Fusarium head blight

镰刀菌头枯萎病
  • 文章类型: Journal Article
    BACKGROUND: Fusarium head blight (FHB) significantly impacts wheat yield and quality. Understanding the intricate interaction mechanisms between Fusarium graminearum (the main pathogen of FHB) and wheat is crucial for developing effective strategies to manage and this disease. Our previous studies had shown that the absence of the cell wall mannoprotein FgCWM1, located at the outermost layer of the cell wall, led to a decrease in the pathogenicity of F. graminearum and induced the accumulation of salicylic acid (SA) in wheat. Hence, we propose that FgCWM1 may play a role in interacting between F. graminearum and wheat, as its physical location facilitates interaction effects.
    RESULTS: In this study, we have identified that the C-terminal region of NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 9 (NDUFA9) could interact with FgCWM1 through the yeast two-hybrid assay. The interaction was further confirmed through the combination of Co-IP and BiFC analyses. Consistently, the results of subcellular localization indicated that TaNDUFA9 was localized in the cytoplasm adjacent to the cell membrane and chloroplasts. The protein was also detected to be associated with mitochondria and positively regulated complex I activity. The loss-of-function mutant of TaNDUFA9 exhibited a delay in flowering, decreased seed setting rate, and reduced pollen fertility. However, it exhibited elevated levels of SA and increased resistance to FHB caused by F. graminearum infection. Meanwhile, inoculation with the FgCWM1 deletion mutant strain led to increased synthesis of SA in wheat.
    CONCLUSIONS: These findings suggest that TaNDUFA9 inhibits SA synthesis and FHB resistance in wheat. FgCWM1 enhances this inhibition by interacting with the C-terminal region of TaNDUFA9, ultimately facilitating F. graminearum infection in wheat. This study provides new insights into the interaction mechanism between F. graminearum and wheat. TaNDUFA9 could serve as a target gene for enhancing wheat resistance to FHB.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    BACKGROUND: Fusarium head blight (FHB), caused by Fusarium graminearum, is a major disease of wheat in North America. FHB infection causes fusarium damaged kernels (FDKs), accumulation of deoxynivalenol (DON) in the grain, and a reduction in quality and grain yield. Inheritance of FHB resistance is complex and involves multiple genes. The objective of this research was to identify QTL associated with native FHB and DON resistance in a \'D8006W\'/\'Superior\', soft white winter wheat population.
    RESULTS: Phenotyping was conducted in replicated FHB field disease nurseries across multiple environments and included assessments of morphological and FHB related traits. Parental lines had moderate FHB resistance, however, the population showed transgressive segregation. A 1913.2 cM linkage map for the population was developed with SNP markers from the wheat 90 K Infinium iSelect SNP array. QTL analysis detected major FHB resistance QTL on chromosomes 2D, 4B, 5A, and 7A across multiple environments, with resistance from both parents. Trait specific unique QTL were detected on chromosomes 1A (visual traits), 5D (FDK), 6B (FDK and DON), and 7D (DON). The plant height and days to anthesis QTL on chromosome 2D coincided with Ppd-D1 and were linked with FHB traits. The plant height QTL on chromosome 4B was also linked with FHB traits; however, the Rht-B1 locus did not segregate in the population.
    CONCLUSIONS: This study identified several QTL, including on chromosome 2D linked with Ppd-D1, for FHB resistance in a native winter wheat germplasm.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    镰刀菌枯萎病(FHB)主要由镰刀菌(Fg)引起,是全世界非常普遍的疾病,导致小麦严重受损,籽粒产量和品质都受到损失。FHB还导致受感染谷物中的霉菌毒素污染,对人类和动物有毒。尽管在阐明越来越多的FHB宿主抗性方面不断取得进展,到目前为止,我们对小麦对这种病原体的防御反应的分子机制的了解并不全面,最有可能是由于复杂的小麦-Fg相互作用。最近,由于气候变化,例如高温和暴雨,FHB在全球范围内变得更加频繁和严重,使全面了解小麦防御机制变得更加紧迫。在这次审查中,在简要描述了小麦对Fg的第一次免疫反应后,我们讨论,对于每种FHB电阻类型,从I型到V型电阻,涉及的主要分子机制,发现了主要数量性状位点(QTLs)和候选基因。重点是多组学研究,帮助发现每种抗性类型的关键分子途径。最后,根据新兴的检查研究和结果,小麦对Fg攻击的反应模型,显示不同FHB抗性类型的主要相互作用,是提议的。目的是为有兴趣采用跨学科组学方法的领域的研究人员建立有用的参考点。
    Fusarium head blight (FHB) is mainly caused by Fusarium graminearum (Fg) and is a very widespread disease throughout the world, leading to severe damage to wheat with losses in both grain yield and quality. FHB also leads to mycotoxin contamination in the infected grains, being toxic to humans and animals. In spite of the continuous advancements to elucidate more and more aspects of FHB host resistance, to date, our knowledge about the molecular mechanisms underlying wheat defense response to this pathogen is not comprehensive, most likely due to the complex wheat-Fg interaction. Recently, due to climate changes, such as high temperature and heavy rainfall, FHB has become more frequent and severe worldwide, making it even more urgent to completely understand wheat defense mechanisms. In this review, after a brief description of the first wheat immune response to Fg, we discuss, for each FHB resistance type, from Type I to Type V resistances, the main molecular mechanisms involved, the major quantitative trait loci (QTLs) and candidate genes found. The focus is on multi-omics research helping discover crucial molecular pathways for each resistance type. Finally, according to the emerging examined studies and results, a wheat response model to Fg attack, showing the major interactions in the different FHB resistance types, is proposed. The aim is to establish a useful reference point for the researchers in the field interested to adopt an interdisciplinary omics approach.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    枯萎病(FHB)是世界范围内最具破坏性的小麦病害之一。为了了解人类迁移和农业实践变化对作物病原体的影响,在这里,对来自4,427个亚洲镰刀菌田间分离株的245个代表性菌株进行了群体基因组分析,对华南地区FHB的因果代理进行了研究。在过去的10,000年中,确定了三个具有不同进化轨迹的种群,这些种群可能与历史上记载的由于金朝期间南方探险造成的人类迁徙而导致的农业实践变化有关。随着种群结构和孢子扩散模式的变化,产生3ADON的分离株从北向南逐渐减少,这表明了积雪草的长距离(>250km)扩散。对来自日本的菌株的全基因组分析证实了对FHB病原体种群动态和进化史的这些见解。南美洲,和美国,确认FHB病原体对种植系统和人类迁移的适应。
    Fusarium head blight (FHB) is one of the most destructive wheat diseases worldwide. To understand the impact of human migration and changes in agricultural practices on crop pathogens, here population genomic analysis with 245 representative strains from a collection of 4,427 field isolates of Fusarium asiaticum, the causal agent of FHB in Southern China is conducted. Three populations with distinct evolution trajectories are identifies over the last 10,000 years that can be correlated with historically documented changes in agricultural practices due to human migration caused by the Southern Expeditions during the Jin Dynasty. The gradual decrease of 3ADON-producing isolates from north to south along with the population structure and spore dispersal patterns shows the long-distance (>250 km) dispersal of F. asiaticum. These insights into population dynamics and evolutionary history of FHB pathogens are corroborated by a genome-wide analysis with strains originating from Japan, South America, and the USA, confirming the adaptation of FHB pathogens to cropping systems and human migration.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    镰刀菌枯萎病(FHB)是由几种镰刀菌引起的破坏性疾病,如镰刀菌和亚洲镰刀菌。FHB影响谷类作物,包括小麦,大麦,还有米饭,全世界。镰刀菌感染的谷粒不仅导致产量降低,而且通过产生霉菌毒素而导致质量损失,如单孢霉烯和玉米赤霉烯酮,对动物和人类都有毒。几十年来,化学杀真菌剂由于其方便和高控制效力而被用于控制FHB。然而,化学杀菌剂的长期使用造成了不良影响,包括对病原体的耐药性和环境污染的出现。生物控制被认为是最有前途的化学品替代品之一,由于罕见的环境污染和降低的健康风险,可用于FHB的综合管理。在这项研究中,选择从水稻中分离出的VelezensisJCK-7158作为化学杀菌剂的生态替代品,用于管理FHB。JCK-7158产生的胞外酶蛋白酶,几丁质酶,明胶酶,和纤维素酶;植物生长激素吲哚-3-乙酸;和2,3-丁二醇前体丙酮。此外,JCK-7158对各种植物病原性真菌表现出广泛的拮抗活性,并产生iturinA,surfactin,和挥发性物质作为活性抗真菌化合物。它还增强了已知的诱导抗性标记基因PR1的表达,在表达与PR1启动子融合的β-葡糖醛酸糖苷酶(GUS)的转基因拟南芥植物中。在温室条件下,以1,000倍稀释的JCK-7158的培养肉汤和悬浮浓缩制剂的处理将FHB的发展抑制了50%和66%,分别。在现场实验中,以1,000倍稀释的JCK-7158的悬浮浓缩制剂处理有效地控制了FHB的发展,控制值为55%,并将霉菌毒素雪腐镰刀菌烯醇的产生减少了40%。有趣的是,用JCK-7158处理可增强植物防御相关基因在水杨酸中的表达,茉莉酸,乙烯,FHB病原体接种前后的活性氧(ROS)信号通路。一起来看,我们的研究结果支持JCK-7158有潜力作为一种新的生物控制剂用于FHB的管理。
    Fusarium head blight (FHB) is a destructive disease caused by several species of Fusarium, such as Fusarium graminearum and F. asiaticum. FHB affects cereal crops, including wheat, barley, and rice, worldwide. Fusarium-infected kernels not only cause reduced yields but also cause quality loss by producing mycotoxins, such as trichothecenes and zearalenone, which are toxic to animals and humans. For decades, chemical fungicides have been used to control FHB because of their convenience and high control efficacy. However, the prolonged use of chemical fungicides has caused adverse effects, including the emergence of drug resistance to pathogens and environmental pollution. Biological control is considered one of the most promising alternatives to chemicals and can be used for integrated management of FHB due to the rare possibility of environment pollution and reduced health risks. In this study, Bacillus velezensis JCK-7158 isolated from rice was selected as an ecofriendly alternative to chemical fungicides for the management of FHB. JCK-7158 produced the extracellular enzymes protease, chitinase, gelatinase, and cellulase; the plant growth hormone indole-3-acetic acid; and the 2,3-butanediol precursor acetoin. Moreover, JCK-7158 exhibited broad antagonistic activity against various phytopathogenic fungi and produced iturin A, surfactin, and volatile substances as active antifungal compounds. It also enhanced the expression of PR1, a known induced resistance marker gene, in transgenic Arabidopsis plants expressing β-glucuronidase (GUS) fused with the PR1 promoter. Under greenhouse conditions, treatments with the culture broth and suspension concentrate formulation of JCK-7158 at a 1,000-fold dilution inhibited the development of FHB by 50 and 66%, respectively. In a field experiment, treatment with the suspension concentrate formulation of JCK-7158 at a 1,000-fold dilution effectively controlled the development of FHB with a control value of 55% and reduced the production of the mycotoxin nivalenol by 40%. Interestingly, treatment with JCK-7158 enhanced the expression of plant defense-related genes in salicylic acid, jasmonic acid, ethylene, and reactive oxygen species (ROS) signaling pathways before and after FHB pathogen inoculation. Taken together, our findings support that JCK-7158 has the potential to serve as a new biocontrol agent for the management of FHB.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    背景:由镰刀菌物种复合体(FGSG)引起的镰刀菌枯萎病(FHB)仍然是谷类作物的主要挑战,并且病原体对关键杀真菌剂的抗性威胁到控制功效。吡氟丁胺,琥珀酸脱氢酶抑制剂,和非那普利,一种针对肌球蛋白I的氰基丙烯酸酯类杀菌剂,已被用于对抗这种疾病。尽管如此,在现场分离株的一部分中出现吡氟丁胺芬耐药性,同时实验室诱导的耐非那普利分离株的容易产生,预示着耐药性增殖的关键危险。
    结果:我们的研究调查了在禾谷草中对这些杀真菌剂的双重抗性的发展。利用吡二氟丁芬抗性(PyR)和敏感(PyS)分离株,我们在含非那普利的马铃薯蔗糖琼脂上获得了双重抗性(PyRPhR)和耐非那普利(PySPhR)突变体。耐双氟丁胺芬耐药和敏感分离株之间的非那莫曲耐药突变率相当,暗示抗性发展的独立途径。突变体在真菌生长中受损,竞争性和脱氧雪腐镰刀菌烯醇生产,建议对双重抗性突变体的适应性惩罚。然而,未发现与戊唑醇或氟dioxonil的交叉耐药。此外,我们表征了四个关键氨基酸变化(S217L,C423R,K537T,E420G)在Myo1中,已证实在禾谷F.中赋予了非那普利抗性。
    结论:这项研究表明,在赤霉病菌中,吡氟美芬和非那莫曲都可能产生耐药性,并强调需要对FHB进行杀菌剂耐药性管理。©2024化学工业学会。
    BACKGROUND: Fusarium head blight (FHB) caused by Fusarium graminearum species complex (FGSG) remains a major challenge to cereal crops and resistance to key fungicides by the pathogen threatens control efficacy. Pydiflumetofen, a succinate dehydrogenase inhibitor, and phenamacril, a cyanoacrylate fungicide targeting myosin I, have been applied to combat this disease. Nonetheless, emergence of pydiflumetofen resistance in a subset of field isolates alongside laboratory-induced facile generation of phenamacril-resistant isolates signals a critical danger of resistance proliferation.
    RESULTS: Our study investigates the development of dual resistance to these fungicides in F. graminearum. Utilizing pydiflumetofen-resistant (PyR) and -sensitive (PyS) isolates, we obtained dual-resistant (PyRPhR) and phenamacril-resistant (PySPhR) mutants on potato sucrose agar containing phenamacril. Mutation rates for phenamacril resistance were comparable between pydiflumetofen-resistant and -sensitive isolates, implying independent pathways for resistance development. The mutants compromised in fungal growth, competitive viability and deoxynivalenol production, suggesting fitness penalties for the dual-resistant mutants. However, no cross-resistance was found with tebuconazole or fludioxonil. In addition, we characterized four critical amino acid changes (S217L, C423R, K537T, E420G) in the Myo1 that were verified to confer phenamacril resistance in F. graminearum.
    CONCLUSIONS: This research indicates the possibility of resistance development for both pydiflumetofen and phenamacril in F. graminearum and emphasizes the need for fungicide resistance management for FHB. © 2024 Society of Chemical Industry.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    背景:禾谷镰刀菌和镰刀菌是小麦赤霉病(FHB)的两种最重要的致病因子。它们可以产生霉菌毒素,积聚在受感染的小麦头中,包括脱氧雪腐镰刀菌烯醇(DON)和脑内素(ENN),由F.graminearum和F.avenaceum生产,分别。虽然DON作为小麦中的毒力因子的作用是众所周知的。F.avenaceum中的ENN一直没有得到充分的探索。迄今为止获得的结果表明,ENN可能仅在特定宿主上赋予F.avenaceum优势。
    结果:在这项研究中,使用产生ENN和不产生ENN的F.avenaceum菌株,ENNs对F.avenaceum毒力的作用在根部进行了研究,普通小麦的茎基部和头部,与DON的作用相比,使用产生DON和不产生DON的禾谷F.菌株。与不产生菌株相比,产生DON的谷草赤霉病菌菌株显示出明显更高的引起症状和定殖每个测试组织的能力。另一方面,产生ENNs的能力增加了疾病的初始症状和真菌生物量的积累,通过qPCR测量,只有在小麦头,不在根或茎基部。LC-MS/MS分析用于确认不同菌株中ENN和DON的存在。和结果,无论是在体外还是在麦头中,与每个菌株的遗传学一致。
    结论:虽然DON对三种不同小麦组织的赤霉病毒力的关键作用是显而易见的,ENN似乎仅在影响普通麦头上的F.avenaceum毒力中起作用,这可能是由于症状出现的最初延迟所致。
    BACKGROUND: Fusarium graminearum and Fusarium avenaceum are two of the most important causal agents of Fusarium head blight (FHB) of wheat. They can produce mycotoxins that accumulate in infected wheat heads, including deoxynivalenol (DON) and enniatins (ENNs), produced by F. graminearum and F. avenaceum, respectively. While the role of DON as a virulence factor in F. graminearum toward wheat is well known, ENNs in F. avenaceum has been poorly explored. Results obtained to-date indicate that ENNs may confer an advantage to F. avenaceum only on particular hosts.
    RESULTS: In this study, with the use of ENN-producing and ENN non-producing F. avenaceum strains, the role of ENNs on F. avenaceum virulence was investigated on the root, stem base and head of common wheat, and compared with the role of DON, using DON-producing and DON non-producing F. graminearum strains. The DON-producing F. graminearum strain showed a significantly higher ability to cause symptoms and colonise each of the tested tissues than the non-producing strain. On the other hand, the ability to produce ENNs increased initial symptoms of the disease and fungal biomass accumulation, measured by qPCR, only in wheat heads, and not in roots or stem bases. LC-MS/MS analysis was used to confirm the presence of ENNs and DON in the different strains, and results, both in vitro and in wheat heads, were consistent with the genetics of each strain.
    CONCLUSIONS: While the key role of DON on F. graminearum virulence towards three different wheat tissues was noticeable, ENNs seemed to have a role only in influencing F. avenaceum virulence on common wheat heads probably due to an initial delay in the appearance of symptoms.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    在这项研究中,在镰刀菌上测试了孜然种子油(CSO)的抗真菌活性。(i)检测到最低抑制浓度(MIC)和相关浓度(IC75,IC50和IC25);(ii)通过水溶性四唑盐1(WST-1)测定法评估毒性;(iii)通过偶联限制性内切酶消化-随机扩增(CRED-RA)方法评估基因组/表观基因组改变;(iv)通过CAT表达研究氧化应激,过氧化氢酶活性,和DCF-DA染色;(v)通过tri6表达评估了脱氧雪腐镰刀菌烯醇的生物合成;(vi)通过失水率(WLR)测定法测试了CSO对小麦的潜在影响。MIC,在0.5、0.375、0.25和0.125mgmL-1检测到IC75、IC50和IC25值。在WST-1测定中,检测到显著下降(p<0.001)。与甲基化差异相关的基因组模板稳定性(GTS)范围为94.60%至96.30%。HapII/MspI值的多态性百分比为9.1%/15.8%。CAT(氧化应激相关过氧化氢酶)和tri6(锌指基序转录因子)基因表达在5.29±0.74和0.46±0.10之间(p<0.05)。通过分光光度法检测到过氧化氢酶活性增加(p<0.05)。DCF-DA-染色(氧化应激)细胞增加,以响应增加的浓度,WLR值无显著变化。结论CSO通过不同的生理水平对禾谷草具有较强的抗真菌活性。
    In this study, the antifungal activity of cumin seed oil (CSO) was tested on Fusarium graminearum. (i) Minimum inhibitory concentrations (MICs) and related concentrations (IC75, IC50, and IC25) were detected; (ii) toxicity was evaluated by a water-soluble tetrazolium salt-1 (WST-1) assay; (iii) genomic/epigenomic alterations were evaluated by the coupled restriction enzyme digestion-random amplification (CRED-RA) method; (iv) oxidative stress was investigated by CAT expression, catalase activity, and DCF-DA staining; (v) deoxynivalenol biosynthesis was evaluated by tri6 expression; (vi) and potential effects of CSO on wheat were tested by a water loss rate (WLR) assay. MIC, IC75, IC50 and IC25 values were detected at 0.5, 0.375, 0.25, and 0.125 mg mL-1. In WST-1 assays, significant decreases (p < 0.001) were detected. Genomic template stability (GTS) related to methylation differences ranged from 94.60% to 96.30%. Percentage polymorphism for HapII/MspI values were as 9.1%/15.8%. CAT (oxidative stress-related catalase) and tri6 (zinc finger motif transcription factor) gene expressions were recorded between 5.29 ± 0.74 and 0.46 ± 0.10 (p < 0.05). Increased catalase activity was detected (p < 0.05) by spectrophotometric assays. DCF-DA-stained (oxidative stressed) cells were increased in response to increased concentrations, and there were no significant changes in WLR values. It was concluded that CSO showed strong antifungal activity on F. graminearum via different physiological levels.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    枯萎病(FHB)是全球小麦作物生产和粮食安全的主要威胁。抗性小麦品种的创建是针对镰刀菌的综合策略的重要组成部分,引起FHB的主要病因。这项研究的结果表明,在控制FHB对小麦农艺性状的破坏性影响方面,小麦基因型与霉菌寄生生物防治剂(BCAs)之间的原始合作相互作用的部署可以提高作物产量和植物抗性。镰刀菌属特异性的霉菌病菌,玄武岩,被发现与普通和硬粒小麦宿主相容,从而允许有效控制植物中的F.graminearum感染。小麦的四种基因型,两种普通小麦,在此温室研究中使用了两个具有不同FHB抗性水平的硬粒小麦品种。BCA处理减少了所有四个品种的FHB症状,并改善了农艺性状,例如穗数,尖峰重量,种子重量,植物生物量,和对谷物产量至关重要的植物高度。相反,禾谷F.3ADON化学型处理使各个品种的农艺性状值降低了44%。穗数,尖峰重量,种子重量是BCA改善最多的性状。与普通小麦相比,在硬粒小麦品种中观察到农艺性状的改善更为明显。
    Fusarium head blight (FHB) is a major threat to wheat crop production and food security worldwide. The creation of resistant wheat cultivars is an essential component of an integrated strategy against Fusarium graminearum, the primary aetiological agent that causes FHB. The results of this study show that the deployment of proto-cooperative interactions between wheat genotypes and mycoparasitic biocontrol agents (BCAs) can improve crop yield and plant resistance in controlling the devastating effects of FHB on wheat agronomic traits. A Fusarium-specific mycoparasite, Sphaerodes mycoparasitica, was found to be compatible with common and durum wheat hosts, thus allowing the efficient control of F. graminearum infection in plants. Four genotypes of wheat, two common wheat, and two durum wheat cultivars with varying FHB resistance levels were used in this greenhouse study. The BCA treatments decreased FHB symptoms in all four cultivars and improved the agronomic traits such as spike number, spike weight, seed weight, plant biomass, and plant height which are vital to grain yield. Conversely, the F. graminearum 3ADON chemotype treatment decreased the agronomic trait values by up to 44% across cultivars. Spike number, spike weight, and seed weight were the most improved traits by the BCA. A more measurable improvement in agronomic traits was observed in durum wheat cultivars compared to common wheat.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    镰刀菌枯萎病(FHB)是一种影响小麦生产的破坏性病害。准确、快速地检测FHB对提高小麦产量至关重要。由于参数较大,传统模型难以应用于移动设备,高计算,和资源需求。因此,本文提出了一种基于改进YOLOv8s的轻量级检测方法,以方便模型在移动终端上的快速部署,提高小麦FHB的检测效率。提出的方法引入了一个C-FasterNet模块,它取代了骨干网中的C2f模块。它有助于减少参数的数量和模型的计算量。此外,将骨干网络中的Conv替换为GhostConv,进一步减少参数和计算,而不会显着影响检测精度。第三,FocalCIoU损失函数的引入减少了样本不平衡对检测结果的影响,加速了模型的收敛。最后,为了轻量化,从模型中删除了大目标检测头。实验结果表明,改进模型(YOLOv8s-CGF)的尺寸仅为11.7M,占原始型号(YOLOv8s)的52.0%。参数数量仅为5.7×106M,相当于原始型号的51.4%。计算量只有21.1GFLOP,占原始模型的74.3%。此外,该模型的平均精度(mAP@0.5)为99.492%,比原始模型高0.003%,mAP@0.5:0.95比原始型号高0.269%。与其他YOLO型号相比,改进后的轻量化模型不仅实现了最高的检测精度,而且显著减少了参数数量和模型尺寸。这为麦穗FHB检测和田间环境下移动终端部署提供了有价值的参考。
    Fusarium head blight (FHB) is a destructive disease that affects wheat production. Detecting FHB accurately and rapidly is crucial for improving wheat yield. Traditional models are difficult to apply to mobile devices due to large parameters, high computation, and resource requirements. Therefore, this article proposes a lightweight detection method based on an improved YOLOv8s to facilitate the rapid deployment of the model on mobile terminals and improve the detection efficiency of wheat FHB. The proposed method introduced a C-FasterNet module, which replaced the C2f module in the backbone network. It helps reduce the number of parameters and the computational volume of the model. Additionally, the Conv in the backbone network is replaced with GhostConv, further reducing parameters and computation without significantly affecting detection accuracy. Thirdly, the introduction of the Focal CIoU loss function reduces the impact of sample imbalance on the detection results and accelerates the model convergence. Lastly, the large target detection head was removed from the model for lightweight. The experimental results show that the size of the improved model (YOLOv8s-CGF) is only 11.7 M, which accounts for 52.0% of the original model (YOLOv8s). The number of parameters is only 5.7 × 106 M, equivalent to 51.4% of the original model. The computational volume is only 21.1 GFLOPs, representing 74.3% of the original model. Moreover, the mean average precision (mAP@0.5) of the model is 99.492%, which is 0.003% higher than the original model, and the mAP@0.5:0.95 is 0.269% higher than the original model. Compared to other YOLO models, the improved lightweight model not only achieved the highest detection precision but also significantly reduced the number of parameters and model size. This provides a valuable reference for FHB detection in wheat ears and deployment on mobile terminals in field environments.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

公众号