First steps toward an electronic field guide for plants

被引:74
作者
Agarwal, Gaurav
Belhumeur, Peter
Feiner, Steven
Jacobs, David
Jacobs, David
Kress, W. John
Ramamoorthi, Ravi
Bourg, Norman A.
Dixit, Nandan
Ling, Haibin
Mahajan, Dhruv
Russell, Rusty
Shirdhonkar, Sameer
Sunkavalli, Kalyan
White, Sean
机构
[1] Univ Maryland, Inst Adv Comp Studies, College Pk, MD 20742 USA
[2] Columbia Univ, Dept Comp Sci, New York, NY 10027 USA
[3] Smithsonian Inst, Dept Bot, MRC 166, US Natl Herbarium,Natl Museum Nat Hist, Washington, DC 20013 USA
关键词
augmented reality; computer vision; content-based image retrieval; electronic field guide; innerdistance; mobile computing; shape matching; species identification; type specimens; recognition; wearable computing;
D O I
10.2307/25065637
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
We describe an ongoing project to digitize information about plant specimens and make it available to botanists in the field. This first requires digital images and models, and then effective retrieval and mobile computing mechanisms for accessing this information. We have almost completed a digital archive of the collection of type specimens at the Smithsonian Institution Department of Botany. Using these and additional images, we have also constructed prototype electronic field guides for the flora of Plummers Island. Our guides use a novel computer vision algorithm to compute leaf similarity. This algorithm is integrated into image browsers that assist a user in navigating a large collection of images to identify the species of a new specimen. For example, our systems allow a user to photograph a leaf and use this image to retrieve a set of leaves with similar shapes. We measured the effectiveness of one of these systems with recognition experiments on a large dataset of images. and with user studies of the complete retrieval system. In addition, we describe future directions for acquiring models of more complex, 3D specimens, and for using new methods in wearable computing to interact with data in the 3D environment in which it is acquired.
引用
收藏
页码:597 / 610
页数:14
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