scholarly journals Visão computacional na agricultura: APIs de detecção e reconhecimento de doenças das plantas

Author(s):  
Dora Kaufman ◽  
Lenilson Lemos Vilas Boas

As tecnologias de inteligência artificial (ia) estão permitindo identificar com mais precisão doenças em folhas de plantas por meio da análise de imagens, com efeitos benéficos sobre a agricultura (custo, eficiência, qualidade). O artigo apresenta os resultados de estudos desenvolvidos com o uso de três tecnologias (plataformas) distintas treinadas com o mesmo conjunto de 50 imagens de quatro doenças, indicando as características visuais de cada uma delas. O treinamento foi dividido em duas etapas: a primeira realizada com 30 imagens e a segunda com 20 imagens, e a validação e a análise do aprendizado foram realizadas a partir de 10 imagens. O propósito dos testes é comparar a assertividade de reconhecimento das doenças em cada tecnologia/plataforma. As doenças examinadas para o estudo são: Peronospora (downy mildew), Diplocarpon rosae (black spot), Oídio (powdery mildew) e Cancro cítrico. Os resultados mostraram-se positivos para a identificação das doenças por meio de imagens.Palavras-chave: Aprendizado de Máquinas. Agricultura Digital. Imagens Digitais. api. Visão Computacional.

Planta ◽  
2021 ◽  
Vol 253 (4) ◽  
Author(s):  
Mingzhao Zhu ◽  
Shujin Lu ◽  
Mu Zhuang ◽  
Yangyong Zhang ◽  
Honghao Lv ◽  
...  

Abstract Main conclusion Chitinase family genes were involved in the response of Brassica oleracea to Fusarium wilt, powdery mildew, black spot and downy mildew. Abstract Abstract Chitinase, a category of pathogenesis-related proteins, is believed to play an important role in defending against external stress in plants. However, a comprehensive analysis of the chitin-binding gene family has not been reported to date in cabbage (Brassica oleracea L.), especially regarding the roles that chitinases play in response to various diseases. In this study, a total of 20 chitinase genes were identified using a genome-wide search method. Phylogenetic analysis was employed to classify these genes into two groups. The genes were distributed unevenly across six chromosomes in cabbage, and all of them contained few introns (≤ 2). The results of collinear analysis showed that the cabbage genome contained 1–5 copies of each chitinase gene (excluding Bol035470) identified in Arabidopsis. The heatmap of the chitinase gene family showed that these genes were expressed in various tissues and organs. Two genes (Bol023322 and Bol041024) were relatively highly expressed in all of the investigated tissues under normal conditions, exhibiting the expression characteristics of housekeeping genes. In addition, under four different stresses, namely, Fusarium wilt, powdery mildew, black spot and downy mildew, we detected 9, 5, 8 and 8 genes with different expression levels in different treatments, respectively. Our results may help to elucidate the roles played by chitinases in the responses of host plants to various diseases.


2009 ◽  
Vol 26 (Special Issue) ◽  
pp. S13-S17 ◽  
Author(s):  
P. Bábíková ◽  
N. Vrchotová ◽  
J. Tříska ◽  
M. Kyseláková

The aim of this project was to study changes in the content of <i>trans</i>-resveratrol in berries and leaves of grapevine (<i>Vitis</i> sp.) infested by fungal diseases, especially by <i>Botryotinia fuckeliana</i> Whetzel, called as grey mildew, <i>Plasmopara viticola</i> (Berk. & M.A. Curtis) Berl & De Toni, called downy mildew and <i>Uncinula necator</i> (Schw.) Burr, called powdery mildew. In our experiments two white and two blue varieties were used. Contents of <i>trans</i>-resveratrol were determined in healthy and infested leaves and in healthy berries. Infested leaves of white varieties contained more <i>trans</i>-resveratrol than those of blue varieties. The content of <i>trans</i>-resveratrol in berries was lower than that in leaves.


2021 ◽  
Vol 42 (15) ◽  
pp. 5680-5697
Author(s):  
Pâmela A. Pithan ◽  
Jorge R. Ducati ◽  
Lucas R. Garrido ◽  
Diniz C. Arruda ◽  
Adriane B. Thum ◽  
...  

2021 ◽  
Author(s):  
Carel Jacobus van Heerden ◽  
Phylli Burger ◽  
Johan Theodorus Burger ◽  
Renée Prins

Powdery and downy mildew have a large negative impact on grape production worldwide. Quantitative trait loci (QTL) mapping projects have identified several loci for the genetic factors responsible for resistance to these pathogens. Several of these studies have focused on the cultivar Regent, which carries the resistance loci to downy mildew on chromosome 18 (Rpv3), as well powdery mildew on chromosome 15 (Ren3, Ren9). Several other minor resistance loci have also been identified on other chromosomes. Here we report on the re-sequencing of the Regent and Red Globe (susceptible) genomes using next generation sequencing. While the genome of Regent has more SNP variants than Red Globe, the distribution of these variants across the two genomes is not the same, nor is it uniform. The variation per gene shows that some genes have higher SNP density than others and that the number of SNPs for a given gene is not always the same for the two cultivars. In this study, we investigate the effectiveness of studying the variation of non-synonymous to synonymous SNP ratio's between resistant and susceptible cultivars in the target QTL regions as a strategy to narrow down the number of likely candidate genes for Rpv3, Ren3 and Ren9.


2005 ◽  
Vol 95 (5) ◽  
pp. 556-565 ◽  
Author(s):  
L. Perchepied ◽  
M. Bardin ◽  
C. Dogimont ◽  
M. Pitrat

Partial resistance to downy mildew (Pseudoperonospora cubensis) and complete resistance to powdery mildew (Podosphaera xanthii races 1, 2, 3, and 5 and Golovinomyces cichoracearum race 1) were studied using a recombinant inbred line population between ‘PI 124112’ (resistant to both diseases) and ‘Védrantais’ (susceptible line). A genetic map of melon was constructed to tag these resistances with DNA markers. Natural and artificial inoculations of Pseudoperonospora cubensis were performed and replicated in several locations. One major quantitative trait loci (QTL), pcXII.1, was consistently detected among the locations and explained between 12 to 38% of the phenotypic variation for Pseudoperonospora cubensis resistance. Eight other Pseudoperonospora cubensis resistance QTL were identified. Artificial inoculations were performed with several strains of four races of Podosphaera xanthii and one race of G. cichoracearum. Two independent major genes, PmV.1 and PmXII.1, were identified and shown to be involved in the simple resistance to powdery mildew. Three digenic epistatic interactions involving four loci were detected for two races of Podosphaera xanthii and one race of G. cichoracearum. Co-localization between PmV.1, resistance genes, and resistance genes homologues was observed. Linkage between the major resistance QTL to Pseudoperonospora cubensis, pcXII.1, and one of the two resistance genes to powdery mildew, PmXII.1, was demonstrated.


2015 ◽  
Vol 7 (1) ◽  
pp. 20 ◽  
Author(s):  
P. Ahila Devi ◽  
V. Prakasam ◽  
P. Latha
Keyword(s):  

PLoS ONE ◽  
2017 ◽  
Vol 12 (10) ◽  
pp. e0185310 ◽  
Author(s):  
Enzo Neu ◽  
Jonathan Featherston ◽  
Jasper Rees ◽  
Thomas Debener

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