• 제목/요약/키워드: Leaf spot

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인공지능(AI) 모델을 사용한 차나무 잎의 병해 분류 (Tea Leaf Disease Classification Using Artificial Intelligence (AI) Models)

  • 피우미 사우미야 쿠마라테나;조영열
    • 생물환경조절학회지
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    • 제33권1호
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    • pp.1-11
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    • 2024
  • 이 연구에서는 Inception V3, SqueezeNet(local), VGG-16, Painters 및 DeepLoc의 다섯 가지 인공지능(AI) 모델을 사용하여 차나무 잎의 병해를 분류하였다. 여덟 가지 이미지 카테고리를 사용하였는데, healthy, algal leaf spot, anthracnose, bird's eye spot, brown blight, gray blight, red leaf spot, and white spot였다. 이 연구에서 사용한 소프트웨어는 데이터 시각적 프로그래밍을 위한 파이썬 라이브러리로 작동하는 Orange3였다. 이는 데이터를 시각적으로 조작하여 분석하기 위한 워크플로를 생성하는 인터페이스를 통해 작동되었다. 각 AI 모델의 정확도로 최적의 AI 모델을 선택하였다. 모든 모델은 Adam 최적화, ReLU 활성화 함수, 은닉 레이어에 100개의 뉴런, 신경망의 최대 반복 횟수가 200회, 그리고 0.0001 정규화를 사용하여 훈련되었다. Orange3 기능을 확장하기 위해 새로운 이미지 분석 Add-on을 설치하였다. 훈련 모델에서는 이미지 가져오기(import image), 이미지 임베딩(image embedding), 신경망(neural network), 테스트 및 점수(test and score), 혼동 행렬(confusion matrix) 위젯이 사용되었으며, 예측에는 이미지 가져오기(import image), 이미지 임베딩(image embedding), 예측(prediction) 및 이미지 뷰어(image viewer) 위젯이 사용되었다. 다섯 AI 모델[Inception V3, SqueezeNet(로컬), VGG-16, Painters 및 DeepLoc]의 신경망 정밀도는 각각 0.807, 0.901, 0.780, 0.800 및 0.771이었다. 결론적으로 SqueezeNet(local) 모델이 차나무 잎 이미지를 사용하여 차병해 탐색을 위한 최적 AI 모델로 선택되었으며, 정확도와 혼동 행렬을 통해 뛰어난 성능을 보였다.

Morphology and Molecular Characteristics of Alternaria sonchi Causing Brown Leaf Spot on Sonchus asper in Korea

  • Luo, Huan;Park, Myung Soo;Yu, Jun Myoung
    • 식물병연구
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    • 제27권3호
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    • pp.107-114
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    • 2021
  • During a disease survey on weeds and minor cultivated crops in Korea, a brown leaf spot disease was observed on Sonchus asper. Leaf lesions were round or irregular in shape, and grayish brown to brown with a purple margin. In severe infection, lesions enlarged and coalesced, resulting in blighting of the leaves. The isolates from these leaf lesions were identified as Alternaira sonchi based on morphological characteristics and phylogenetic analyses of Internal transcribed spacer region, Alternaria allergen a1, glyceraldehyde 3-phosphate dehydrogenase, RNA polymerase II, and translation elongation factor genes. This study provides a comprehensive description of the morphological characteristics and phylogenetical traits of A. sonchi causing brown leaf spot on S. asper in Korea.

Xanthomonas fragariae에 의한 딸기 세균성모무늬병 (Angular Leaf Spot of Strawberry Caused by Xanthomonas fragariae)

  • 권진혁;윤혜숙;김정순;심창기;남명현
    • 식물병연구
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    • 제16권1호
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    • pp.97-100
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    • 2010
  • 2009년 진주시 수곡면 딸기 노지재배 육묘 포장과 하동군 옥종면 촉성재배 시설하우스 딸기포장에서 병이 발생하였다. 병징은 잎에 수침상의 작은 반점이 서서히 생기면서 엽맥의 주위에 다각형의 모무늬 병반이 나타나고 노란색의 달무리가 형성하는 것이 특징이다. 병든 잎은 서서히 시들고 암갈색으로 말라 죽는다. YDC 배지 상에서 병원균의 균총은 노란색을 띤 오랜지 색소를 분비하며 둥근 콜로니를 형성하고 단극모를 가지고 있다. 딸기에 접종한 결과 병원성이 잘 나타났다. 이상과 같이 딸기에 발생한 병정, 병원균의 특징 및 병원성을 검정한 결과 Xanthomonas fragariae에 의한 딸기 세균성모무늬병으로 동정하였다.

First Report of Leaf Spot Caused by Alternaria tenuissima on Black Chokeberry (Aronia melanocarpa) in Korea

  • Wee, Jung-In;Park, Jong-Han;Back, Chang-Gi;You, Young-Hyun;Chang, Taehyun
    • Mycobiology
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    • 제44권3호
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    • pp.187-190
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    • 2016
  • In July 2015, diseased leaves of black chokeberry (Aronia melanocarpa) were observed in Danyang and Gochang, Korea. The symptoms appeared as circular or irregular brown leaf spots, from which Alternaria tenuissima was isolated. The isolates were cultured on potato dextrose agar, and their morphological characteristics were observed under a light microscope. The colonies were whitish to ash colored. The pathogenicity test on healthy black chokeberry leaves produced circular brown spots, in line with the original symptoms. Molecular analyses of the ITS, GPD, RPB2, and TEF genes were conducted to confirm the identity of the pathogen. The phylogeny of the multi-gene sequences indicated that the causal agent was A. tenuissima. This study is the first report of A. tenuissima leaf spot on black chokeberry (A. melanocarpa).

대두잎의 성숙도가 갈색무늬병의 진전에 미치는 영향 (EFFECTS OF LEAF MATURITY ON THE DISEASE PROGRESS OF SEPTORIA BROWN SPOT IN SOYBEAN)

  • 오정행
    • 한국식물병리학회지
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    • 제3권4호
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    • pp.285-290
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    • 1987
  • 대두 갈색무늬병의 진전은 한 식물체에서 상위엽으로의 진전속도(수직감염율 : vertical progress)과 밀접한 관계가 있다. 실제로 포장에서의 갈색무늬병 진전은 주로 하위엽에서 발병하기 시작하여 상위엽에 비하여 이병정도가 높은 것이 보통이다. 이러한 현상의 원인을 구명하기 위하여 수행한 본 실험에서 갈색무늬병의 감염율은 잎의 성숙도와 정의 상관을 보였으며 이러한 유엽저항성은 접종원의 분포와는 무관한 것으로 보였다. 또 상위엽의 엽표면일출액 (leaf diffusate)은 병원균 포자발아 및 관계신장의 억제 정도가 하위엽의 일출액에 비하여 높았으며 이러한 경향은 저항성품종에서 더욱 현저하여 엽일출액의 어떤 발아억제물질이 갈색무늬병의 유엽저항성에 관여하는 것으로 추정되었다.

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Peroxidase Activity during Leaf Infection of Mulberry (Morus alba L.) with Brown Leaf Spot Fungus Myrothecium roridum

  • Chattopadhyay Soumen;Krishnan Natraj;Maji Manas D.
    • International Journal of Industrial Entomology and Biomaterials
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    • 제12권1호
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    • pp.21-28
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    • 2006
  • Peroxidase activity was measured in brown leaf spot pathogen (Myrothecium roridum) inoculated potted mulberry (Morus alba) during pre-symptomatic to various symptom development stages and compared with corresponding healthy leaf tissues. The enzyme showed a pH optimum of 7.0 and the activity was linearly increased up to 15 min of incubation. The peroxidase had a broad substrate specificity and the rates of oxidation were in the rank of pyrogallol> guaiacol> ascorbate at pH 7.0. Catechol at 10 mM inhibited 89% of guaiacol-peroxidase and 76% pyrogallol-peroxidase activities, indicated higher non-specific peroxidation in pyrogallol dependent assay system in mulberry than guaiacol. The optimum requirement for the guaiacol dependent assay was 0.2 ml (${\approx}40-60{\mu}g$ equivalent of protein) of crude enzyme source. Excepting the 8th leaf from the apex, the peroxidase activity did not vary appreciably in different leaf positions. In pre-symptomatic phases, an initial (1 to 5 min) rise of peroxidase activity was noticed in inoculated leaves, and then maintained a plateau up to 300 min. In contrary, non-infected tissue showed a slightly increased trend of enzyme level up to 420 min. In infected tissue, a sharp transient increase (3.1 fold) of peroxidase activity appeared between 300 - 420 min post infections. Afterwards, significantly different but steady maintenance of enzyme levels were observed in two treatments. On the other hand, during symptom development, a sharp increase in peroxidase activity was noticed up to 4th grade of lesion appearance (25.1 % to 50% of leaf area infection), and then declined slightly. However, in non-infected but same age healthy leaves, such huge fluctuations of enzyme level did not apparent. A high positive correlation $(R^2=0.92)$ between peroxidase activity and leaf spot development grades was also marked. The result implies that pre-symptomatic burst (between 1 - 5 and 300 - 420 min) and subsequent increased trend of guaiacol peroxidase activity may require for the symptomatic manifestation of Myrothecium leaf spot in mulberry.

배나무잎 이상반점증상에 관한 연구 1. 발생상황과 피해 (Studies on the Pear Abnormal Leaf Spot Disease 1. Occurrence and Damage)

  • 남기웅;김충회
    • 한국식물병리학회지
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    • 제10권3호
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    • pp.169-174
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    • 1994
  • A new unidentified pear leaf spot disease presumed to first occur in the late 1970's has recently become prevalent over the pear growing areas, and caused the greatest problem for pear production in Korea. The disease began to develop on pear leaves at mid- to late May, peaked at mid- to late une, but stopped further development until September in cool climate. Leaf lesions are 0.9∼2.5 mm in diam., oval or irregular to rectangular in shape, first appeared reddish purple, later changed to dark brown, and to whitish grey in the late season. Lesions were limited to appear only on the mature, hardened leaves, initially from leaf margin or near the leaf veins, and later scattered over the leaf surface. Individual lesions usually did not enlarge, but often coalesced each other, commonly causing shot holes and eventual early falling. The disease was most severe on the major pear cultivars Niitaka and Okusankichi ranged with 4 to 100% infections in trees, depending on the orchards, but not on the cultivar Chojuro. Damages from the disease included lower fruit weight, and higher acid and less sugar content in fruits, resulting in lowering the overall fruit quality. Etiology of the disease including identification of the causal organism is in a separate paper.

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Zonate Leaf Spot of Sorghum Caused by Gloeocercospora sorghi in Korea

  • Chul Heo;Kim, Jung-Nyo;Hyun, Ik-Hwa;Heo, Noh-Youl
    • The Plant Pathology Journal
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    • 제15권4호
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    • pp.242-246
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    • 1999
  • Gloeocercospora sorghi caused the zonate leaf spot on sorghum (Sorghum bicolor Moench) in fields in Korea. The zonate spots were conspicuous on sorghum leaves as circular, reddish purple bands alternating with tan or straw-colored areas, which formed a coarsely zonate pattern. The lesions often occurred in semicircular patterns along the margin of leaves. The fungus produced sporodochia on the surface of infected leaves in a moist chamber. The conidia, born in a pinkish to salmon-colored slimy matrix, were hyaline, elongate to filiform, straight or slightly curved, 3- to 17-septate, and of variable lenght (28-197 x 1.6-$3.4\mu\textrm{m}$). G. sorghi isolated from diseased leaves of sorghum caused characteristic reddish-brown water-soaked leaf spots when inoculated to seedlings.

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Identification and Characterization of Gonatobotryum apiculatum Causing Leaf Spot and Blight on Sinowilsonia henryi

  • Gao, Ying;Liu, Hai Feng;Song, Zheng Xing;Du, Xiao Ying;Deng, Jian Xin
    • Mycobiology
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    • 제48권1호
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    • pp.70-74
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    • 2020
  • Sinowilsonia henryi is a rare and endangered plant, as well as an endemic species in China. In July 2018, leaf spot and blight disease was observed on S. henryi in Yichang, Hubei, China. A fungus isolated from disease tissues was identified as Gonatobotryum apiculatum based on morphology and sequence analyses of ITS and LSU regions. Phylogenetic analyses indicated that the species belongs to Dothioraceae (Dothideales). Morphologically, the species produced two distinct types of conidia from authentic media, both conidia were described here. Pathogenicity tests showed that the fungus is a pathogen causing leaf spots on S. henryi. This is the first report of leaf spot and blight disease on S. henryi caused by G. apiculatum in China.

토마토 재배에서 점무늬병 및 잎곰팡이병 발생 예측 및 방제력 연구 (Forecasting Leaf Mold and Gray Leaf Spot Incidence in Tomato and Fungicide Spray Scheduling)

  • 이문행
    • 생물환경조절학회지
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    • 제31권4호
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    • pp.376-383
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    • 2022
  • 이번 연구는 토마토잎곰팡이병 및 점무늬병에 대한 방제력을 개발하고, 온도와 잎의 결로시간에 따른 발생정도를 평가하기 위해 수행되었습니다. 첫 번째 병발생 예측 실험에서는 토마토묘에 Fulvia fulva, Stemphylium lycopersici 분생포자를 각각 1 × 104 conidia·mL-1로 접종시키고 10-25℃(F. fulva) 및 10-30℃(S. lycopersici)에서 0-18시간 동안 이슬생육상에 두었다. 살균제를 이용한 방제 연구에서는 잎곰팡이병 방제를 위하여 트리미다졸, 폴리옥신 B, 이미녹타딘 트리스(Belkut)를 처리하였으며 점무늬병 방제를 위하여서는 에트리디아졸 + 티오파네이트(가지란)과 삼염기 황산구리(세빈나)를 처리하였다. 엽결로시간이 9시간 이상에서 잎곰팡이와 점무니병이 발생하였으며 결로시간이 길어질수록 병발생률이 높았다. 잎곰팡이병의 발생률은 20℃와 15℃에서 더 높았고, 점무늬병은 25℃와 20℃에서 발병률이 증가하였다. 포자 접종 14일 후에 잎곰팡이병 및 점무늬병이 발생하였으며 잠복기는 14-15일로 추정되었다. 잎곰팡이 및 점무늬병 포자가 처리된 식물체에 접종 후 0시간부터 240시까지 살균제 처리를 한 결과 살균제 종류와 상관없이 일찍 약제를 처리한 식물체에서 방제가가 높았으며 150시간이 지난 처리에서는 방제가가 급격히 떨어졌다. 이번연구에서 개발된 병예측모델과 방제력은 토마토의 잎곰팡이병과 점무늬병을 적기에 방제하고 효과적으로 관리하는 데 도움이 될 수 있을 것이다.