Improved automatic detection of herpesvirus secondary envelopment stages in electron microscopy by augmenting training data with synthetic labelled images generated by a generative adversarial network

Author:

Shaga Devan Kavitha1ORCID,Walther Paul1,von Einem Jens2,Ropinski Timo3,Kestler Hans4,Read Clarissa12ORCID

Affiliation:

1. Central Facility for Electron Microscopy Ulm University Ulm Germany

2. Institute of Virology Ulm University Medical Center Ulm Germany

3. Institute of Media Informatics Ulm University Ulm Germany

4. Medical Systems Biology Ulm University Ulm Germany

Funder

Baden-Württemberg Stiftung

Deutsche Forschungsgemeinschaft

Publisher

Hindawi Limited

Subject

Virology,Immunology,Microbiology

Reference57 articles.

1. Arjovsky M. Chintala S. &Bottou L.(2017). Wasserstein GAN.ArXiv:1701.07875 [Cs Stat]. Retrieved fromhttp://arxiv.org/abs/1701.07875

2. Generative adversarial networks for augmenting training data of microscopic cell images;Baniukiewicz P.;Frontiers in Computer Science,2019

3. Bissoto A. Perez F. Valle E. &Avila S.(2018). Skin lesion synthesis with generative adversarial networks.ArXiv:1902.03253 [Cs] (Vol.11041 pp. 294–302). Retrieved fromhttps://doi.org/10.1007/978-3-030-01201-4_32

4. A new tool linking human cytomegalovirus drug resistance mutations to resistance phenotypes

5. Costa P. Galdran A. Meyer M. I. Abràmoff M. D. Niemeijer M. Mendonça A. M. &Campilho A.(2017). Towards adversarial retinal image synthesis.ArXiv:1701.08974 [Cs Stat]. Retrieved fromhttp://arxiv.org/abs/1701.08974

Cited by 11 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Advancing electron microscopy using deep learning;Journal of Physics: Materials;2024-02-08

2. Machine learning for cross-scale microscopy of viruses;Cell Reports Methods;2023-09

3. Generative adversarial networks in cell microscopy for image augmentation. A systematic review;2023-08-28

4. Artificial Intelligence in Microbiology;Brief Lessons in Microbiology;2023

5. CardioVinci: building blocks for virtual cardiac cells using deep learning;Philosophical Transactions of the Royal Society B: Biological Sciences;2022-10-03

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3