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[电气工程与系统科学] 鱼与熊掌兼得:图像的脚本工作流 操纵 [推广有奖]

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可人4 在职认证  发表于 2022-3-3 14:09:40 来自手机 |AI写论文

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摘要翻译:
科学中的可复制性问题受到了越来越多的关注。一个一致的建议是使用脚本方法或工作流进行数据分析。图像分析是科学中很少能用脚本方法完成的一个领域。SWIIM项目(脚本化工作流以改进图像操作)旨在从流行的图像操作工具生成工作流。在该项目中,采用了两种方法来构建图像分析领域的工作流。首先,开源工具GIMP正在得到增强,以生成活动日志(可以在独立的基础上运行以执行相同的操作)。第二,R system Shiny工具被用来构造一个图形用户界面(GUI),它与EBImage代码一起工作,以修改图像,并生成一个可以执行相同操作的活动日志。这一进程迄今已取得成功,但尚未完成。讨论了每个组件的基本方法,并给出了示例代码。
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英文标题:
《Having your cake and eating it too: Scripted workflows for image
  manipulation》
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作者:
Paul A. Thompson, Norm Matloff, Alex Fu and Ariel Shin
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最新提交年份:
2017
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分类信息:

一级分类:Electrical Engineering and Systems Science        电气工程与系统科学
二级分类:Image and Video Processing        图像和视频处理
分类描述:Theory, algorithms, and architectures for the formation, capture, processing, communication, analysis, and display of images, video, and multidimensional signals in a wide variety of applications. Topics of interest include: mathematical, statistical, and perceptual image and video modeling and representation; linear and nonlinear filtering, de-blurring, enhancement, restoration, and reconstruction from degraded, low-resolution or tomographic data; lossless and lossy compression and coding; segmentation, alignment, and recognition; image rendering, visualization, and printing; computational imaging, including ultrasound, tomographic and magnetic resonance imaging; and image and video analysis, synthesis, storage, search and retrieval.
用于图像、视频和多维信号的形成、捕获、处理、通信、分析和显示的理论、算法和体系结构。感兴趣的主题包括:数学,统计,和感知图像和视频建模和表示;线性和非线性滤波、去模糊、增强、恢复和重建退化、低分辨率或层析数据;无损和有损压缩编码;分割、对齐和识别;图像渲染、可视化和打印;计算成像,包括超声、断层和磁共振成像;以及图像和视频的分析、合成、存储、搜索和检索。
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英文摘要:
  The reproducibility issue in science has come under increased scrutiny. One consistent suggestion lies in the use of scripted methods or workflows for data analysis. Image analysis is one area in science in which little can be done in scripted methods. The SWIIM Project (Scripted Workflows to Improve Image Manipulation) is designed to generate workflows from popular image manipulation tools. In the project, 2 approaches are being taken to construct workflows in the image analysis area. First, the open-source tool GIMP is being enhanced to produce an active log (which can be run on a stand-alone basis to perform the same manipulation). Second, the R system Shiny tool is being used to construct a graphical user interface (GUI) which works with EBImage code to modify images, and to produce an active log which can perform the same operations. This process has been successful to date, but is not complete. The basic method for each component is discussed, and example code is shown.
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PDF链接:
https://arxiv.org/pdf/1709.07406
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关键词:鱼与熊掌 工作流 manipulation Construction Segmentation workflows 操作 science 方法 得到

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