@inproceedings{bb5900,
        AUTHOR = "Hu, M.Y. and Han, H. and Shan, S.G. and Chen, X.L.",
        TITLE = "Weakly Supervised Image Classification Through Noise Regularization",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "11509-11517",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4545"}

@inproceedings{bb5901,
        AUTHOR = "Vogt, T. and Lellmann, J.",
        TITLE = "Functional Liftings of Vectorial Variational Problems with Laplacian
Regularization",
        BOOKTITLE = SSVM19,
        YEAR = "2019",
        PAGES = "559-571",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4546"}

@inproceedings{bb5902,
        AUTHOR = "Kim, K.I. and Park, J. and Tompkin, J.",
        TITLE = "High-Order Tensor Regularization with Application to Attribute
Ranking",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
        PAGES = "4349-4357",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4547"}

@inproceedings{bb5903,
        AUTHOR = "Aisheh, Z.A. and Bougleux, S. and Lezoray, O.",
        TITLE = "p-Laplacian Regularization of Signals on Directed Graphs",
        BOOKTITLE = ISVC18,
        YEAR = "2018",
        PAGES = "650-661",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4548"}

@inproceedings{bb5904,
        AUTHOR = "Wang, D. and Wang, B. and Yao, H.X. and Liu, H. and Tombari, F.",
        TITLE = "Local Image Descriptors with Statistical Losses",
        BOOKTITLE = ICIP18,
        YEAR = "2018",
        PAGES = "1208-1212",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4549"}

@inproceedings{bb5905,
        AUTHOR = "Xue, F. and Pan, H. and Liu, X. and Liu, H. and Liu, J.",
        TITLE = "Optimization of regularization parameter for sparse reconstruction
based on predictive risk estimate",
        BOOKTITLE = ICIP17,
        YEAR = "2017",
        PAGES = "1442-1446",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4550"}

@inproceedings{bb5906,
        AUTHOR = "Kouw, W.M. and Loog, M.",
        TITLE = "On regularization parameter estimation under covariate shift",
        BOOKTITLE = ICPR16,
        YEAR = "2016",
        PAGES = "426-431",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4551"}

@inproceedings{bb5907,
        AUTHOR = "Paget, M. and Tarel, J.P. and Caraffa, L.",
        TITLE = "Extending alpha-expansion to a larger set of regularization
functions",
        BOOKTITLE = ICIP15,
        YEAR = "2015",
        PAGES = "1051-1055",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4552"}

@inproceedings{bb5908,
        AUTHOR = "Kim, K.I. and Tompkin, J. and Pfister, H. and Theobalt, C.",
        TITLE = "Local high-order regularization on data manifolds",
        BOOKTITLE = CVPR15,
        YEAR = "2015",
        PAGES = "5473-5481",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4553"}

@inproceedings{bb5909,
        AUTHOR = "Gurram, P. and Rao, R.",
        TITLE = "Entropy metric regularization for computational imaging with sensor
arrays",
        BOOKTITLE = AIPR14,
        YEAR = "2014",
        PAGES = "1-8",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4554"}

@inproceedings{bb5910,
        AUTHOR = "Sun, B.L. and Tang, M. and Li, G.H.",
        TITLE = "Sparse Online Co-regularization Using Conjugate Functions",
        BOOKTITLE = ICPR14,
        YEAR = "2014",
        PAGES = "3666-3671",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4555"}

@inproceedings{bb5911,
        AUTHOR = "Gogna, A. and Shukla, A. and Majumdar, A.",
        TITLE = "Matrix Recovery Using Split Bregman",
        BOOKTITLE = ICPR14,
        YEAR = "2014",
        PAGES = "1031-1036",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4556"}

@inproceedings{bb5912,
        AUTHOR = "Gong, Y.H. and Sbalzarini, I.F.",
        TITLE = "Local weighted Gaussian curvature for image processing",
        BOOKTITLE = ICIP13,
        YEAR = "2013",
        PAGES = "534-538",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4557"}

@inproceedings{bb5913,
        AUTHOR = "Gilboa, G.",
        TITLE = "Expert Regularizers for Task Specific Processing",
        BOOKTITLE = SSVM13,
        YEAR = "2013",
        PAGES = "24-35",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4558"}

@inproceedings{bb5914,
        AUTHOR = "Gui, J. and Sun, Z.A. and Tan, T.N.",
        TITLE = "Regularization parameter estimation for spectral regression
discriminant analysis based on perturbation theory",
        BOOKTITLE = ICPR12,
        YEAR = "2012",
        PAGES = "401-404",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4559"}

@inproceedings{bb5915,
        AUTHOR = "Pan, B.B. and Lai, J.H. and Shen, L.X.",
        TITLE = "Learning kernels from labels with ideal regularization",
        BOOKTITLE = ICPR12,
        YEAR = "2012",
        PAGES = "505-508",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4560"}

@inproceedings{bb5916,
        AUTHOR = "Deledalle, C.A. and Vaiter, S. and Peyre, G. and Fadili, J. and Dossal, C.",
        TITLE = "Unbiased risk estimation for sparse analysis regularization",
        BOOKTITLE = ICIP12,
        YEAR = "2012",
        PAGES = "3053-3056",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4561"}

@inproceedings{bb5917,
        AUTHOR = "Rosman, G. and Wang, Y. and Tai, X.C. and Kimmel, R. and Bruckstein, A.M.",
        TITLE = "Fast Regularization of Matrix-Valued Images",
        BOOKTITLE = ECCV12,
        YEAR = "2012",
        PAGES = "III: 173-186",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4562"}

@inproceedings{bb5918,
        AUTHOR = "Bruckstein, A.M. and Kimmel, R. and Tai, X.C. and Wang, Y. and Rosman, G.",
        TITLE = "Fast Regularization of Matrix-Valued Images",
        BOOKTITLE = Optimization11,
        YEAR = "2011",
        PAGES = "19-43",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4562"}

@inproceedings{bb5919,
        AUTHOR = "Rabin, J. and Peyre, G. and Delon, J. and Bernot, M.",
        TITLE = "Wasserstein Barycenter and Its Application to Texture Mixing",
        BOOKTITLE = SSVM11,
        YEAR = "2011",
        PAGES = "435-446",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4563"}

@inproceedings{bb5920,
        AUTHOR = "Rabin, J. and Peyre, G.",
        TITLE = "Wasserstein regularization of imaging problem",
        BOOKTITLE = ICIP11,
        YEAR = "2011",
        PAGES = "1541-1544",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4564"}

@inproceedings{bb5921,
        AUTHOR = "Florack, L.M.J.",
        TITLE = "Regularization of Positive Definite Matrix Fields Based on
Multiplicative Calculus",
        BOOKTITLE = SSVM11,
        YEAR = "2011",
        PAGES = "786-796",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4565"}

@inproceedings{bb5922,
        AUTHOR = "Sastry, C.S.",
        TITLE = "Regularization of Incompletely, Irregularly and Randomly Sampled Data",
        BOOKTITLE = ICCVGIP08,
        YEAR = "2008",
        PAGES = "158-162",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4566"}

@inproceedings{bb5923,
        AUTHOR = "Lin, Y.Z. and Wohlberg, B.",
        TITLE = "Application of the UPRE Method to Optimal Parameter Selection for Large
Scale Regularization Problems",
        BOOKTITLE = Southwest08,
        YEAR = "2008",
        PAGES = "89-92",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4567"}

@inproceedings{bb5924,
        AUTHOR = "Chartrand, R.",
        TITLE = "Nonconvex Regularization for Shape Preservation",
        BOOKTITLE = ICIP07,
        YEAR = "2007",
        PAGES = "I: 293-296",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4568"}

@inproceedings{bb5925,
        AUTHOR = "Chang, H.H. and Moura, J.M.F.",
        TITLE = "Classification by Cheeger Constant Regularization",
        BOOKTITLE = ICIP07,
        YEAR = "2007",
        PAGES = "II: 209-212",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4569"}

@inproceedings{bb5926,
        AUTHOR = "Lin, Z. and Islam, M.S.",
        TITLE = "An Adaptive Edge-Preserving Variational Framework for Color Image
Regularization",
        BOOKTITLE = ICIP05,
        YEAR = "2005",
        PAGES = "I: 101-104",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4570"}

@inproceedings{bb5927,
        AUTHOR = "Chan, R.H. and Ho, C.W. and Leung, C.Y. and Nikolova, M.",
        TITLE = "Minimization of Detail-preserving Regularization Functional by Newton's
Method with Continuation",
        BOOKTITLE = ICIP05,
        YEAR = "2005",
        PAGES = "I: 125-128",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4571"}

@inproceedings{bb5928,
        AUTHOR = "Zhou, D.Y. and Scholkopf, B.",
        TITLE = "Regularization on Discrete Spaces",
        BOOKTITLE = DAGM05,
        YEAR = "2005",
        PAGES = "361",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4572"}

@inproceedings{bb5929,
        AUTHOR = "Florack, L.M.J.",
        TITLE = "Codomain scale space and regularization for high angular resolution
diffusion imaging",
        BOOKTITLE = Tensor08,
        YEAR = "2008",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4573"}

@inproceedings{bb5930,
        AUTHOR = "Florack, L.M.J. and Duits, R. and Bierkens, J.",
        TITLE = "Tikhonov regularization versus scale space: A new result",
        BOOKTITLE = ICIP04,
        YEAR = "2004",
        PAGES = "I: 271-274",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4574"}

@inproceedings{bb5931,
        AUTHOR = "Yang, C.J. and Duraiswami, R. and Davis, L.S.",
        TITLE = "Near-optimal regularization parameters for applications in computer
vision",
        BOOKTITLE = ICPR02,
        YEAR = "2002",
        PAGES = "II: 569-573",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4575"}

@inproceedings{bb5932,
        AUTHOR = "Nikolova, M. and Ng, M.",
        TITLE = "Comparison of the main forms of half-quadratic regularization",
        BOOKTITLE = ICIP02,
        YEAR = "2002",
        PAGES = "I: 349-352",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4576"}

@inproceedings{bb5933,
        AUTHOR = "Yang, Z.Y. and Ma, S.D.",
        TITLE = "Beyond standard regularization theory",
        BOOKTITLE = CAIP97,
        YEAR = "1997",
        PAGES = "289-296",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4577"}

@inproceedings{bb5934,
        AUTHOR = "Froehlinghaus, T. and Buhmann, J.",
        TITLE = "Regularizing Phase Based Stereo",
        BOOKTITLE = ICPR96,
        YEAR = "1996",
        PAGES = "I: 451-455",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4578"}

@inproceedings{bb5935,
        AUTHOR = "Gunsel, B. and Guzelis, C.",
        TITLE = "Supervised learning of smoothing parameters in image restoration by
regularization under cellular neural networks framework",
        BOOKTITLE = ICIP95,
        YEAR = "1995",
        PAGES = "I: 470-473",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4579"}

@inproceedings{bb5936,
        AUTHOR = "Howard, C.G. and Bock, P.",
        TITLE = "Using a hierarchical approach to avoid over-fitting in early vision",
        BOOKTITLE = ICPR94,
        YEAR = "1994",
        PAGES = "A:826-829",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4580"}

@inproceedings{bb5937,
        AUTHOR = "Szeliski, R.S.",
        TITLE = "Regularization Uses Fractal Priors",
        BOOKTITLE = AAAI-87,
        YEAR = "1987",
        PAGES = "749-754",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4581"}

@inproceedings{bb5938,
        AUTHOR = "Hummel, R. and Moniot, R.",
        TITLE = "Solving Ill-Conditioned Problems by Minimizing Equation Error",
        BOOKTITLE = ICCV87,
        YEAR = "1987",
        PAGES = "527-533",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute42.html#TT4582"}

@article{bb5939,
        AUTHOR = "Taratorin, A.M. and Sideman, S.",
        TITLE = "Constrained Regularized Image Restoration Using Projection on a
Set of Regularized Solutions",
        JOURNAL = TSP,
        VOLUME = "44",
        YEAR = "1996",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "1547-1548",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4583"}

@article{bb5940,
        AUTHOR = "Geman, D. and Yang, C.D.",
        TITLE = "Nonlinear image recovery with half-quadratic regularization",
        JOURNAL = IP,
        VOLUME = "4",
        YEAR = "1995",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "932-946",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4584"}

@article{bb5941,
        AUTHOR = "Zhu, D. and Razaz, M. and Fisher, M.",
        TITLE = "An adaptive algorithm for image restoration using combined penalty
functions",
        JOURNAL = PRL,
        VOLUME = "27",
        YEAR = "2006",
        NUMBER = "12",
        MONTH = "September",
        PAGES = "1336-1341",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4585"}

@inproceedings{bb5942,
        AUTHOR = "Zhu, D. and Razaz, M. and Lee, R.",
        TITLE = "A robust regularised restoration algorithm based on Topkis-Veinott
optimisation method",
        BOOKTITLE = ICPR04,
        YEAR = "2004",
        PAGES = "IV: 705-708",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4586"}

@inproceedings{bb5943,
        AUTHOR = "Zhu, D. and Razaz, M. and Lee, R.",
        TITLE = "A Landweber Algorithm for 3D Confocal Microscopy Restoration",
        BOOKTITLE = ICPR04,
        YEAR = "2004",
        PAGES = "I: 552-555",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4587"}

@article{bb5944,
        AUTHOR = "Pan, P. and Schonfeld, D.",
        TITLE = "Image Reconstruction and Multidimensional Field Estimation From
Randomly Scattered Sensors",
        JOURNAL = IP,
        VOLUME = "17",
        YEAR = "2008",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "94-99",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4588"}

@article{bb5945,
        AUTHOR = "Sha, L. and Schonfeld, D. and Wang, J.",
        TITLE = "Graph Laplacian Regularization With Sparse Coding for Image
Restoration and Representation",
        JOURNAL = CirSysVideo,
        VOLUME = "30",
        YEAR = "2020",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "2000-2014",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4589"}

@article{bb5946,
        AUTHOR = "Bao, P. and Hong, S.W.",
        TITLE = "Image Restoration Based on Generalized Finite Automata Encoded Edge
Preserving Regularization",
        JOURNAL = IJIG,
        VOLUME = "2",
        YEAR = "2002",
        NUMBER = "3",
        MONTH = "July",
        PAGES = "425-439",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4590"}

@article{bb5947,
        AUTHOR = "Pan, M.C.",
        TITLE = "Image restoration through regularization based on error energy
minimization",
        JOURNAL = IJIST,
        VOLUME = "20",
        YEAR = "2010",
        NUMBER = "4",
        MONTH = "December",
        PAGES = "308-315",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4591"}

@article{bb5948,
        AUTHOR = "Bredies, K. and Kunisch, K. and Pock, T.",
        TITLE = "Total Generalized Variation",
        JOURNAL = SIIMS,
        VOLUME = "3",
        YEAR = "2010",
        NUMBER = "3",
        PAGES = "492-526",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4592"}

@article{bb5949,
        AUTHOR = "Kunisch, K. and Pock, T.",
        TITLE = "A Bilevel Optimization Approach for Parameter Learning in Variational
Models",
        JOURNAL = SIIMS,
        VOLUME = "6",
        YEAR = "2013",
        NUMBER = "2",
        PAGES = "938-983",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4593"}

@article{bb5950,
        AUTHOR = "Allard, W.K.",
        TITLE = "Total Variation Regularization For Image Denoising, III. Examples.",
        JOURNAL = SIIMS,
        VOLUME = "2",
        YEAR = "2009",
        NUMBER = "2",
        PAGES = "532-568",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4594"}

@article{bb5951,
        AUTHOR = "Lu, C.W.",
        TITLE = "Image restoration and decomposition using nonconvex non-smooth
regularisation and negative Hilbert-Sobolev norm",
        JOURNAL = IET-IPR,
        VOLUME = "6",
        YEAR = "2012",
        NUMBER = "6",
        PAGES = "706-716",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4595"}

@article{bb5952,
        AUTHOR = "Chen, X.J. and Ng, M.K. and Zhang, C.",
        TITLE = "Non-Lipschitz L_p-Regularization and Box Constrained Model for Image
Restoration",
        JOURNAL = IP,
        VOLUME = "21",
        YEAR = "2012",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "4709-4721",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4596"}

@article{bb5953,
        AUTHOR = "Deng, L.J. and Huang, T.Z. and Zhao, X.L. and Zhao, L. and Wang, S.",
        TITLE = "Signal restoration combining Tikhonov regularization and multilevel
method with thresholding strategy",
        JOURNAL = JOSA-A,
        VOLUME = "30",
        YEAR = "2013",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "948-955",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4597"}

@article{bb5954,
        AUTHOR = "Lanza, A. and Morigi, S. and Sgallari, F.",
        TITLE = "Convex Image Denoising via Non-convex Regularization with Parameter
Selection",
        JOURNAL = JMIV,
        VOLUME = "56",
        YEAR = "2016",
        NUMBER = "2",
        MONTH = "October",
        PAGES = "195-220",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4598"}

@inproceedings{bb5955,
        AUTHOR = "Lanza, A. and Morigi, S. and Sgallari, F.",
        TITLE = "Convex Image Denoising via Non-Convex Regularization",
        BOOKTITLE = SSVM15,
        YEAR = "2015",
        PAGES = "666-677",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4599"}

@article{bb5956,
        AUTHOR = "Selesnick, I. and Lanza, A. and Morigi, S. and Sgallari, F.",
        TITLE = "Non-convex Total Variation Regularization for Convex Denoising of
Signals",
        JOURNAL = JMIV,
        VOLUME = "62",
        YEAR = "2020",
        NUMBER = "6-7",
        MONTH = "July",
        PAGES = "825-841",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4600"}

@inproceedings{bb5957,
        AUTHOR = "Lanza, A. and Sciacchitano, F. and Morigi, S. and Sgallari, F.",
        TITLE = "A Unified Framework for the Restoration of Images Corrupted by Additive
White Noise",
        BOOKTITLE = SSVM17,
        YEAR = "2017",
        PAGES = "498-510",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4601"}

@article{bb5958,
        AUTHOR = "Liu, X.M. and Zhai, D.M. and Zhao, D.B. and Zhai, G.T. and Gao, W.",
        TITLE = "Progressive Image Denoising Through Hybrid Graph Laplacian
Regularization: A Unified Framework",
        JOURNAL = IP,
        VOLUME = "23",
        YEAR = "2014",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "1491-1503",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4602"}

@article{bb5959,
        AUTHOR = "Jalab, H.A. and Ibrahim, R.W.",
        TITLE = "Fractional Conway Polynomials for Image Denoising with Regularized
Fractional Power Parameters",
        JOURNAL = JMIV,
        VOLUME = "51",
        YEAR = "2015",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "442-450",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4603"}

@article{bb5960,
        AUTHOR = "Gavaskar, R.G. and Athalye, C.D. and Chaudhury, K.N.",
        TITLE = "On Plug-and-Play Regularization Using Linear Denoisers",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "4802-4813",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4604"}

@article{bb5961,
        AUTHOR = "Nair, P. and Chaudhury, K.N.",
        TITLE = "Plug-and-Play Regularization Using Linear Solvers",
        JOURNAL = IP,
        VOLUME = "31",
        YEAR = "2022",
        PAGES = "6344-6355",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4605"}

@article{bb5962,
        AUTHOR = "Cohen, R. and Elad, M. and Milanfar, P.",
        TITLE = "Regularization by Denoising via Fixed-Point Projection (RED-PRO)",
        JOURNAL = SIIMS,
        VOLUME = "14",
        YEAR = "2021",
        NUMBER = "3",
        PAGES = "1374-1406",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4606"}

@article{bb5963,
        AUTHOR = "Yu, Z. and Luo, Y.H. and Liu, Z.F. and Zhou, G.X.",
        TITLE = "Contour information regularized tensor ring completion for realistic
image restoration",
        JOURNAL = IET-IPR,
        VOLUME = "16",
        YEAR = "2022",
        NUMBER = "13",
        PAGES = "3499-3506",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4607"}

@article{bb5964,
        AUTHOR = "Cheng, K.H. and Prasad, S. and Chai, T.T. and Xue, W.W. and Zhao, D.",
        TITLE = "Local Curvature Optimization for Self-Supervised Image Restoration",
        JOURNAL = SPLetters,
        VOLUME = "31",
        YEAR = "2024",
        PAGES = "1294-1298",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4608"}

@article{bb5965,
        AUTHOR = "Trottier, S. and Bosse, J.",
        TITLE = "A Relationship Between the False Alarm Probability and the Atomic
Norm Denoising Regularization Parameter for Line Spectral Estimation",
        JOURNAL = SPLetters,
        VOLUME = "31",
        YEAR = "2024",
        PAGES = "2410-2414",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4609"}

@article{bb5966,
        AUTHOR = "Cascarano, P. and Benfenati, A. and Kamilov, U.S. and Xu, X.J.",
        TITLE = "Constrained Regularization by Denoising With Automatic Parameter
Selection",
        JOURNAL = SPLetters,
        VOLUME = "31",
        YEAR = "2024",
        PAGES = "556-560",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4610"}

@article{bb5967,
        AUTHOR = "Sinha, A. and Chaudhury, K.N.",
        TITLE = "On the Strong Convexity of PnP Regularization Using Linear Denoisers",
        JOURNAL = SPLetters,
        VOLUME = "31",
        YEAR = "2024",
        PAGES = "2790-2794",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4611"}

@article{bb5968,
        AUTHOR = "Faye, E.C. and Fall, M.D. and Dobigeon, N.",
        TITLE = "Regularization by Denoising: Bayesian Model and Langevin-Within-Split
Gibbs Sampling",
        JOURNAL = IP,
        VOLUME = "34",
        YEAR = "2025",
        PAGES = "221-234",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4612"}

@article{bb5969,
        AUTHOR = "Ebner, A. and Schwab, M. and Haltmeier, M.",
        TITLE = "Error Estimates for Weakly Convex Frame-Based Regularization
Including Learned Filters",
        JOURNAL = SIIMS,
        VOLUME = "18",
        YEAR = "2025",
        NUMBER = "2",
        PAGES = "822-850",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4613"}

@article{bb5970,
        AUTHOR = "Wang, Z.Z. and Peng, J.C. and Zhao, H.T. and Yao, L.J. and Zhao, K.J.",
        TITLE = "Orthogonal Decoupling Contrastive Regularization: Toward Uncorrelated
Feature Decoupling for Unpaired Image Restoration",
        JOURNAL = PAMI,
        VOLUME = "48",
        YEAR = "2026",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "1842-1859",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4614"}

@article{bb5971,
        AUTHOR = "Ehrhardt, M.J. and Mukherjee, S. and Wong, H.S.",
        TITLE = "A Primal-Dual Algorithm for Image Reconstruction with Input-Convex
Neural Network Regularizers",
        JOURNAL = SIIMS,
        VOLUME = "19",
        YEAR = "2026",
        NUMBER = "2",
        PAGES = "782-806",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4615"}

@inproceedings{bb5972,
        AUTHOR = "Iskender, B. and Klasky, M.L. and Bresler, Y.",
        TITLE = "RED-PSM: Regularization by Denoising of Partially Separable Models
for Dynamic Imaging",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "10561-10570",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4616"}

@inproceedings{bb5973,
        AUTHOR = "Takagi, T. and Ishizaki, S. and Maeda, S.I.",
        TITLE = "JPEG Information Regularized Deep Image Prior for Denoising",
        BOOKTITLE = ICIP23,
        YEAR = "2023",
        PAGES = "380-384",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4617"}

@inproceedings{bb5974,
        AUTHOR = "Zhang, M.Y. and Zhang, M.L. and Zhao, F. and Zhang, F. and Liu, Y.P. and Evans, A.",
        TITLE = "Truncated Weighted Nuclear Norm Regularization and Sparsity for Image
Denoising",
        BOOKTITLE = ICIP23,
        YEAR = "2023",
        PAGES = "1825-1829",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4618"}

@inproceedings{bb5975,
        AUTHOR = "Shi, H. and Traonmilin, Y. and Aujol, J.F.",
        TITLE = "Compressive Learning of Deep Regularization for Denoising",
        BOOKTITLE = SSVM23,
        YEAR = "2023",
        PAGES = "162-174",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4619"}

@inproceedings{bb5976,
        AUTHOR = "Anantrasirichai, N. and Burn, J. and Bull, D.R.",
        TITLE = "Projective image restoration using sparsity regularization",
        BOOKTITLE = ICIP13,
        YEAR = "2013",
        PAGES = "1080-1084",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4620"}

@inproceedings{bb5977,
        AUTHOR = "Sa, P.K. and Majhi, B.",
        TITLE = "Adaptive edge preserving regularized image restoration",
        BOOKTITLE = ICIIP11,
        YEAR = "2011",
        PAGES = "1-5",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4621"}

@inproceedings{bb5978,
        AUTHOR = "Wu, X.J. and Wang, R.S. and Wang, C.",
        TITLE = "Regularized image restoration based on adaptively selecting parameter
and operator",
        BOOKTITLE = ICPR04,
        YEAR = "2004",
        PAGES = "III: 662-665",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4622"}

@inproceedings{bb5979,
        AUTHOR = "Gutierrez, J. and Malo, J. and Ferri, F.J.",
        TITLE = "Perceptual regularization functionals for natural image restoration",
        BOOKTITLE = ICIP03,
        YEAR = "2003",
        PAGES = "II: 989-992",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4623"}

@inproceedings{bb5980,
        AUTHOR = "Fan, L.X. and Sung, K.K.",
        TITLE = "Towards Statistical Image Restoration:
Perceptual Grouping as Regularizing Operators",
        BOOKTITLE = PercOrg01,
        YEAR = "2001",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43regno3.html#TT4624"}

@article{bb5981,
        AUTHOR = "Terzopoulos, D.",
        TITLE = "Regularization of Inverse Visual Problems Involving Discontinuities",
        JOURNAL = PAMI,
        VOLUME = "8",
        YEAR = "1986",
        NUMBER = "4",
        MONTH = "July",
        PAGES = "413-424",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43inv2.html#TT4625"}

@inproceedings{bb5982,
        AUTHOR = "Terzopoulos, D.",
        TITLE = "Visual Modelling",
        BOOKTITLE = BMVC91,
        YEAR = "1991",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43inv2.html#TT4626"}

@inproceedings{bb5983,
        AUTHOR = "Terzopoulos, D.",
        TITLE = "Controlled-Smoothness Stabilizers fo the Regularization of
Ill-Posed Visual Problems Involving Discontinuities",
        BOOKTITLE = DARPA84,
        YEAR = "1984",
        PAGES = "225-229",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43inv2.html#TT4627"}

@article{bb5984,
        AUTHOR = "Marroquin, J.L. and Velasco, F.A. and Rivera, M. and Nakamura, M.",
        TITLE = "Gauss-Markov Measure Field Models for Low-Level Vision",
        JOURNAL = PAMI,
        VOLUME = "23",
        YEAR = "2001",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "337-348",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43inv2.html#TT4628"}

@article{bb5985,
        AUTHOR = "Marroquin, J.L. and Mitter, S.K. and Poggio, T.A.",
        TITLE = "Probabilistic Solution of Ill-Posed Problems in Computational Vision",
        JOURNAL = ASAJ,
        VOLUME = "82",
        YEAR = "1987",
        NUMBER = "397",
        MONTH = "March",
        PAGES = "76-89",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43inv2.html#TT4629"}

@inproceedings{bb5986,
        AUTHOR = "Poggio, T.A. and Mitter, S.K. and Marroquin, J.L.",
        TITLE = "Probabilistic Solution of Ill-Posed Problems in Computational Vision",
        BOOKTITLE = DARPA85,
        YEAR = "1985",
        PAGES = "293-309",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43inv2.html#TT4629"}

@inproceedings{bb5987,
        AUTHOR = "Poggio, T.A. and Mitter, S.K. and Marroquin, J.L.",
        TITLE = "Probabilistic Solution of Ill-Posed Problems in Computational Vision",
        BOOKTITLE = "MIT AI Memo",
        YEAR = "1987",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43inv2.html#TT4629"}

@inproceedings{bb5988,
        AUTHOR = "Marroquin, J.L.",
        TITLE = "Deterministic Bayesian Estimation of Markovian Random Fields with
Applications to Computational Vision",
        BOOKTITLE = ICCV87,
        YEAR = "1987",
        PAGES = "597-601",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43inv2.html#TT4630"}

@inproceedings{bb5989,
        AUTHOR = "Marroquin, J.L.",
        TITLE = "Probabilistic Solution of Inverse Problems",
        BOOKTITLE = "MIT AI-TR",
        YEAR = "1985",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43inv2.html#TT4631"}

@inproceedings{bb5990,
        AUTHOR = "Marroquin, J.L.",
        TITLE = "Probabilistic Solution of Inverse Problems",
        BOOKTITLE = Ph.D.,
        YEAR = "1985",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43inv2.html#TT4631"}

@inproceedings{bb5991,
        AUTHOR = "Shulman, D.",
        TITLE = "Regularization of Inverse Problems in Low-Level
Vision While Preserving Discontinuities",
        BOOKTITLE = Ph.D.,
        YEAR = "1990",
        PAGES = "CS",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43inv2.html#TT4632"}

@article{bb5992,
        AUTHOR = "Stevenson, R.L. and Schmitz, B.E. and Delp, E.J.",
        TITLE = "Discontinuity Preserving Regularization of Inverse Visual Problems",
        JOURNAL = SMC,
        VOLUME = "24",
        YEAR = "1994",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "455-469",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43inv2.html#TT4633"}

@article{bb5993,
        AUTHOR = "de Micheli, E. and Viano, G.A.",
        TITLE = "Probabilistic regularization in inverse optical imaging",
        JOURNAL = JOSA-A,
        VOLUME = "17",
        YEAR = "2000",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "1942-1951",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43inv2.html#TT4634"}

@article{bb5994,
        AUTHOR = "de Micheli, E. and Viano, G.A.",
        TITLE = "Inverse optical imaging viewed as a backward channel communication
problem",
        JOURNAL = JOSA-A,
        VOLUME = "26",
        YEAR = "2009",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "1393-1402",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43inv2.html#TT4635"}

@article{bb5995,
        AUTHOR = "Xu, J. and Osher, S.J.",
        TITLE = "Iterative Regularization and Nonlinear Inverse Scale Space Applied to
Wavelet-Based Denoising",
        JOURNAL = IP,
        VOLUME = "16",
        YEAR = "2007",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "534-544",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43inv2.html#TT4636"}

@article{bb5996,
        AUTHOR = "Bioucas Dias, J.M. and Figueiredo, M.A.T.",
        TITLE = "A New TwIST: Two-Step Iterative Shrinkage/Thresholding Algorithms for
Image Restoration",
        JOURNAL = IP,
        VOLUME = "16",
        YEAR = "2007",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "2992-3004",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43inv2.html#TT4637"}

@inproceedings{bb5997,
        AUTHOR = "Bioucas Dias, J.M. and Figueiredo, M.A.T.",
        TITLE = "Two-Step Algorithms for Linear Inverse Problems with Non-Quadratic
Regularization",
        BOOKTITLE = ICIP07,
        YEAR = "2007",
        PAGES = "I: 105-108",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43inv2.html#TT4638"}

@inproceedings{bb5998,
        AUTHOR = "Afonso, M.V. and Bioucas Dias, J.M. and Figueiredo, M.A.T.",
        TITLE = "An augmented Lagrangian approach to linear inverse problems with
compound regularization",
        BOOKTITLE = ICIP10,
        YEAR = "2010",
        PAGES = "4169-4172",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43inv2.html#TT4639"}

@inproceedings{bb5999,
        AUTHOR = "Bioucas Dias, J.M. and Figueiredo, M.A.T.",
        TITLE = "An iterative algorithm for linear inverse problems with compound
regularizers",
        BOOKTITLE = ICIP08,
        YEAR = "2008",
        PAGES = "685-688",
        BIBSOURCE = "http://www.visionbib.com/bibliography/compute43inv2.html#TT4640"}