AntVis: A web-based visual analytics tool for exploring ant movement data

被引:7
|
作者
Hu, Tianxiao [1 ]
Zheng, Hao [2 ]
Liang, Chen [3 ]
Zhu, Sirou [3 ]
Imirzian, Natalie [4 ]
Zhang, Yizhe [2 ]
Wang, Chaoli [2 ]
Hughes, David P. [4 ]
Chen, Danny Z. [2 ]
机构
[1] Facebook Inc, Menlo Pk, CA 94025 USA
[2] Univ Notre Dame, Notre Dame, IN 46556 USA
[3] Carnegie Mellon Univ, Pittsburgh, PA 15213 USA
[4] Penn State Univ, University Pk, PA 16802 USA
来源
VISUAL INFORMATICS | 2020年 / 4卷 / 01期
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
Ant movement; Object detection; Image segmentation; Visual analytics; Knowledge discovery; AGGREGATION; EXPLORATION;
D O I
10.1016/j.visinf.2020.02.001
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We present AntVis, a web-based visual analytics tool for exploring ant movement data collected from the video recording of ants moving on tree branches. Our goal is to enable domain experts to visually explore massive ant movement data and gain valuable insights via effective visualization, filtering, and comparison. This is achieved through a deep learning framework for automatic detection, segmentation, and labeling of ants, ant movement clustering based on their trace similarity, and the design and development of five coordinated views (the movement, similarity, timeline, statistical, and attribute views) for user interaction and exploration. We demonstrate the effectiveness of AntVis with several case studies developed in close collaboration with domain experts. Finally, we report the expert evaluation conducted by an entomologist and point out future directions of this study. (C) 2020 Zhejiang University and Zhejiang University Press. Published by Elsevier B.V.
引用
收藏
页码:58 / 70
页数:13
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