Budburst and leaf area expansion measured with a novel mobile camera system and simple color thresholding

被引:49
作者
Graham, Eric A. [1 ]
Yuen, Eric M. [1 ]
Robertson, Geoff F. [2 ]
Kaiser, William J. [1 ,3 ]
Hamilton, Michael P. [1 ,4 ]
Rundel, Philip W. [1 ,5 ]
机构
[1] Univ Calif Los Angeles, Ctr Embedded Networked Sensing, Los Angeles, CA 90095 USA
[2] Univ Calif Riverside, Dept Biol, Riverside, CA 92521 USA
[3] Univ Calif Los Angeles, Dept Elect Engn, Los Angeles, CA 90095 USA
[4] Univ Calif Los Angeles, Idyllwild, CA 92549 USA
[5] Univ Calif Los Angeles, Dept Ecol & Evolutionary Biol, Los Angeles, CA 90095 USA
基金
美国国家科学基金会;
关键词
Digital camera; Green-up; Robotic; HSL color space; IMAGE SEGMENTATION; PHENOLOGY; CLIMATE; REFLECTANCE; RESPONSES;
D O I
10.1016/j.envexpbot.2008.09.013
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Plant phenology relates strongly to primary productivity and the energy that enters into ecological food webs, and thus is vital in understanding ecosystem function and the effects of climate and climate change. The manual collection of phenological data is labor-intensive and not easily scalable, thus the ability to quantify leaf flush and other parameters at many locations requires innovative new methodologies such as the use of visible light digital cameras. improved imaging performance was obtained by using a cabled, mobile camera system that allowed a repeated image census of branches of Rhododendron occidentale in the understory along a 30 m transect during leaf flush. Automatic division of acquired images into areas of interest (leaves) and background for calculating leaf area was accomplished by thresholding images in different color spaces. Transformation of the color space into the hue, saturation, and luminance (HSL) color space before thresholding resulted in a mean RMS error of 21.2 cm(2) compared to hand-counts of leaf area. Thresholding in the native red, green, and blue (RGB) color space to isolate leaves resulted in a larger error, as did using algebraic combinations of the color components or color ratios. Relating physiological function to images, as for sap flow for branches of R. occidentale, indicates that the greening and calculated leaf area of a species as detected by imagers requires additional meteorological sensor data for interpretation. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:238 / 244
页数:7
相关论文
共 37 条
[1]   Soil sensor technology: Life within a pixel [J].
Allen, Michael F. ;
Vargas, Rodrigo ;
Graham, Eric A. ;
Swenson, William ;
Hamilton, Michael ;
Taggart, Michael ;
Harmon, Thomas C. ;
Rat'ko, Alexander ;
Rundel, Phil ;
Fulkerson, Brian ;
Estrin, Deborah .
BIOSCIENCE, 2007, 57 (10) :859-867
[2]  
[Anonymous], P INT C DISTR NETW D
[3]  
[Anonymous], DIGITAL IMAGE PROCES
[4]   Responses of spring phenology to climate change [J].
Badeck, FW ;
Bondeau, A ;
Böttcher, K ;
Doktor, D ;
Lucht, W ;
Schaber, J ;
Sitch, S .
NEW PHYTOLOGIST, 2004, 162 (02) :295-309
[5]  
Betancourt J.L., 2007, Eos, Transactions American Geophysical Union, V88, P211, DOI DOI 10.1029/2007EO190007
[6]  
Bruce J, 2000, 2000 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS 2000), VOLS 1-3, PROCEEDINGS, P2061, DOI 10.1109/IROS.2000.895274
[7]   Macro- to fine-scale spatial and temporal distributions and dynamics of phytoplankton and their environmental driving forces in a small montane lake in southern California, USA [J].
Caron, David A. ;
Stauffer, Beth ;
Moorthi, Stefanie ;
Singh, Amarjeet ;
Batalin, Maxim ;
Graham, Eric A. ;
Hansen, Mark ;
Kaiser, William J. ;
Das, Jnaneshwar ;
Pereira, Arvind ;
Dhariwal, Amit ;
Zhang, Bin ;
Oberg, Carl ;
Sukhatme, Gaurav S. .
LIMNOLOGY AND OCEANOGRAPHY, 2008, 53 (05) :2333-2349
[8]   Color image segmentation: advances and prospects [J].
Cheng, HD ;
Jiang, XH ;
Sun, Y ;
Wang, JL .
PATTERN RECOGNITION, 2001, 34 (12) :2259-2281
[9]   Long-term measurements of stand water uptake in Swedish boreal forest [J].
Cienciala, E ;
Kucera, J ;
Lindroth, A .
AGRICULTURAL AND FOREST METEOROLOGY, 1999, 98-9 :547-554
[10]   Directional reflectance of vegetation measured by a calibrated digital camera [J].
Dymond, JR ;
Trotter, CM .
APPLIED OPTICS, 1997, 36 (18) :4314-4319