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| 1 | Effective plant discrimination based on the combination of local binary pattern operators and multiclass support vector machine methods显示文摘Accurate crop and weed discrimination plays a critical role in addressing the challenges of weed management in agriculture.The use of herbicides is currently the most common approach to weed control.However,herbicide resistant plants have long been recognised as a major concern due to the excessive use of herbicides.Effective weed detection techniques can reduce the cost of weed management and improve crop quality and yield.A computationally efficient and robust plant classification algorithm is developed and applied to the classification of three crops:Brassica napus(canola),Zea mays(maize/corn),and radish.The developed algorithm is based on the combination of Local Binary Pattern(LBP)operators,for the extraction of crop leaf textural features and Support vector machine(SVM)method,for multiclass plant classification.This paper presents the first investigation of the accuracy of the combined LBP algorithms,trained using a large dataset of canola,radish and barley leaf images captured by a testing facility under simulated field conditions.The dataset has four subclasses,background,canola,corn,and radish,with 24,000 images used for training and 6000 images,for validation.The dataset is referred herein as 'bccr-segset'and published online.In each subclass,plant images are collected at four crop growth stages.Experimentally,the algorithm demonstrates plant classification accuracy as high as 91.85%,for the four classes. | Vi Nguyen Thanh Le Beniamin Apopei Kamal Alameh | 2019 | Information Processing in Agriculture2019，6，1： | 4 |
| 2 | Numerical simulation of LNG vapor dispersion in brayton fire training field tests with ANSYS CFX 显示文摘 | Ruifeng Q Dedy N Beniamin R | 2010 | Journal of Hazardous Materials2010，183，： | 1 |
| 3 | Numerical simulation of LNG vapor dispersion in brayton fire training field tests with ANSYS CFX 显示文摘 | Ruifeng Q J Dedy N G Beniamin R | 2010 | Journal of Hazardous Materials2010，，183： | 1 |
| 4 | Knowledge Engineering, Principles and Methods显示文摘 | Studer R Beniamins V R Fensel D | 1998 | Data and Knowledge Engineering1998，25，122： | 1 |
| 5 | US-Turkish Relations in the Obama Era显示文摘 | Beniamin Poghosyan | 2013 | The RUSI Journal2013，，1： | 1 |
| 6 | Beam-shape transforming devices in high-efficiency projection system 显示文摘 | Robert D G | 1996 | SPIE1996，2407，： | 1 |
| 7 | Vertical integration,appropriable rents,and the competitive contracting process显示文摘 | BENIAMIN KLEIN ROBERT G RAWFORD ARMEN A ALCHIAN | 1978 | Journal of Law and Economics1978，，21： | 1 |
| 8 | Adsorption of natural organic matter (NOM) on iron oxide: Effects on NOM composition and formation of organo-halide compounds during chlorination 显示文摘 | Korshin G V Beniamin M M Sletten R S | 1997 | Water Res1997，131，7： | 1 |
| 9 | Knowledge engineering,principle and methods显示文摘 | Studer R Beniamin R Fensel D | 1998 | Data and Knowledge Engineering1998，25，12： | 1 |
| 10 | Transformation of NOM by ozone and its effect on iron and aluminum solubility显示文摘 | Edwards M Beniamin M M 1992 | 1992 | J Am Water Works Assoc1992，84，6： | 1 |
| 11 | Primary tumors of the mediastinum显示文摘 | Beniamin SP McCornack LJ Effer DB | 1972 | Chest1972，62，： | 1 |
| 12 | Transformation of NOM by ozone and its effect on iron and aluminum solubility显示文摘 | Edwards M Beniamin M M 1992 | 1992 | J Am Water Works Assoc1992，84，6： | 1 |
| 13 | Severe hemolytic disease of the newborn in a group B African-American infant de- livered by a group O mother显示文摘 | Drabik-Clary K Reddy VV Beniamin WH | 2006 | Ann Clin Lab Sci2006，36，2： | 1 |
| 14 | Congenital epidermolysis bullosa acquisita:vertical transfer of maternal autoantibody from mother to infant显示文摘 | Abrams ML Smidt A Beniamin L | | Arch Dermatol0，147，3： | 1 |
| 15 | Expression, autoregulation, and DNA binding properties of the Mycobacterium tuberculosis TrcR response regulator显示文摘 | Haydel S E Beniamin W H Dunlap N E | 2002 | J Bacteriol2002，184，8： | 1 |
| 16 | Hydrogen peroxide enhanced photocatalytic oxidation of microcystin-LR using titanium dioxide显示文摘 | Beniamin J P A C Linda A L | 2000 | Apply Catal B: Environmental2000，25，： | 1 |
| 17 | Scintigraphic RF afterunilateral pyeloplasty in children : a systematic review 显示文摘 | Castagnetti M Novara G Beniamin F | 2008 | BJUInt2008，102，： | 1 |
| 18 | Stress (heat shock) proteins: molecular chaperones in cardiovascular biology anddisease显示文摘 | Beniamin IJ MeMillan DR | 1998 | Circ Res1998，83，： | 1 |
| 19 | The distribution of free space and its relation to canopy composition at six forest sites 显示文摘 | Roman D Beniamin B Andrew L | 2004 | Forest Science2004，50，3： | 1 |
| 20 | Nucleic acid testing: update and applications显示文摘 | Beniamin ILl | 2001 | SeminHematol2001，38，9： | 1 |
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