Plants are of fundamental importance to life on Earth. The shapes of leaves, petals and whole plants are of great significance to plant science, as they can help to distinguish between different species, to measure plant health, and even to model climate change. The growing interest in biodiversity and the increasing availability of digital images combine to make this topic timely. The global shortage of expert taxonomists further increases the demand for software tools that can recognize and characterize plants from images. A robust automated species identification system would allow people with only limited botanical training and expertise to carry out valuable field work. We review the main computational, morphometric and image processing methods that have been used in recent years to analyze images of plants, introducing readers to relevant botanical concepts along the way. We discuss the measurement of leaf outlines, flower shape, vein structures and leaf textures, and describe a wide range of analytical methods in use. We also discuss a number of systems that apply this research, including prototypes of hand-held digital field guides and various robotic systems used in agriculture. We conclude with a discussion of ongoing work and outstanding problems in the area. (C) 2012 Elsevier Ltd. All rights reserved.
机构:
Zhejiang Normal Univ, Sch Math & Comp Sci, Jinhua 321004, Zhejiang, Peoples R ChinaZhejiang Normal Univ, Sch Math & Comp Sci, Jinhua 321004, Zhejiang, Peoples R China
Yang, Chengzhuan
Fang, Lincong
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Zhejiang Univ Finance & Econ, Sch Informat, Hangzhou 310018, Peoples R ChinaZhejiang Normal Univ, Sch Math & Comp Sci, Jinhua 321004, Zhejiang, Peoples R China
Fang, Lincong
Yu, Qian
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Fudan Univ, Sch Comp Sci, Shanghai 200438, Peoples R China
Jiangsu Univ Technol, Sch Comp Engn, Changzhou 213001, Peoples R ChinaZhejiang Normal Univ, Sch Math & Comp Sci, Jinhua 321004, Zhejiang, Peoples R China
Yu, Qian
Wei, Hui
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Fudan Univ, Lab Cognit Algorithm & Model, Shanghai Key Lab Data Sci, Sch Comp Sci, Shanghai 201203, Peoples R ChinaZhejiang Normal Univ, Sch Math & Comp Sci, Jinhua 321004, Zhejiang, Peoples R China
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Nat Hist Museum Los Angeles Cty, Entomol Sect & Urban Nat Res Ctr, Los Angeles, CA 90007 USANat Hist Museum Los Angeles Cty, Entomol Sect & Urban Nat Res Ctr, Los Angeles, CA 90007 USA
Brown, Brian V.
Wong, Maria A.
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Nat Hist Museum Los Angeles Cty, Entomol Sect & Urban Nat Res Ctr, Los Angeles, CA 90007 USANat Hist Museum Los Angeles Cty, Entomol Sect & Urban Nat Res Ctr, Los Angeles, CA 90007 USA
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Natl Fish & Wildlife Forens Lab, US Fish & Wildlife Serv, 1490 East Main St, Ashland, OR 97520 USANatl Fish & Wildlife Forens Lab, US Fish & Wildlife Serv, 1490 East Main St, Ashland, OR 97520 USA
机构:
Zhejiang Normal Univ, Sch Math & Comp Sci, Jinhua 321004, Zhejiang, Peoples R ChinaZhejiang Normal Univ, Sch Math & Comp Sci, Jinhua 321004, Zhejiang, Peoples R China
Yang, Chengzhuan
Fang, Lincong
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h-index: 0
机构:
Zhejiang Univ Finance & Econ, Sch Informat, Hangzhou 310018, Peoples R ChinaZhejiang Normal Univ, Sch Math & Comp Sci, Jinhua 321004, Zhejiang, Peoples R China
Fang, Lincong
Yu, Qian
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h-index: 0
机构:
Fudan Univ, Sch Comp Sci, Shanghai 200438, Peoples R China
Jiangsu Univ Technol, Sch Comp Engn, Changzhou 213001, Peoples R ChinaZhejiang Normal Univ, Sch Math & Comp Sci, Jinhua 321004, Zhejiang, Peoples R China
Yu, Qian
Wei, Hui
论文数: 0引用数: 0
h-index: 0
机构:
Fudan Univ, Lab Cognit Algorithm & Model, Shanghai Key Lab Data Sci, Sch Comp Sci, Shanghai 201203, Peoples R ChinaZhejiang Normal Univ, Sch Math & Comp Sci, Jinhua 321004, Zhejiang, Peoples R China
机构:
Nat Hist Museum Los Angeles Cty, Entomol Sect & Urban Nat Res Ctr, Los Angeles, CA 90007 USANat Hist Museum Los Angeles Cty, Entomol Sect & Urban Nat Res Ctr, Los Angeles, CA 90007 USA
Brown, Brian V.
Wong, Maria A.
论文数: 0引用数: 0
h-index: 0
机构:
Nat Hist Museum Los Angeles Cty, Entomol Sect & Urban Nat Res Ctr, Los Angeles, CA 90007 USANat Hist Museum Los Angeles Cty, Entomol Sect & Urban Nat Res Ctr, Los Angeles, CA 90007 USA
机构:
Natl Fish & Wildlife Forens Lab, US Fish & Wildlife Serv, 1490 East Main St, Ashland, OR 97520 USANatl Fish & Wildlife Forens Lab, US Fish & Wildlife Serv, 1490 East Main St, Ashland, OR 97520 USA