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      Deep Convolutional Neural Network Based Image Denoising in STEM

      Published
      conference-abstract
      Author(s): 1 , , 2 , 1 , 3 , 4 , 5 , 2 , 3
      Publication date (Electronic):
      Conference name: 13th Asia Pacific Microscopy Congress 2025 (APMC13)
      Conference date: 2-7 Febuary 2025
      Keywords: STEM, Machine Learning, Deep Neural Nets
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            Abstract

            Content

            Author and article information

            Conference
            Publication date (Electronic): 21 January 2025
            Electronic Location Identifier: e250
            Affiliations
            [1 ]Distributed Algorithms Centre of Doctoral Training, University of Liverpool, Liverpool UK
            [2 ]SenseAI Innovations Ltd., Brodie Tower, University of Liverpool, Liverpool, UK
            [3 ]Mechanical Materials and Aerospace Engineering, University of Liverpool, Liverpool UK
            [4 ]Department of Computer Science, University of Liverpool, Liverpool, UK
            [5 ]Department of Electrical Engineering and Electronics, University of Liverpool, Liverpool, UK
            Author notes
            Author information
            https://orcid.org/0009-0000-6382-2464
            Article
            DOI: 10.14293/APMC13-2025-0250
            SO-VID: 3e97d00c-f94c-4d69-9348-d2c174d40549
            Copyright © 2025 The Authors.
            License:

            Published under Creative Commons Attribution 4.0 International ( CC BY 4.0). Users are allowed to share (copy and redistribute the material in any medium or format) and adapt (remix, transform, and build upon the material for any purpose, even commercially), as long as the authors and the publisher are explicitly identified and properly acknowledged as the original source.

            Conference name: 13th Asia Pacific Microscopy Congress 2025
            Conference acronym: APMC13
            Conference number: 13
            Conference location: Brisbane, Australia
            Conference date: 2-7 Febuary 2025
            History
            Categories
            Subject: ID01 - Image Analysis, Data Handling, Big Data & AI

            Keywords: Deep Neural Nets,STEM,Machine Learning

            References

            1. D. Nicholls et al, Nanoscale, 12.41 (2020), p. 21248–21254. 10.1039/D0NR04589F.

            2. D. Nicholls et al, Ultramicroscopy, 233 (2022), 10.1016/j.ultramic.2021.113451.

            3. V. Jain et al, Advances in Neural Information Processing Systems, 21 (2008).

            4. Z. Li, et al, IEEE Trans. Neural Netw. Learn. Syst, 33 (2022), 10.1109/TNNLS.2021.3084827.

            5. L. Gambini et al, Mach. Learn.: Sci. Technol, 4 (2023), 10.1088/2632-2153/acbb52.

            6. Q. Tian, et al, NeuroImage, 253 (2022), 10.1016/j.neuroimage.2022.119033.

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