AUTOMATIC IDENTIFICATION OF 10 WEED SPECIES IN DIGITAL IMAGES USING FOURIER DESCRIPTORS AND SHAPE-PARAMETERS

被引:22
作者
GERHARDS, R [1 ]
NABOUT, A [1 ]
SOKEFELD, M [1 ]
KUHBAUCH, W [1 ]
ELDIN, HAN [1 ]
机构
[1] UNIV GESAMTHSCH WUPPERTAL,INST AUTOMATISIERUNGSTECH,W-5600 WUPPERTAL 1,GERMANY
来源
JOURNAL OF AGRONOMY AND CROP SCIENCE-ZEITSCHRIFT FUR ACKER UND PFLANZENBAU | 1993年 / 171卷 / 05期
关键词
WEED IDENTIFICATION; DIGITAL IMAGE ANALYSIS;
D O I
10.1111/j.1439-037X.1993.tb00147.x
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Plant species discrimination in mixed plant communities has recently become possible using transforms and shape parameters to classify digital images. In the present study image analysis techniques were used to identify weeds commonly found in winter cereal fields. Those species included Veronica hederifolia L., Thlaspi arvense Beauv., Alopecurus myosuroides L., Apera spica-venti L., Poa annua L., Stellaria media L., Capsella bursa-pastoris L., Lamium purpureum L., Matricaria chamomilla L. and Galium aparine L. Images of several growth stages of these weeds were photographed using a Still Videokamera, binarified, the shape extracted and then Fourier descriptors and shape parameter were calculated for each weed. Classified digital images of each species were stored on the computer. A separate set of photographic images of these 10 weeds were used to test the ability of the classified images for plant identification. The average rate of correct identification was 81.9 % ranging from 41.6 % to 100
引用
收藏
页码:321 / 328
页数:8
相关论文
共 17 条
  • [1] COSGRITT RL, 1960, AD245729
  • [2] FRANZ E, 1991, T ASAE, V34, P673
  • [3] FRANZ E, 1991, ASAE90 PAP, P7044
  • [4] GUYER DE, 1986, T ASAE, V29, P1500
  • [5] KUHBAUCH W, 1985, ANGEW BOT, V59, P209
  • [6] KUHBAUCH W, 1983, ANGEW BOT, V57, P381
  • [7] FIELD-SCALE ESTIMATES OF GRASS WEED POPULATIONS IN ARABLE LAND
    MARSHALL, EJP
    [J]. WEED RESEARCH, 1988, 28 (03) : 191 - 198
  • [8] MORTENSEN DA, 1993, WEED SCI M MINN ST P, P113
  • [9] NABOUT A, 1991, Patent No. 41358812
  • [10] NABOUT A, 1992, THESIS FACHBEREICH E