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@article{bb79406,
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        AUTHOR = "Li, W.M. and Li, Y.F. and Wu, Y.H.",
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Acquisition with Multi-focal Images",
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@article{bb79409,
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Limited Depth-of-Field Images",
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@article{bb79411,
        AUTHOR = "Pertuz, S. and Garcia, M.A. and Puig, D.",
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@article{bb79412,
        AUTHOR = "Lee, J.H. and Paik, J.",
        TITLE = "Uniform depth region-based registration between colour channels and its
application to single camera-based multifocusing",
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@article{bb79413,
        AUTHOR = "Ahn, S. and Chong, J.",
        TITLE = "A Novel Search Approach for Blur Kernel Estimation of Defocused Image
Restoration",
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@article{bb79414,
        AUTHOR = "Zografos, V. and Lenz, R. and Felsberg, M.",
        TITLE = "The Weibull manifold in low-level image processing: An application to
automatic image focusing",
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@article{bb79415,
        AUTHOR = "Cao, Y. and Fang, S. and Wang, Z.",
        TITLE = "Digital Multi-Focusing From a Single Photograph Taken With an
Uncalibrated Conventional Camera",
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@article{bb79416,
        AUTHOR = "Chun, M.G. and Kong, S.G.",
        TITLE = "Focusing in thermal imagery using morphological gradient operator",
        JOURNAL = PRL,
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@article{bb79417,
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@article{bb79418,
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Postcapture Image Refocusing",
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@article{bb79419,
        AUTHOR = "Marston, T.M. and Plotnick, D.S.",
        TITLE = "Semiparametric Statistical Stripmap Synthetic Aperture Autofocusing",
        JOURNAL = GeoRS,
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@article{bb79420,
        AUTHOR = "Plotnick, D.S. and Marston, T.M.",
        TITLE = "Utilization of Aspect Angle Information in Synthetic Aperture Images",
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@article{bb79421,
        AUTHOR = "Lin, Y.B. and Young, C.P. and Lin, C.H.",
        TITLE = "Non-iterative and spatial domain focus map estimation based on
intentional re-blur from a single image (NasBirSi)",
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@article{bb79422,
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        TITLE = "Improving the accuracy and low-light performance of contrast-based
autofocus using supervised machine learning",
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@inproceedings{bb79423,
        AUTHOR = "Yitzhaky, Y. and Aloni, D.",
        TITLE = "Integral imaging for 3D object detection",
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@inproceedings{bb79424,
        AUTHOR = "Galstian, T.",
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        BOOKTITLE = SPIE,
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@article{bb79425,
        AUTHOR = "Gaidhane, V.H. and Hote, Y.V. and Singh, V.",
        TITLE = "Image focus measure based on polynomial coefficients and spectral
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@article{bb79426,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76800"}

@article{bb79427,
        AUTHOR = "Yan, R.M. and Shao, L.",
        TITLE = "Blind Image Blur Estimation via Deep Learning",
        JOURNAL = IP,
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@inproceedings{bb79428,
        AUTHOR = "Yan, R.M. and Shao, L.",
        TITLE = "Image Blur Classification and Parameter Identification Using Two-stage
Deep Belief Networks",
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@article{bb79429,
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        TITLE = "LBP-Based Segmentation of Defocus Blur",
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@article{bb79430,
        AUTHOR = "Saad, E. and Hirakawa, K.",
        TITLE = "Defocus Blur-Invariant Scale-Space Feature Extractions",
        JOURNAL = IP,
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@article{bb79431,
        AUTHOR = "Jeong, Y. and Lee, S. and Kwon, S. and Lee, S.",
        TITLE = "Expressive chromatic accumulation buffering for defocus blur",
        JOURNAL = VC,
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@article{bb79432,
        AUTHOR = "Haque, S. and Rahman, S.M.M. and Hatzinakos, D.",
        TITLE = "Gaussian-Hermite moment-based depth estimation from single still
image for stereo vision",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76806"}

@article{bb79433,
        AUTHOR = "Jemec, J. and Pernus, F. and Likar, B. and Burmen, M.",
        TITLE = "2D Sub-pixel Point Spread Function Measurement Using a Virtual
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        MONTH = "February",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76807"}

@article{bb79434,
        AUTHOR = "Kanojia, G. and Raman, S.",
        TITLE = "Postcapture Focusing Using Regression Forest",
        JOURNAL = SPLetters,
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@article{bb79435,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76809"}

@inproceedings{bb79436,
        AUTHOR = "Liu, Y.T. and Zhai, G.T. and Liu, X.M. and Zhao, D.B.",
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@article{bb79437,
        AUTHOR = "Tung, S.S. and Hwang, W.L.",
        TITLE = "Multiple depth layers and all-in-focus image generations by blurring
and deblurring operations",
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@article{bb79438,
        AUTHOR = "Pertuz, S. and Garcia, M.A. and Puig, D. and Arguello, H.",
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@article{bb79439,
        AUTHOR = "Li, X.F. and Wang, L.L. and Wang, J. and Zhang, X.L.",
        TITLE = "Multi-focus image fusion algorithm based on multilevel morphological
component analysis and support vector machine",
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@article{bb79440,
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        TITLE = "Analysis and design of coded apertures for defocus deblurring based on
imaging system properties and optical features",
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        TITLE = "Edge-Based Defocus Blur Estimation With Adaptive Scale Selection",
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@inproceedings{bb79442,
        AUTHOR = "Karaali, A. and Jung, C.R.",
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        TITLE = "Deep Multi-Scale Feature Learning for Defocus Blur Estimation",
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@inproceedings{bb79445,
        AUTHOR = "Zhang, Z. and Liu, Y. and Tan, X. and Zhang, M.J.",
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@article{bb79446,
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@article{bb79447,
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@article{bb79448,
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@article{bb79449,
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@inproceedings{bb79450,
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@article{bb79451,
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@article{bb79452,
        AUTHOR = "Barath, D. and Eichhardt, I. and Hajder, L.",
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@inproceedings{bb79453,
        AUTHOR = "Barath, D. and Toth, T. and Hajder, L.",
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@article{bb79454,
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@article{bb79455,
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@article{bb79456,
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@article{bb79457,
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@article{bb79458,
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        AUTHOR = "Zhao, W.D. and Zhao, F. and Wang, D. and Lu, H.C.",
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        BOOKTITLE = CVPR18,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76833"}

@article{bb79460,
        AUTHOR = "Zhao, W.D. and Hou, X.Q. and He, Y. and Lu, H.C.",
        TITLE = "Defocus Blur Detection via Boosting Diversity of Deep Ensemble
Networks",
        JOURNAL = IP,
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        YEAR = "2021",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76834"}

@inproceedings{bb79461,
        AUTHOR = "Zhao, W.D. and Zheng, B. and Lin, Q.H. and Lu, H.C.",
        TITLE = "Enhancing Diversity of Defocus Blur Detectors via Cross-Ensemble
Network",
        BOOKTITLE = CVPR19,
        YEAR = "2019",
        PAGES = "8897-8905",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76835"}

@article{bb79462,
        AUTHOR = "Ho, C.J. and Chan, C.C. and Chen, H.H.",
        TITLE = "AF-Net: A Convolutional Neural Network Approach to Phase Detection
Autofocus",
        JOURNAL = IP,
        VOLUME = "29",
        YEAR = "2020",
        PAGES = "6386-6395",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76836"}

@article{bb79463,
        AUTHOR = "Moreno, G. and Ascaneo, J.S. and Ricardo, J.O. and de la Cruz, L.T. and Arias, Y. and Strickler, J.R. and Lopes, R.M.",
        TITLE = "A new focus detection criterion in holograms of planktonic organisms",
        JOURNAL = PRL,
        VOLUME = "138",
        YEAR = "2020",
        PAGES = "497-506",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76837"}

@article{bb79464,
        AUTHOR = "Tang, C. and Liu, X. and An, S. and Wang, P.",
        TITLE = "BR^2 Net: Defocus Blur Detection Via a Bidirectional Channel
Attention Residual Refining Network",
        JOURNAL = MultMed,
        VOLUME = "23",
        YEAR = "2021",
        PAGES = "624-635",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76838"}

@article{bb79465,
        AUTHOR = "Choi, H.S. and Ha, H.G. and Lee, H.K. and Hong, J.",
        TITLE = "Robust control point estimation with an out-of-focus camera
calibration pattern",
        JOURNAL = PRL,
        VOLUME = "143",
        YEAR = "2021",
        PAGES = "1-7",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76839"}

@article{bb79466,
        AUTHOR = "Yang, J.G. and Xiao, C. and Wang, Y.Q. and An, C.J. and An, W.",
        TITLE = "High-precision refocusing method with one
interpolation for camera array images",
        JOURNAL = IET-IPR,
        VOLUME = "14",
        YEAR = "2020",
        NUMBER = "15",
        MONTH = "December",
        PAGES = "3899-3908",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76840"}

@article{bb79467,
        AUTHOR = "Liu, Y.Q. and Du, X. and Shen, H.L. and Chen, S.J.",
        TITLE = "Estimating Generalized Gaussian Blur Kernels for Out-of-Focus Image
Deblurring",
        JOURNAL = CirSysVideo,
        VOLUME = "31",
        YEAR = "2021",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "829-843",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76841"}

@article{bb79468,
        AUTHOR = "Zeng, K. and Wang, Y.N. and Mao, J.X. and Zhou, X.",
        TITLE = "Deep residual deconvolutional networks for defocus blur detection",
        JOURNAL = IET-IPR,
        VOLUME = "15",
        YEAR = "2021",
        NUMBER = "3",
        PAGES = "724-734",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76842"}

@article{bb79469,
        AUTHOR = "Li, J. and Fan, D. and Yang, L. and Gu, S. and Lu, G. and Xu, Y. and Zhang, D.",
        TITLE = "Layer-Output Guided Complementary Attention Learning for Image
Defocus Blur Detection",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "3748-3763",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76843"}

@article{bb79470,
        AUTHOR = "Zhao, F. and Lu, H.M. and Zhao, W. and Yao, L.",
        TITLE = "Image-Scale-Symmetric Cooperative Network for Defocus Blur Detection",
        JOURNAL = CirSysVideo,
        VOLUME = "32",
        YEAR = "2022",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "2719-2731",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76844"}

@article{bb79471,
        AUTHOR = "Jiang, Z. and Xu, X. and Zhang, L. and Zhang, C. and Foo, C.S. and Zhu, C.",
        TITLE = "MA-GANet: A Multi-Attention Generative Adversarial Network for
Defocus Blur Detection",
        JOURNAL = IP,
        VOLUME = "31",
        YEAR = "2022",
        PAGES = "3494-3508",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76845"}

@article{bb79472,
        AUTHOR = "Singh, B. and Najibi, M. and Sharma, A. and Davis, L.S.",
        TITLE = "Scale Normalized Image Pyramids With AutoFocus for Object Detection",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "3749-3766",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76846"}

@inproceedings{bb79473,
        AUTHOR = "Karaali, A. and Jung, C.R.",
        TITLE = "SVBR-Net: A Non-Blind Spatially Varying Defocus Blur Removal Network",
        BOOKTITLE = ICIP22,
        YEAR = "2022",
        PAGES = "566-570",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76847"}

@article{bb79474,
        AUTHOR = "Song, J. and Liu, M.J.",
        TITLE = "A new methodology in constructing no-reference focus quality
assessment metrics",
        JOURNAL = PR,
        VOLUME = "142",
        YEAR = "2023",
        PAGES = "109688",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76848"}

@article{bb79475,
        AUTHOR = "Xing, Q.L. and Xu, M. and Deng, X. and Guo, Y.C.",
        TITLE = "DAQE: Enhancing the Quality of Compressed Images by Exploiting the
Inherent Characteristic of Defocus",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "9611-9626",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76849"}

@article{bb79476,
        AUTHOR = "Zhao, W. and Wei, F. and Wang, H.P. and He, Y. and Lu, H.C.",
        TITLE = "Full-Scene Defocus Blur Detection With DeFBD+ via Multi-Level
Distillation Learning",
        JOURNAL = MultMed,
        VOLUME = "25",
        YEAR = "2023",
        PAGES = "9228-9240",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76850"}

@inproceedings{bb79477,
        AUTHOR = "Zhao, W. and Wei, F. and He, Y. and Lu, H.C.",
        TITLE = "United Defocus Blur Detection and Deblurring via Adversarial Promoting
Learning",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XXX:569-586",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76851"}

@inproceedings{bb79478,
        AUTHOR = "Zhao, W. and Shang, C. and Lu, H.C.",
        TITLE = "Self-generated Defocus Blur Detection via Dual Adversarial
Discriminators",
        BOOKTITLE = CVPR21,
        YEAR = "2021",
        PAGES = "6929-6938",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76852"}

@article{bb79479,
        AUTHOR = "Li, H.G. and Qian, W.H. and Cao, J. and Liu, P.",
        TITLE = "Improving defocus blur detection via adaptive supervision
prior-tokens",
        JOURNAL = IVC,
        VOLUME = "140",
        YEAR = "2023",
        PAGES = "104842",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76853"}

@article{bb79480,
        AUTHOR = "Li, X. and Wu, S.Q. and Wu, J.X. and Xie, S.L. and Agaian, S.",
        TITLE = "Perception-guided defocus blur detection based on SVD feature",
        JOURNAL = IVC,
        VOLUME = "140",
        YEAR = "2023",
        PAGES = "104845",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76854"}

@article{bb79481,
        AUTHOR = "Zhao, W. and Hu, G. and Wei, F. and Wang, H.P. and He, Y. and Lu, H.C.",
        TITLE = "Attacking Defocus Detection With Blur-Aware Transformation for
Defocus Deblurring",
        JOURNAL = MultMed,
        VOLUME = "26",
        YEAR = "2024",
        PAGES = "5450-5460",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76855"}

@article{bb79482,
        AUTHOR = "Jiang, Y. and Li, X. and Fu, K. and Zhao, Q.J.",
        TITLE = "Transformer-Based Light Field Salient Object Detection and Its
Application to Autofocus",
        JOURNAL = IP,
        VOLUME = "33",
        YEAR = "2024",
        PAGES = "6647-6659",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76856"}

@article{bb79483,
        AUTHOR = "Cifka, M. and Ponimatkin, G. and Labbe, Y. and Russell, B. and Aubry, M. and Petrik, V. and Sivic, J.",
        TITLE = "FocalPose++: Focal Length and Object Pose Estimation via Render and
Compare",
        JOURNAL = PAMI,
        VOLUME = "47",
        YEAR = "2025",
        NUMBER = "2",
        MONTH = "February",
        PAGES = "755-772",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76857"}

@inproceedings{bb79484,
        AUTHOR = "Ponimatkin, G. and Labbe, Y. and Russell, B. and Aubry, M. and Sivic, J.",
        TITLE = "Focal Length and Object Pose Estimation via Render and Compare",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "3815-3824",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76858"}

@article{bb79485,
        AUTHOR = "Luo, C.Z. and Liang, Y. and Gao, J. and Lei, G. and Han, C.L.",
        TITLE = "A Scene-Adaptive Phase Gradient Autofocus Algorithm",
        JOURNAL = RS,
        VOLUME = "17",
        YEAR = "2025",
        NUMBER = "2",
        PAGES = "260",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76859"}

@article{bb79486,
        AUTHOR = "Seo, K. and Kwon, Y. and Kim, C.K.",
        TITLE = "An Enhanced Phase Gradient Autofocus Algorithm for SAR: A Fractional
Fourier Transform Approach",
        JOURNAL = RS,
        VOLUME = "17",
        YEAR = "2025",
        NUMBER = "7",
        PAGES = "1216",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76860"}

@article{bb79487,
        AUTHOR = "Li, Y.R. and Liu, J.W. and Ye, Z. and Shen, L.X. and Zhuang, X.",
        TITLE = "Enhancing Noise Robustness in Focus Measure Using Tight Framelet
Features",
        JOURNAL = SPLetters,
        VOLUME = "32",
        YEAR = "2025",
        PAGES = "1435-1439",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76861"}

@inproceedings{bb79488,
        AUTHOR = "Lee, S. and Choi, M. and Lee, N. and Lee, H.E.",
        TITLE = "Stable Autofocus with Focal Consistency Loss",
        BOOKTITLE = WACV25,
        YEAR = "2025",
        PAGES = "640-649",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76862"}

@inproceedings{bb79489,
        AUTHOR = "He, Y.H. and Tian, S.M. and Zhang, J. and Zhang, S.L.",
        TITLE = "Dual Attention Enhanced Transformer for Image Defocus Deblurring",
        BOOKTITLE = ICIP24,
        YEAR = "2024",
        PAGES = "1487-1493",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76863"}

@inproceedings{bb79490,
        AUTHOR = "Aurangabadkar, U. and Kokaram, A.",
        TITLE = "A Dictionary Based Approach for Removing Out-of-Focus Blur",
        BOOKTITLE = ICIP24,
        YEAR = "2024",
        PAGES = "1494-1499",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76864"}

@inproceedings{bb79491,
        AUTHOR = "Kocur, V. and Kyselica, D. and Kukelova, Z.",
        TITLE = "Robust Self-Calibration of Focal Lengths from the Fundamental Matrix",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "5220-5229",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76865"}

@inproceedings{bb79492,
        AUTHOR = "Su, C.Q. and Ye, Z.Y. and Xiao, Y.S. and Zhou, Y. and Cheng, Z. and Xiong, B. and Yu, Z.F. and Huang, T.J.",
        TITLE = "Intensity-Robust Autofocus for Spike Camera",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "25018-25027",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76866"}

@inproceedings{bb79493,
        AUTHOR = "Yang, H. and Pan, L.Y. and Yang, Y. and Hartley, R. and Liu, M.M.",
        TITLE = "LDP: Language-driven Dual-Pixel Image Defocus Deblurring Network",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "24078-24087",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76867"}

@inproceedings{bb79494,
        AUTHOR = "Xia, K.",
        TITLE = "Research on target detection-based autofocus system",
        BOOKTITLE = CVIDL23,
        YEAR = "2023",
        PAGES = "559-563",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76868"}

@inproceedings{bb79495,
        AUTHOR = "Choi, M. and Lee, H. and Lee, H.E.",
        TITLE = "Exploring Positional Characteristics of Dual-Pixel Data for Camera
Autofocus",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "13112-13122",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76869"}

@inproceedings{bb79496,
        AUTHOR = "Mazilu, I. and Wang, S. and Dummer, S. and Veldhuis, R. and Brune, C. and Strisciuglio, N.",
        TITLE = "Defocus Blur Synthesis and Deblurring via Interpolation and
Extrapolation in Latent Space",
        BOOKTITLE = CAIP23,
        YEAR = "2023",
        PAGES = "II:201-211",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76870"}

@inproceedings{bb79497,
        AUTHOR = "Ye, Q. and Suganuma, M. and Okatani, T.",
        TITLE = "Accurate Single-Image Defocus Deblurring Based on Improved
Integration with Defocus Map Estimation",
        BOOKTITLE = ICIP23,
        YEAR = "2023",
        PAGES = "750-754",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76871"}

@inproceedings{bb79498,
        AUTHOR = "Alzayer, H. and Abuolaim, A. and Chan, L.C. and Yang, Y. and Lou, Y.C. and Huang, J.B. and Kar, A.",
        TITLE = "DC2: Dual-Camera Defocus Control by Learning to Refocus",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "21488-21497",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76872"}

@inproceedings{bb79499,
        AUTHOR = "Mahmood, M.T. and Ali, U.",
        TITLE = "Measuring Focus Quality in Vector Valued Images for Shape from Focus",
        BOOKTITLE = "ICPR22",
        YEAR = "2022",
        PAGES = "3399-3405",
        BIBSOURCE = "http://www.visionbib.com/bibliography/shapefrom403.html#TT76873"}

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