PSDoodle: Fast App Screen Search via Partial Screen Doodle

PSDoodle: Fast App Screen Search via Partial Screen Doodle
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DOI:
10.1145/3524613.3527816
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发表时间:
2022-04
期刊:
2022 IEEE/ACM 9th International Conference on Mobile Software Engineering and Systems (MobileSoft)
影响因子:
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通讯作者:
Soumik Mohian;Christoph Csallner
Soumik Mohian;Christoph Csallner
中科院分区:
其他
文献类型:
--
作者:
Soumik Mohian;Christoph Csallner

文献摘要

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通过现有的存储库搜索特定的移动的应用程序屏幕设计目前要么缓慢要么乏味。这种搜索要么限于基本的关键字搜索(谷歌图像搜索),要么需要输入完整的查询屏幕图像(SWIRE)。一个很有前途的替代方案是交互式部分草图,它比关键字搜索更结构化,比全屏查询更快。PSDoodle是第一个允许通过交互式草图进行屏幕交互式搜索的系统。PSDoodle是建立在Rico存储库的58k Android应用程序屏幕,图标级涂鸦的Google QuickDraw数据集和DoodleUINet的组合之上,DoodleUINet是从数百个人收集的约10k应用程序图标涂鸦的精选语料库。在我们与第三方软件开发人员的评估中,PSDoodle提供了与SWIRE工作线的最先进水平相似的前10名屏幕检索准确性,同时将所需的平均时间缩短了一半。
Searching through existing repositories for a specific mobile app screen design is currently either slow or tedious. Such searches are either limited to basic keyword searches (Google Image Search) or require as input a complete query screen image (SWIRE). A promising alternative is interactive partial sketching, which is more structured than keyword search and faster than complete-screen queries. PSDoodle is the first system to allow interactive search of screens via interactive sketching. PSDoodle is built on top of a combination of the Rico repository of some 58k Android app screens, the Google QuickDraw dataset of icon-level doodles, and DoodleUINet, a curated corpus of some 10k app icon doodles collected from hundreds of individuals. In our evaluation with third-party software developers, PSDoodle provided similar top-10 screen retrieval accuracy as the state of the art from the SWIRE line of work, while cutting the average time required about in half.