Classification of DNA damages on segmented comet assay images using convolutional neural network

Atila Umit; Baydilli Yusuf Yargi; Sehirli Eftal; Turan Muhammed Kamil

首页> 外文期刊>Computer Methods and Programs in Biomedicine: An International Journal Devoted to the Development, Implementation and Exchange of Computing Methodology and Software Systems in Biomedical Research and Medical Practice >Classification of DNA damages on segmented comet assay images using convolutional neural network

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Classification of DNA damages on segmented comet assay images using convolutional neural network

机译：卷积神经网络分段彗星测定图像对DNA损伤的分类

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Background and Objective: Identification and quantification of DNA damage is a very significant subject in biomedical research area which still needs more robust and effective methods. One of the cheapest, easy to use and most successful method for DNA damage analyses is comet assay. In this study, performance of Convolutional Neural Network was examined on quantification of DNA damage using comet assay images and was compared to other methods in the literature.

机译：背景和目的：DNA损伤的鉴定和定量是生物医学研究领域的一个非常重要的主题，仍需要更强大和有效的方法。最便宜，易于使用，最成功的DNA损伤分析方法是彗星测定。在该研究中，在使用彗星测定图像的定量DNA损伤的定量上检查了卷积神经网络的性能，并与文献中的其他方法进行了比较。

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《Computer Methods and Programs in Biomedicine: An International Journal Devoted to the Development, Implementation and Exchange of Computing Methodology and Software Systems in Biomedical Research and Medical Practice》 |2020年第2020期|共9页
作者
Atila Umit; Baydilli Yusuf Yargi; Sehirli Eftal; Turan Muhammed Kamil;
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作者单位

Karabuk Univ Fac Engn Dept Comp Engn Karabuk Turkey;

Karabuk Univ Fac Engn Dept Comp Engn Karabuk Turkey;

Karabuk Univ Fac Engn Dept Med Engn Karabuk Turkey;

Karabuk Univ Fac Med Dept Med Biol Karabuk Turkey;

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原文格式 PDF
正文语种 eng
中图分类计算技术、计算机技术;
关键词
Comet assay; DNA damage; Convolutional neural Network; Deep learning;

机译：彗星测定;DNA损伤;卷积神经网络;深入学习;

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1. Classification of DNA damages on segmented comet assay images using convolutional neural network [J] . Atila Umit, Baydilli Yusuf Yargi, Sehirli Eftal, Computer Methods and Programs in Biomedicine: An International Journal Devoted to the Development, Implementation and Exchange of Computing Methodology and Software Systems in Biomedical Research and Medical Practice . 2020,第期

机译：卷积神经网络分段彗星测定图像对DNA损伤的分类
2. Damage Classification for Masonry Historic Structures Using Convolutional Neural Networks Based on Still Images [J] . Wang Niannian, Zhao Qingan, Li Shengyuan, Computer-Aided Civil and Infrastructure Engineering . 2018,第12期

机译：基于静止图像的卷积神经网络对砌体历史建筑物的损伤分类
3. A segmented particle swarm optimization convolutional neural network for land cover and land use classification of remote sensing images [J] . Yongnian Gao, Qin Li Remote sensing letters . 2019,第10a12期

机译：用于遥感图像的陆地覆盖和土地的分段粒子群优化卷积神经网络
4. Automatic detection of comets in Silver stained comet assay images for DNA damage analysis [C] . Sreelatha G., Rashmi P., Sathidevi P.S., IEEE International Conference on Signal Processing, Communications and Computing . 2014

机译：自动检测银染彗星测定图像中的彗星以进行DNA损伤分析
5. Combining Convolutional Neural Networks and Graph Neural Networks for Image Classification [D] . Trivedy, Vivek. 2021

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6. Automated Pulmonary Nodule Classification in Computed Tomography Images Using a Deep Convolutional Neural Network Trained by Generative Adversarial Networks [O] . Yuya Onishi, Atsushi Teramoto, Masakazu Tsujimoto, 2006

机译：使用由生成对抗网络训练的深卷积神经网络在计算机断层扫描图像中自动进行肺结节分类
7. Modified Convolutional Neural Networks Architecture for Hyperspectral Image Classification (Extra‐Convolutional Neural Networks) [O] . Maissa HAMOUDA, Med Salim BOUHLEL 2021

机译：用于高光谱图像分类的修改的卷积神经网络（超卷积神经网络）

Classification of DNA damages on segmented comet assay images using convolutional neural network

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