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| 1 | Insect classification and detection in field crops using modern machine learning techniques显示文摘The agriculture sector has an immense potential to improve the requirement of food and supplies healthy and nutritious food.Crop insect detection is a challenging task for farmers as a significant portion of the crops are damaged,and the quality is degraded due to the pest attack.Traditional insect identification has the drawback of requiring well-trained tax-onomists to identify insects based on morphological features accurately.Experiments were conducted for classification on nine and 24 insect classes of Wang and Xie dataset using the shape features and applying machine learning techniques such as artificial neural net-works(ANN),support vector machine(SVM),k-nearest neighbors(KNN),naive bayes(NB)and convolutional neural network(CNN)model.This paper presents the insect pest detec-tion algorithm that consists of foreground extraction and contour identification to detect the insects for Wang,Xie,Deng,and IP102 datasets in a highly complex background.The 9-fold cross-validation was applied to improve the performance of the classification mod-els.The highest classification rate of 91.5%and 90%was achieved for nine and 24 class insects using the CNN model.The detection performance was accomplished with less com-putation time for Wang,Xie,Deng,and IP102 datasets using insect pest detection algo-rithm.The comparison results with the state-of-the-art classification algorithms exhibited considerable improvement in classification accuracy,computation time perfor-mance while apply more efficiently in field crops to recognize the insects.The results of classification accuracy are used to recognize the crop insects in the early stages and reduce the time to enhance the crop yield and crop quality in agriculture. | Thenmozhi Kasinathan Dakshayani Singaraju Srinivasulu Reddy Uyyala | 2021 | Information Processing in Agriculture2021，8，3： | 4 |
| 2 | Interaction of pH and temperature affect infection and symptom development of Plasmodiophora brassicae in canola显示文摘 | BruceD. Gossen Hema Kasinathan Tiesen Cao VictorP. Manolii StephenE. Strelkov Sheau-Fang Hwang MaryRuth McDonald | 2013 | Canadian Journal of Plant Pathology2013，，3： | 2 |
| 3 | Antigen-specific human polyclonal antibodies from hyperimmunized cattle显示文摘 | Kuroiwa Y Kasinathan P Sathiyaseelan T | 2009 | Nature Biotechnology2009，27，2： | 1 |
| 4 | Effect of fibmblast do- nor cell age and cell cycle on development of bovine nuclear transfer embryos in vitro显示文摘 | Kasinathan P Knott J G Moreira P N | 2001 | Biol Reprod2001，64，5： | 1 |
| 5 | Cloned calves from caromatin remodeled in vitro显示文摘 | Sullivan E J Kasinathan S Kasinathan P | 2004 | BOR2004，70，： | 1 |
| 6 | Modulation of a Schistosoma mansoni multidrug transporter by the antischistosomal drug praziquantel显示文摘 | Kasinathan RS Goronga T Messerli SM | 2010 | FASEB J2010，24，1： | 1 |
| 7 | Schistosoma manso- ni express higher levels of muhidrug resistance-associated protein 1 (SmMRP1) in juvenile worms and in response to praziquantel 显示文摘 | Kasinathan RS Morgan WM Greenberg RM | 2010 | Mol Biochem Parasitol2010，173，1： | 1 |
| 8 | Production of cattle lacking prion protein 显示文摘 | Richt J A Kasinathan P Hamir A N | 2007 | Nat Biotechnol2007，25，： | 1 |
| 9 | Pharmacology and potential physi- ological significance of schistosome multidrug resistance transport- ers显示文摘 | Kasinathan RS Greenberg RM | 2012 | Exp Parasitol2012，132，1： | 1 |
| 10 | Sequential targeting of the genes encoding immunoglob- ulin-mu and prion protein in cattle显示文摘 | Kuroiwa Y Kasinathan P Matsushita H | 2004 | Nat Genet2004，36，： | 1 |
| 11 | Transgenic animal production and animal biotechnology显示文摘 | Robl J M Wang Z Kasinathan P | 2007 | Theriogenology2007，67，1： | 1 |
| 12 | Thermoelectric properties of Nax CoO2 and prospects for other oxide thermoelectrics 显示文摘 | Singh D J Kasinathan D | 2007 | Journal of Electronic Materials2007，36，7： | 1 |
| 13 | Genetic knockdown and pharmacological inhibition of parasite multidrug resistance transporters disrupts egg production in Schistosoma mansoni 显示文摘 | Kasinathan RS Morgan WM Greenberg RM | 2011 | PLoS Negl Trop Dis2011，5，12： | 1 |
| 14 | Superconductivity and Lattice Instability in Compressed Lithium from Fermi Surface Hot Spots 显示文摘 | Kasinathan D Kunes J Lazicki A | 2006 | Phys Rev Lett2006，96，04： | 1 |
| 15 | Rapid identification of bacteria and yeasts from positive-blood-culture bottles by using a lysis-filtration method and matrix-assisted laser desorption ionization-time of flight mass spectrum analysis with the SARAMIS database显示文摘 | Fothergill A Kasinathan V Hyman J | 2013 | J Clin Microbiol2013，51，3： | 1 |
| 16 | Production of calves from Ga fibroblasts 显示文摘 | Kasinathan P Knott JG Wang Z | 2001 | Nat Biotech2001，19，12： | 1 |
| 17 | Rapid identification of bacteria and yeasts from positive-blood-culture bottles by using a lysis-filtration method and matrix-assisted laser desorption ioniza- tion-time of flight mass spectrum analysis with the SARAMIS da- tabase显示文摘 | Fothergill A Kasinathan V Hyman J | 2013 | J Clin Microbiol2013，51，3： | 1 |
| 18 | Patellar allografts in anterior cervical fusion-a two-year clinical and radiographic study 显示文摘 | Yue WM Tay BK Kasinathan ST | 2003 | Singapore Med J2003，44，10： | 1 |
| 19 | Effect of reduced arginine decarboxylase activity on salt tolerance and on polyamine formation during salt stress in Arabidopsis thaliana 显示文摘 | Kasinathan V Wingler A | 2004 | Physiologia Plantarum2004，121，： | 1 |
| 20 | Effect of reduced arginine decarboxylase activity on salt tolerance and on polyamine formation during salt stress in Arabidopsis thaliana 显示文摘 | KASINATHAN V WINGLER A | 2004 | PhysioZogia Plantarum2004，121，： | 1 |
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