以标签的形式从屏幕截图中提取设备信息

Sumit Kumar, Gopi Ramena, Manoj Goyal, D. Mohanty, Ankur Agarwal, Benu Changmai, Sukumar Moharana
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引用次数: 3

摘要

我们提出了一种方法,使移动屏幕截图容易搜索。在本文中,我们提出了以下工作流程:1)对截图集合进行预处理,2)识别图像中存在的脚本,3)从图像中提取非结构化文本,4)识别提取文本的语言,5)从文本中提取关键字,6)根据图像特征识别标签,7)通过识别相关关键字扩展标签集,8)在排序后插入带有相关图像的图像标签并将其编入索引,使其在设备上可搜索。我们制作了支持多种语言的管道,并在设备上执行,解决了隐私问题。我们为流水线中的组件开发了新的架构,优化了设备上计算的性能和内存。我们从实验中观察到,开发的解决方案可以减少用户的总体工作量,并改善最终用户在搜索时的体验,其结果被发布。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On-Device Information Extraction from Screenshots in form of tags
We propose a method to make mobile Screenshots easily searchable. In this paper, we present the workflow in which we: 1) pre-processed a collection of screenshots, 2) identified script present in image, 3) extracted unstructured text from images, 4) identified language of the extracted text, 5) extracted keywords from the text, 6) identified tags based on image features, 7) expanded tag set by identifying related keywords, 8) inserted image tags with relevant images after ranking and indexed them to make it searchable on device. We made the pipeline which supports multiple languages and executed it on-device, which addressed privacy concerns. We developed novel architectures for components in the pipeline, optimized performance and memory for on-device computation. We observed from experimentation that the solution developed can reduce overall user effort and improve end user experience while searching, whose results are published.
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