpixel Generation Based on Local
Iterative Clustering and Polarimetric Scattering Features",
        JOURNAL = PandRS,
        VOLUME = "220",
        YEAR = "2025",
        PAGES = "307-322",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66793"}

@article{bb69088,
        AUTHOR = "Yi, S. and Ma, H.M. and Wang, X. and Hu, T.Y. and Li, X. and Wang, Y.",
        TITLE = "Weakly-supervised semantic segmentation with superpixel guided local
and global consistency",
        JOURNAL = PR,
        VOLUME = "124",
        YEAR = "2022",
        PAGES = "108504",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66794"}

@article{bb69089,
        AUTHOR = "Yang, X. and Chen, Z.C. and Zhang, B. and Li, B.P. and Bai, Y.Q. and Chen, P.",
        TITLE = "A Block Shuffle Network with Superpixel Optimization for Landsat
Image Semantic Segmentation",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "6",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66795"}

@article{bb69090,
        AUTHOR = "Liu, T. and Dai, F. and Guo, W. and Zhao, F.Q. and Wang, J.F. and Wang, X.X.",
        TITLE = "Superpixel segmentation algorithm based on local network modularity
increment",
        JOURNAL = IET-IPR,
        VOLUME = "16",
        YEAR = "2022",
        NUMBER = "7",
        PAGES = "1822-1830",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66796"}

@article{bb69091,
        AUTHOR = "Mu, C.H. and Dong, Z.D. and Liu, Y.",
        TITLE = "A Two-Branch Convolutional Neural Network Based on Multi-Spectral
Entropy Rate Superpixel Segmentation for Hyperspectral Image
Classification",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "7",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66797"}

@article{bb69092,
        AUTHOR = "Gay, R. and Lecoutre, J. and Menouret, N. and Morillon, A. and Monasse, P.",
        TITLE = "Bilateral K-Means for Superpixel Computation (the SLIC Method)",
        JOURNAL = IPOL,
        VOLUME = "12",
        YEAR = "2022",
        PAGES = "72-91",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66798"}

@article{bb69093,
        AUTHOR = "Yan, T.M. and Huang, X.L. and Zhao, Q.F.",
        TITLE = "Hierarchical Superpixel Segmentation by Parallel CRTrees Labeling",
        JOURNAL = IP,
        VOLUME = "31",
        YEAR = "2022",
        PAGES = "4719-4732",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66799"}

@article{bb69094,
        AUTHOR = "Ouyang, C. and Biffi, C. and Chen, C. and Kart, T. and Qiu, H.Q. and Rueckert, D.",
        TITLE = "Self-Supervised Learning for Few-Shot Medical Image Segmentation",
        JOURNAL = MedImg,
        VOLUME = "41",
        YEAR = "2022",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "1837-1848",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66800"}

@inproceedings{bb69095,
        AUTHOR = "Ouyang, C. and Biffi, C. and Chen, C. and Kart, T. and Qiu, H.Q. and Rueckert, D.",
        TITLE = "Self-supervision with Superpixels: Training Few-shot Medical Image
Segmentation Without Annotation",
        BOOKTITLE = ECCV20,
        YEAR = "2020",
        PAGES = "XXIX: 762-780",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66801"}

@article{bb69096,
        AUTHOR = "Pan, X. and Zhou, Y.F. and Zhang, Y.F. and Zhang, C.M.",
        TITLE = "Fast Generation of Superpixels With Lattice Topology",
        JOURNAL = IP,
        VOLUME = "31",
        YEAR = "2022",
        PAGES = "4828-4841",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66802"}

@article{bb69097,
        AUTHOR = "Liao, N.N. and Guo, B. and Li, C. and Liu, H. and Zhang, C.Y.",
        TITLE = "BACA: Superpixel Segmentation with Boundary Awareness and Content
Adaptation",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "18",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66803"}

@article{bb69098,
        AUTHOR = "Deng, J.H. and Chen, H.M. and Yuan, Z.M. and Gu, G.S. and Xu, S. and Weng, S.W. and Wang, H.",
        TITLE = "An enhanced image quality assessment by synergizing superpixels and
visual saliency",
        JOURNAL = JVCIR,
        VOLUME = "88",
        YEAR = "2022",
        PAGES = "103610",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66804"}

@article{bb69099,
        AUTHOR = "Deng, J. and Wang, W. and Quan, S.N. and Zhan, R.H. and Zhang, J.",
        TITLE = "Hierarchical Superpixel Segmentation for PolSAR Images Based on the
Boruvka Algorithm",
        JOURNAL = RS,
        VOLUME = "14",
        YEAR = "2022",
        NUMBER = "19",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/segment346sp1.html#TT66805"}

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