메뉴 건너뛰기




Volumn 69, Issue , 2012, Pages 65-73

Robust hyperspectral vision-based classification for multi-season weed mapping

Author keywords

Computer vision; Machine learning; Multiclassifier system; Plant recognition; Seasonal variability; Weed control

Indexed keywords

BAYESIAN CLASSIFIER; CANOPY REFLECTANCE; CLASSIFICATION ACCURACY; DATA SETS; DISCRIMINATION ACCURACY; ENVIRONMENTAL CONDITIONS; ERROR RATE; EXPERT KNOWLEDGE; FIELD CONDITIONS; GLOBAL CALIBRATION; HISTORICAL DATA; HYPERSPECTRAL; IMAGE-BASED; MACHINE VISION SYSTEMS; MULTICLASSIFIER SYSTEM; PLANT RECOGNITION; SEASONAL VARIABILITY; VISION BASED;

EID: 84862782421     PISSN: 09242716     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.isprsjprs.2012.02.006     Document Type: Article
Times cited : (45)

References (41)
  • 2
    • 0027136392 scopus 로고
    • Using satellite data to map False Broomweed (Ericamerria austrotexana) infestations on south Texas rangelands
    • Anderson G.L., Everitt J.H., Richardson A.J., Escobar D.E. Using satellite data to map False Broomweed (Ericamerria austrotexana) infestations on south Texas rangelands. Weed Technology 1993, 7(4):865-871.
    • (1993) Weed Technology , vol.7 , Issue.4 , pp. 865-871
    • Anderson, G.L.1    Everitt, J.H.2    Richardson, A.J.3    Escobar, D.E.4
  • 3
    • 0000970050 scopus 로고    scopus 로고
    • Reduced input of herbicides by use of optoelectronic sensors
    • Biller R.H. Reduced input of herbicides by use of optoelectronic sensors. Journal of Agricultural Engineering Research 1998, 71(4):357-362.
    • (1998) Journal of Agricultural Engineering Research , vol.71 , Issue.4 , pp. 357-362
    • Biller, R.H.1
  • 5
    • 28744454290 scopus 로고    scopus 로고
    • Site-specific weed management: sensing requirements - what do we need to see?
    • Brown R.B., Noble S.D. Site-specific weed management: sensing requirements - what do we need to see?. Weed Science 2005, 53(2):252-258.
    • (2005) Weed Science , vol.53 , Issue.2 , pp. 252-258
    • Brown, R.B.1    Noble, S.D.2
  • 6
    • 0034232940 scopus 로고    scopus 로고
    • Backpropagation neural network design and evaluation for classifying weed species using color image texture
    • Burks T.F., Shearer S.A., Gates R.S., Donohue K.D. Backpropagation neural network design and evaluation for classifying weed species using color image texture. Transactions of the ASAE 2000, 43(4):1029-1037.
    • (2000) Transactions of the ASAE , vol.43 , Issue.4 , pp. 1029-1037
    • Burks, T.F.1    Shearer, S.A.2    Gates, R.S.3    Donohue, K.D.4
  • 7
    • 0041767530 scopus 로고    scopus 로고
    • Leaf shape modeling and analysis using geometric descriptors derived from Bezier curves
    • Chi Y.-T., Chien C.-F., Lin T.-T. Leaf shape modeling and analysis using geometric descriptors derived from Bezier curves. Transactions of the ASAE 2002, 46(1):175-185.
    • (2002) Transactions of the ASAE , vol.46 , Issue.1 , pp. 175-185
    • Chi, Y.-T.1    Chien, C.-F.2    Lin, T.-T.3
  • 11
    • 0035338110 scopus 로고    scopus 로고
    • Multi-spectral vision system for weed detection
    • Feyaerts F., van Gool L. Multi-spectral vision system for weed detection. Pattern Recognition Letters 2001, 22(6-7):667-674.
    • (2001) Pattern Recognition Letters , vol.22 , Issue.6-7 , pp. 667-674
    • Feyaerts, F.1    van Gool, L.2
  • 12
    • 0026124532 scopus 로고
    • Shape description of completely visible and partially occluded leaves for identifying plants in digital images
    • Franz E., Gebhardt M.R., Unklesbay K.B. Shape description of completely visible and partially occluded leaves for identifying plants in digital images. Transactions of the ASAE 1991, 34(2):673-681.
    • (1991) Transactions of the ASAE , vol.34 , Issue.2 , pp. 673-681
    • Franz, E.1    Gebhardt, M.R.2    Unklesbay, K.B.3
  • 13
    • 67650234021 scopus 로고    scopus 로고
    • Three decades of hyperspectral remote sensing of the Earth: a personal view
    • Goetz A.F.H. Three decades of hyperspectral remote sensing of the Earth: a personal view. Remote Sensing of Environment 2009, 113(1):S5-S16.
    • (2009) Remote Sensing of Environment , vol.113 , Issue.1
    • Goetz, A.F.H.1
  • 14
    • 0021892045 scopus 로고
    • Imaging spectrometry for Earth remote sensing
    • Goetz A.F.H., Vane G., Solomon J., Rock B.N. Imaging spectrometry for Earth remote sensing. Science 1985, 228(4704):1147-1153.
    • (1985) Science , vol.228 , Issue.4704 , pp. 1147-1153
    • Goetz, A.F.H.1    Vane, G.2    Solomon, J.3    Rock, B.N.4
  • 15
    • 34247631013 scopus 로고    scopus 로고
    • A review of hyperspectral remote sensing and its application in vegetation and water resource studies
    • Govender M., Chetty K., Bulcock H. A review of hyperspectral remote sensing and its application in vegetation and water resource studies. Water SA 2007, 33(2):145-151.
    • (2007) Water SA , vol.33 , Issue.2 , pp. 145-151
    • Govender, M.1    Chetty, K.2    Bulcock, H.3
  • 17
    • 0025623673 scopus 로고
    • Optical properties of vegetation canopies
    • Butterworths, London, M.D. Steven, J.A. Clark (Eds.)
    • Guyot G. Optical properties of vegetation canopies. Applications of Remote Sensing in Agriculture 1990, 19-44. Butterworths, London. M.D. Steven, J.A. Clark (Eds.).
    • (1990) Applications of Remote Sensing in Agriculture , pp. 19-44
    • Guyot, G.1
  • 20
    • 85032751277 scopus 로고    scopus 로고
    • Detection algorithms for hyperspectral imaging applications
    • Manolakis D., Shaw G. Detection algorithms for hyperspectral imaging applications. IEEE Signal Processing Magazine 2002, 19(1):29-43.
    • (2002) IEEE Signal Processing Magazine , vol.19 , Issue.1 , pp. 29-43
    • Manolakis, D.1    Shaw, G.2
  • 21
    • 0001120240 scopus 로고
    • Light reflectance and remote-sensing of weeds in agronomic and horticultural crops
    • Menges R.M., Nixon P.R., Richardson A.J. Light reflectance and remote-sensing of weeds in agronomic and horticultural crops. Weed Science 1985, 33(4):569-581.
    • (1985) Weed Science , vol.33 , Issue.4 , pp. 569-581
    • Menges, R.M.1    Nixon, P.R.2    Richardson, A.J.3
  • 22
    • 0032122198 scopus 로고    scopus 로고
    • Textural imaging and discriminant analysis for distinguishing weeds for spot spraying
    • Meyer G.E., Mehta T., Kocher F., Mortensen D.A., Samal A. Textural imaging and discriminant analysis for distinguishing weeds for spot spraying. Transactions of the ASAE 1998, 41(4):1189-1197.
    • (1998) Transactions of the ASAE , vol.41 , Issue.4 , pp. 1189-1197
    • Meyer, G.E.1    Mehta, T.2    Kocher, F.3    Mortensen, D.A.4    Samal, A.5
  • 23
    • 0002443788 scopus 로고
    • Chemical principles of near-infrared technology
    • American Association of Cereal Chemists, Inc., St. Paul, MN, P.C. Williams, K.H. Norris (Eds.)
    • Murray I., Williams P.C. Chemical principles of near-infrared technology. Near-infrared Technology in the Agricultural and Food Industries 1987, 17-34. American Association of Cereal Chemists, Inc., St. Paul, MN. P.C. Williams, K.H. Norris (Eds.).
    • (1987) Near-infrared Technology in the Agricultural and Food Industries , pp. 17-34
    • Murray, I.1    Williams, P.C.2
  • 24
    • 0000183158 scopus 로고
    • Remote-sensing of Broom Snakeweed (Gutierrezia sarthrae) with NOAA-10 spectral image processing
    • Peters A.J., Reed B.C., Eve M.D., McDaniel K.C. Remote-sensing of Broom Snakeweed (Gutierrezia sarthrae) with NOAA-10 spectral image processing. Weed Technology 1992, 6(4):1015-1020.
    • (1992) Weed Technology , vol.6 , Issue.4 , pp. 1015-1020
    • Peters, A.J.1    Reed, B.C.2    Eve, M.D.3    McDaniel, K.C.4
  • 25
    • 0004282518 scopus 로고    scopus 로고
    • SAS Institute, Inc., Cary, NC, SAS
    • SAS SAS/STAT® User's Guide 2007, SAS Institute, Inc., Cary, NC. second ed.
    • (2007) SAS/STAT® User's Guide
  • 26
    • 0042553279 scopus 로고
    • Smoothing and differentiation of data by simplified least squares procedures
    • Savitzky A., Golay M.J.E. Smoothing and differentiation of data by simplified least squares procedures. Analytical Chemistry 1964, 36(8):1627-1639.
    • (1964) Analytical Chemistry , vol.36 , Issue.8 , pp. 1627-1639
    • Savitzky, A.1    Golay, M.J.E.2
  • 27
    • 14744269926 scopus 로고    scopus 로고
    • Applications of spectral reflectance techniques in Northern European cereal production: a review
    • Scotford I.M., Miller P.C.H. Applications of spectral reflectance techniques in Northern European cereal production: a review. Biosystems Engineering 2005, 90(3):235-250.
    • (2005) Biosystems Engineering , vol.90 , Issue.3 , pp. 235-250
    • Scotford, I.M.1    Miller, P.C.H.2
  • 28
    • 0025511038 scopus 로고
    • Plant identification using color co-occurrence matrices
    • Shearer S.A., Holmes R.G. Plant identification using color co-occurrence matrices. Transactions of the ASAE 1990, 33(6):2037-2044.
    • (1990) Transactions of the ASAE , vol.33 , Issue.6 , pp. 2037-2044
    • Shearer, S.A.1    Holmes, R.G.2
  • 29
    • 85130039770 scopus 로고    scopus 로고
    • Application of NIR spectroscopy to agricultural products
    • CRC Press Taylor & Francis Group, Boca Raton, FL, D.A. Burns, E.W. Ciurczak (Eds.)
    • Shenk J.S., Workman J.J., Westerhaus M.O. Application of NIR spectroscopy to agricultural products. Handbook of Near-Infrared Analysis 2008, 347-386. CRC Press Taylor & Francis Group, Boca Raton, FL. third ed. D.A. Burns, E.W. Ciurczak (Eds.).
    • (2008) Handbook of Near-Infrared Analysis , pp. 347-386
    • Shenk, J.S.1    Workman, J.J.2    Westerhaus, M.O.3
  • 30
    • 0030214739 scopus 로고    scopus 로고
    • Plant identification from leaves using quasi-sensor fusion
    • Shiraishi M., Sumiya H. Plant identification from leaves using quasi-sensor fusion. Transactions of the ASME 1996, 118(3):382-387.
    • (1996) Transactions of the ASME , vol.118 , Issue.3 , pp. 382-387
    • Shiraishi, M.1    Sumiya, H.2
  • 32
    • 46049097344 scopus 로고    scopus 로고
    • Multispectral machine vision identification of lettuce and weed seedlings for automated weed control
    • Slaughter D.C., Giles D.K., Fennimore S.A., Smith R.F. Multispectral machine vision identification of lettuce and weed seedlings for automated weed control. Weed Technology 2008, 22(2):378-384.
    • (2008) Weed Technology , vol.22 , Issue.2 , pp. 378-384
    • Slaughter, D.C.1    Giles, D.K.2    Fennimore, S.A.3    Smith, R.F.4
  • 34
    • 0345591924 scopus 로고
    • Comments on smoothing and differentiation of data by simplified least square procedure
    • Steinier J., Termonia Y., Deltour J. Comments on smoothing and differentiation of data by simplified least square procedure. Analytical Chemistry 1972, 44(11):1906-1909.
    • (1972) Analytical Chemistry , vol.44 , Issue.11 , pp. 1906-1909
    • Steinier, J.1    Termonia, Y.2    Deltour, J.3
  • 35
    • 84862821389 scopus 로고    scopus 로고
    • Tomato Net, Available from: (accessed 13 October 2011).
    • Tomato Net, 2011. Available from: (accessed 13 October 2011). http://www.tomatonet.org.
    • (2011)
  • 36
    • 84862832112 scopus 로고    scopus 로고
    • USDA, Vegetables 2009 Summary. Available from: (accessed 05 August 2010).
    • USDA, 2010. Vegetables 2009 Summary. Available from: (accessed 05 August 2010). http://www.nass.usda.gov.
    • (2010)
  • 37
    • 2042536446 scopus 로고
    • Mapping flowering Patterson's Curse (Echium plantagineum) around Lake Hume, Northeastern Victoria, using Landsat TM data
    • Ullah E., Shepherd R.C.H., Baxter J.T., Peterson J.A. Mapping flowering Patterson's Curse (Echium plantagineum) around Lake Hume, Northeastern Victoria, using Landsat TM data. Plant Protection Quarterly 1989, 4(4):155-157.
    • (1989) Plant Protection Quarterly , vol.4 , Issue.4 , pp. 155-157
    • Ullah, E.1    Shepherd, R.C.H.2    Baxter, J.T.3    Peterson, J.A.4
  • 39
    • 79957676935 scopus 로고    scopus 로고
    • Hyperspectral species mapping for automatic weed control in tomato under thermal environmental stress
    • Zhang Y., Slaughter D.C. Hyperspectral species mapping for automatic weed control in tomato under thermal environmental stress. Computers and Electronics in Agriculture 2011, 77(1):95-104.
    • (2011) Computers and Electronics in Agriculture , vol.77 , Issue.1 , pp. 95-104
    • Zhang, Y.1    Slaughter, D.C.2
  • 40
    • 76449096921 scopus 로고    scopus 로고
    • Precision automated weed control using hyperspectral vision identification and heated oil
    • ASABE Annual International Meeting, Reno, 21-24 June. (on CDROM).
    • Zhang, Y., Staab, E.S., Slaughter, D.C., Giles, D.K., Downey, D., 2009. Precision automated weed control using hyperspectral vision identification and heated oil. In: Proc. ASABE Annual International Meeting, Reno, 21-24 June. pp. (on CDROM).
    • (2009) Proc.
    • Zhang, Y.1    Staab, E.S.2    Slaughter, D.C.3    Giles, D.K.4    Downey, D.5
  • 41
    • 0032078306 scopus 로고    scopus 로고
    • A review of spectral properties of plants and their potential use for crop/weed discrimination in row-crops
    • Zwiggelaar R. A review of spectral properties of plants and their potential use for crop/weed discrimination in row-crops. Crop Protection 1998, 17(3):189-206.
    • (1998) Crop Protection , vol.17 , Issue.3 , pp. 189-206
    • Zwiggelaar, R.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.