AutoMorph: Accelerating morphometrics with automated 2D and 3D image processing and shape extraction

被引:26
|
作者
Hsiang, Allison Y. [1 ,2 ]
Nelson, Kaylea [1 ]
Elder, Leanne E. [1 ]
Sibert, Elizabeth C. [3 ,4 ]
Kahanamoku, Sara S. [1 ,5 ,6 ]
Burke, Janet E. [1 ]
Kelly, Abigail [7 ]
Liu, Yusu [8 ]
Hull, Pincelli M. [1 ]
机构
[1] Yale Univ, Dept Geol & Geophys, New Haven, CT USA
[2] Swedish Museum Nat Hist, Dept Bioinformat & Genet, Stockholm, Sweden
[3] Harvard Univ, Harvard Soc Fellows, Cambridge, MA 02138 USA
[4] Harvard Univ, Dept Earth & Planetary Sci, 20 Oxford St, Cambridge, MA 02138 USA
[5] Univ Calif Berkeley, Dept Integrat Biol, Berkeley, CA 94720 USA
[6] Univ Calif Berkeley, Museum Paleontol, Berkeley, CA 94720 USA
[7] Smithsonian Trop Res Inst, Balboa, Panama
[8] MIT, Dept Mat Sci & Engn, Cambridge, MA 02139 USA
来源
METHODS IN ECOLOGY AND EVOLUTION | 2018年 / 9卷 / 03期
关键词
automated data extraction; bivalves; foraminifera; geometric morphometrics; ichthyoliths; macrofossils; microfossils; patellogastropoda; photogrammetry; virtual palaeontology; EVOLUTION;
D O I
10.1111/2041-210X.12915
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
Large-scale, comparative studies of morphological variation are rare due to the time-intensive nature of shape quantification. This data gap is important to address, as intraspecific and interspecific morphological variation underpins and reflects ecological and evolutionary processes. Here, we detail a novel software package, AutoMorph, for high-throughput object and shape extraction. AutoMorph can batch image many types of organisms (e.g. foraminifera, molluscs and fish teeth), allowing for rapid generation of assemblage-scale morphological data. We used AutoMorph to image and generate 2D and 3D morphological data for >100,000 marine microfossils in about a year. Our collaborators have used AutoMorph to process >12,000 patellogastropod shells and >50,000 fish teeth. AutoMorph allows users to rapidly produce large amounts of morphological data, facilitating community-scale evolutionary and ecological studies. To hasten the adoption of automated approaches, we have made AutoMorph freely available and open source. AutoMorph runs on all UNIX-like systems; future versions will run across all platforms.
引用
收藏
页码:605 / 612
页数:8
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