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@article{bb159115,
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The tower of knowledge",
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@inproceedings{bb159116,
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@inproceedings{bb159117,
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@article{bb159118,
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@article{bb159119,
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        TITLE = "Guest Editorial Machine Learning for Vision",
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@article{bb159120,
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        TITLE = "Learning to learn: From smart machines to intelligent machines",
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@article{bb159122,
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computer-vision: Theory and applications",
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@article{bb159123,
        AUTHOR = "Ioannidou, A. and Chatzilari, E. and Nikolopoulos, S. and Kompatsiaris, I.",
        TITLE = "Deep Learning Advances in Computer Vision with 3D Data: A Survey",
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@article{bb159124,
        AUTHOR = "McCann, M.T. and Jin, K.H. and Unser, M.",
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A Review",
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Shared Information for Computer Vision and Multimedia Analysis",
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@article{bb159132,
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@article{bb159133,
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        TITLE = "Adversarial Examples on Object Recognition: A Comprehensive Survey",
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@article{bb159134,
        AUTHOR = "Goodfellow, I. and Pouget Abadie, J. and Mirza, M. and Xu, B. and Warde Farley, D. and Ozair, S. and Courville, A. and Bengio, Y.",
        TITLE = "Generative Adversarial Networks",
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        NUMBER = "11",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155009"}

@article{bb159135,
        AUTHOR = "Wang, Z.W. and She, Q. and Ward, T.E.",
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A Survey and Taxonomy",
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        NUMBER = "2",
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        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155010"}

@article{bb159136,
        AUTHOR = "Das, R. and Sen, S. and Maulik, U.",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155011"}

@article{bb159137,
        AUTHOR = "Wang, H. and Yeung, D.Y.",
        TITLE = "A Survey on Bayesian Deep Learning",
        JOURNAL = Surveys,
        VOLUME = "53",
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        NUMBER = "5",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155012"}

@article{bb159138,
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        TITLE = "Explaining Deep Neural Networks and Beyond:
A Review of Methods and Applications",
        JOURNAL = PIEEE,
        VOLUME = "109",
        YEAR = "2021",
        NUMBER = "3",
        MONTH = "March",
        PAGES = "247-278",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155013"}

@article{bb159139,
        AUTHOR = "Saxena, D. and Cao, J.N.",
        TITLE = "Generative Adversarial Networks (GANs):
Challenges, Solutions, and Future Directions",
        JOURNAL = Surveys,
        VOLUME = "54",
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        NUMBER = "3",
        MONTH = "May",
        PAGES = "xx-yy",
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@article{bb159140,
        AUTHOR = "Jabbar, A. and Li, X. and Omar, B.",
        TITLE = "A Survey on Generative Adversarial Networks:
Variants, Applications, and Training",
        JOURNAL = Surveys,
        VOLUME = "54",
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        NUMBER = "8",
        MONTH = "October",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155015"}

@article{bb159141,
        AUTHOR = "Chen, L.Y. and Li, S.B. and Bai, Q. and Yang, J. and Jiang, S.L. and Miao, Y.M.",
        TITLE = "Review of Image Classification Algorithms Based on Convolutional
Neural Networks",
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        VOLUME = "13",
        YEAR = "2021",
        NUMBER = "22",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155016"}

@article{bb159142,
        AUTHOR = "Borji, A.",
        TITLE = "Pros and cons of GAN evaluation measures: New developments",
        JOURNAL = CVIU,
        VOLUME = "215",
        YEAR = "2022",
        PAGES = "103329",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155017"}

@article{bb159143,
        AUTHOR = "Soviany, P. and Ionescu, R.T. and Rota, P. and Sebe, N.",
        TITLE = "Curriculum Learning: A Survey",
        JOURNAL = IJCV,
        VOLUME = "130",
        YEAR = "2022",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "1526-1565",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155018"}

@article{bb159144,
        AUTHOR = "Sanchez Cauce, R. and Paris, I. and Diez, F.J.",
        TITLE = "Sum-Product Networks: A Survey",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "3821-3839",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155019"}

@article{bb159145,
        AUTHOR = "Mandal, M. and Vipparthi, S.K.",
        TITLE = "An Empirical Review of Deep Learning Frameworks for Change Detection:
Model Design, Experimental Frameworks, Challenges and Research Needs",
        JOURNAL = ITS,
        VOLUME = "23",
        YEAR = "2022",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "6101-6122",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155020"}

@article{bb159146,
        AUTHOR = "Wang, X. and Chen, Y.D. and Zhu, W.W.",
        TITLE = "A Survey on Curriculum Learning",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "4555-4576",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155021"}

@article{bb159147,
        AUTHOR = "Hospedales, T.M. and Antoniou, A. and Micaelli, P. and Storkey, A.",
        TITLE = "Meta-Learning in Neural Networks: A Survey",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "5149-5169",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155022"}

@article{bb159148,
        AUTHOR = "Bond Taylor, S. and Leach, A. and Long, Y. and Willcocks, C.G.",
        TITLE = "Deep Generative Modelling: A Comparative Review of VAEs, GANs,
Normalizing Flows, Energy-Based and Autoregressive Models",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "7327-7347",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155023"}

@article{bb159149,
        AUTHOR = "Liu, R.S. and Gao, J.X. and Zhang, J. and Meng, D.Y. and Lin, Z.C.",
        TITLE = "Investigating Bi-Level Optimization for Learning and Vision from a
Unified Perspective: A Survey and Beyond",
        JOURNAL = PAMI,
        VOLUME = "44",
        YEAR = "2022",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "10045-10067",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155024"}

@article{bb159150,
        AUTHOR = "Li, Z.Q. and Usman, M. and Tao, R.T. and Xia, P.F. and Wang, C.Y. and Chen, H.H. and Li, B.",
        TITLE = "A Systematic Survey of Regularization and Normalization in GANs",
        JOURNAL = Surveys,
        VOLUME = "55",
        YEAR = "2023",
        NUMBER = "11",
        MONTH = "February",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155025"}

@article{bb159151,
        AUTHOR = "Qayyum, A. and Ilahi, I. and Shamshad, F. and Boussaid, F. and Bennamoun, M. and Qadir, J.",
        TITLE = "Untrained Neural Network Priors for Inverse Imaging Problems:
A Survey",
        JOURNAL = PAMI,
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        YEAR = "2023",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "6511-6536",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155026"}

@article{bb159152,
        AUTHOR = "Peng, S.Y. and Lu, J. and Cao, J.Z. and Peng, Q.M. and Yang, Z.J.",
        TITLE = "Adaptive graph regularization method based on least square regression
for clustering",
        JOURNAL = SP:IC,
        VOLUME = "114",
        YEAR = "2023",
        PAGES = "116938",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155027"}

@article{bb159153,
        AUTHOR = "Stankovic, L. and Mandic, D.",
        TITLE = "Convolutional Neural Networks Demystified:
A Matched Filtering Perspective-Based Tutorial",
        JOURNAL = SMCS,
        VOLUME = "53",
        YEAR = "2023",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "3614-3628",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155028"}

@article{bb159154,
        AUTHOR = "Huang, Y. and Huang, C.Y. and Li, X.X. and Li, K.",
        TITLE = "A Dataset Auditing Method for Collaboratively Trained Machine
Learning Models",
        JOURNAL = MedImg,
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        YEAR = "2023",
        NUMBER = "7",
        MONTH = "July",
        PAGES = "2081-2090",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155029"}

@article{bb159155,
        AUTHOR = "Obukhov, T. and Brovelli, M.A.",
        TITLE = "Identifying Conditioning Factors and Predictors of Conflict
Likelihood for Machine Learning Models: A Literature Review",
        JOURNAL = IJGI,
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        YEAR = "2023",
        NUMBER = "8",
        PAGES = "322",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155030"}

@article{bb159156,
        AUTHOR = "Bakhtiarnia, A. and Zhang, Q. and Iosifidis, A.",
        TITLE = "Efficient High-Resolution Deep Learning: A Survey",
        JOURNAL = Surveys,
        VOLUME = "56",
        YEAR = "2024",
        NUMBER = "7",
        MONTH = "April",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155031"}

@article{bb159157,
        AUTHOR = "Akar, C.A. and Massih, R.A. and Yaghi, A. and Khalil, J. and Kamradt, M. and Makhoul, A.",
        TITLE = "Generative Adversarial Network Applications in Industry 4.0: A Review",
        JOURNAL = IJCV,
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        YEAR = "2024",
        NUMBER = "6",
        MONTH = "June",
        PAGES = "2195-2254",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155032"}

@article{bb159158,
        AUTHOR = "Mettes, P.S. and Atigh, M.G. and Keller Ressel, M. and Gu, J. and Yeung, S.",
        TITLE = "Hyperbolic Deep Learning in Computer Vision: A Survey",
        JOURNAL = IJCV,
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        YEAR = "2024",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "3484-3508",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155033"}

@article{bb159159,
        AUTHOR = "Warner, E. and Lee, J. and Hsu, W. and Syeda Mahmood, T. and Kahn, C.E. and Gevaert, O. and Rao, A.",
        TITLE = "Multimodal Machine Learning in Image-Based and Clinical Biomedicine:
Survey and Prospects",
        JOURNAL = IJCV,
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@article{bb159160,
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        TITLE = "Review on Hardware Devices and Software Techniques Enabling Neural
Network Inference Onboard Satellites",
        JOURNAL = RS,
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        YEAR = "2024",
        NUMBER = "21",
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@article{bb159161,
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        TITLE = "When Meta-Learning Meets Online and Continual Learning: A Survey",
        JOURNAL = PAMI,
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@article{bb159162,
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        TITLE = "A Comprehensive Survey on Deep Clustering: Taxonomy, Challenges, and
Future Directions",
        JOURNAL = Surveys,
        VOLUME = "57",
        YEAR = "2024",
        NUMBER = "3",
        MONTH = "November",
        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155037"}

@article{bb159163,
        AUTHOR = "Guarrasi, V. and Aksu, F. and Caruso, C.M. and di Feola, F. and Rofena, A. and Ruffini, F. and Soda, P.",
        TITLE = "A systematic review of intermediate fusion in multimodal deep
learning for biomedical applications",
        JOURNAL = IVC,
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        YEAR = "2025",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155038"}

@article{bb159164,
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        TITLE = "Bias in Federated Learning: A Comprehensive Survey",
        JOURNAL = Surveys,
        VOLUME = "57",
        YEAR = "2025",
        NUMBER = "11",
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        PAGES = "xx-yy",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155039"}

@article{bb159165,
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        TITLE = "FovEx: Human-Inspired Explanations for Vision Transformers and
Convolutional Neural Networks",
        JOURNAL = IJCV,
        VOLUME = "133",
        YEAR = "2025",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "7437-7459",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155040"}

@article{bb159166,
        AUTHOR = "Zanca, D. and Eskofier, B.M. and Roig, G. and Vilas, M. and Tiezzi, M. and Panda, M.P.",
        TITLE = "FovEx: Human-Inspired Explanations for Vision Transformers and
Convolutional Neural Networks",
        JOURNAL = IJCV,
        VOLUME = "133",
        YEAR = "2025",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "8664-8664",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155040"}

@article{bb159167,
        AUTHOR = "Hou, H.W. and Ding, S.F. and Cao, C.G. and Xu, X. and Guo, L. and Li, X.",
        TITLE = "A comprehensive survey of image clustering based on deep learning",
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        YEAR = "2026",
        PAGES = "112590",
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@article{bb159168,
        AUTHOR = "Alharith, R. and Zhang, J.S. and Ibrahim, A.O. and Wu, Z.Y.",
        TITLE = "Concept-Based Explanation for Deep Vision Models: A Comprehensive
Survey on Techniques, Taxonomy, Applications, and Recent Advances",
        JOURNAL = IJCV,
        VOLUME = "134",
        YEAR = "2026",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "36",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155042"}

@article{bb159169,
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        TITLE = "A Dive into Generative Adversarial Networks in the World of
Hyperspectral Imaging: A Survey of the State of the Art",
        JOURNAL = RS,
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        NUMBER = "2",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155043"}

@article{bb159170,
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        TITLE = "Learning from positive and unlabeled data via kernel alignment
approach",
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@article{bb159171,
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        TITLE = "Perspectives and Challenges of Machine Learning for Applications in
Agriculture and Vegetation Using Remote Sensing",
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@article{bb159172,
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        TITLE = "Quantum computing for computer vision: A comprehensive literature
survey",
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@inproceedings{bb159173,
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        TITLE = "Taming Normalizing Flows",
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@inproceedings{bb159174,
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        TITLE = "An Empirical Investigation into Benchmarking Model Multiplicity for
Trustworthy Machine Learning: A Case Study on Image Classification",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155048"}

@inproceedings{bb159175,
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        TITLE = "Unveiling Image Classifiers:
An In-Depth Comparative Exploration of Machine Learning Algorithms",
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        YEAR = "2023",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155049"}

@inproceedings{bb159176,
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@inproceedings{bb159177,
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        TITLE = "Efficient Verification of Neural Networks Against LVM-Based
Specifications",
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        YEAR = "2023",
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@inproceedings{bb159178,
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        TITLE = "CNN Image Recognition is Mainly Based on Local Features",
        BOOKTITLE = ICRVC22,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern642.html#TT155052"}

@inproceedings{bb159179,
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@inproceedings{bb159180,
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An Empirical Investigation of Trained Convolutional Filters",
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@inproceedings{bb159181,
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@inproceedings{bb159182,
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e-brainstorming with privacy preferences",
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applications",
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@article{bb159193,
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@article{bb159194,
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Convolutional neural network based on differential privacy in
exponential attenuation mode for image classification",
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        AUTHOR = "Wang, X.J. and Wu, J.Z. and Yang, J.J.",
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Convolutional neural network based on differential privacy in
exponential attenuation mode for image classification",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern643pr2.html#TT155068"}

@article{bb159196,
        AUTHOR = "Kim, Y. and Cho, D. and Hong, S.",
        TITLE = "Towards Privacy-Preserving Domain Adaptation",
        JOURNAL = SPLetters,
        VOLUME = "27",
        YEAR = "2020",
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@article{bb159197,
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@article{bb159198,
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@article{bb159199,
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        TITLE = "An Efficient Approach Based on Privacy-Preserving Deep Learning for
Satellite Image Classification",
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