基于改进YOLO v3的自然场景下冬枣果实识别方法   总被引：4，自引：0，他引：4  

刘天真  滕桂法  苑迎春  刘博  刘智国 《农业机械学报》2021,52(5):17-25

为实现自然场景下冬枣果实的快速、精准识别,考虑到光线变化、枝叶遮挡、果实密集重叠等复杂因素,基于YOLO v3深度卷积神经网络提出了一种基于改进YOLO v3（YOLO v3-SE）的冬枣果实识别方法。YOLO v3-SE模型利用SE Net 的SE Block结构将特征层的特征权重校准为特征权值,强化了有效特征,弱化了低效或无效特征,提高了特征图的表现能力,从而提高了模型识别精度。YOLO v3-SE模型经过训练和比较,选取0.55作为置信度最优阈值用于冬枣果实检测,检测结果准确率P为88.71%、召回率R为83.80%、综合评价指标F为86.19%、平均检测精度为82.01%,与YOLO v3模型相比,F提升了2.38个百分点,mAP提升了4.78个百分点,检测速度无明显差异。为检验改进模型在冬枣园自然场景下的适应性,在光线不足、密集遮挡和冬枣不同成熟期的情况下对冬枣果实图像进行检测,并与YOLO v3模型的检测效果进行对比,结果表明,本文模型召回率提升了2.43~5.08个百分点,F提升了1.75~2.77个百分点,mAP提升了2.38~4.81个百分点,从而验证了本文模型的有效性。  相似文献   

Effect of ABA,arginine and sucrose on protein content of date palm somatic embryos     

Besma Sghaier  Walid Kriaa  Mouna Bahloul  Jesús V. Jorrín Novo  Noureddine Drira 《Scientia Horticulturae》2009

Abscisic acid (ABA), arginine and sucrose were evaluated for their effects on the morphology, germination rates and protein content of date palm somatic embryos (SE). Different concentrations of these supplements in the culture medium were used. The comparative study of SE length and thickness between treated and untreated SE revealed no differences, except for ABA (20 μM), which increased thickness. A decrease of water content (WC) in favor of an increase in dry weight (DW) was observed in all treated SE, especially with sucrose (90 g l⁻¹) and ABA (20 μM). Only ABA (20 and 4 μM) caused a proliferation rate of the cultures higher than those in the control. Although all the tested compounds increased protein content, ABA (20 μM) was more effective in protein enrichment than arginine and sucrose treatments. The SDS-PAGE protein profiles showed a significant difference between treated and untreated SE. A protein band of 22 kDa, identified as glutelin in a previous work, was accumulated after treatment with 20 μM ABA or 3 mM arginine. These findings may contribute to further understanding of the mechanisms involved in the accumulation of specific storage proteins in several plants.  相似文献   

The concept of habitat specificity revisited     

Rune Halvorsen  Anette Edvardsen 《Landscape Ecology》2009,24(7):851-861

Habitat specificity indices reflect richness (α) and/or distinctiveness (β) components of diversity. The latter may be defined by α and γ (landscape) diversity in two alternative ways: multiplicatively () and additively (). We demonstrate that the original habitat specificity concept of Wagner and Edwards (Landscape Ecol 16:121–131, 2001) consists of three independent components: core habitat specificity (uniqueness of the species composition), patch area and patch species richness. We describe habitat specificity as a family of indices that may include either area or richness components, or none or both, and open for use of different types of mean in calculation of core habitat specificity. Core habitat specificity is a beta diversity measure: the effective number of completely distinct communities in the landscape. Habitat specificity weighted by species number is a gamma diversity measure: the effective number of species that a patch contributes to landscape richness. We compared 12 habitat specificity indices by theoretical reasoning and by use of field data (vascular plant species in SE Norwegian agricultural landscapes). Habitat specificity indices are strongly influenced by weights for patch area and patch species richness, and the relative contribution of rare vs. common species (type of mean). The relevance of properties emphasized by each habitat specificity index for evaluation of patches in a biodiversity context is discussed. Core habitat specificity is emphasized as an ecologically interpretable measure that specifically addresses patch uniqueness while habitat specificity weighted by species number combines species richness and species composition in ways relevant for conservation biological assessment. Electronic supplementary material  The online version of this article (doi:) contains supplementary material, which is available to authorized users.  相似文献   

Selectivity in a trawl codend during haul-back operation—An overlooked phenomenon     

Niels Madsen  Roar Skeide  Mike Breen  Ludvig A. Krag  Irene Huse  Aud V. Soldal 《Fisheries Research》2008,91(2-3):168-174

The selectivity of a 99 mm trawl codend was assessed using a codend cover fitted with a MultiSampler, which was acoustically triggered to take separate samples at three different phases of the haul. The first sample was collected during towing, the second during haul-up and the third at the surface. A total of 18 hauls were conducted with a commercial fishing vessel west of Scotland. It was demonstrated that escapes take place not only during the tow but also in the short period when the trawl is hauled back from the seabed and when the codend is at the surface. For haddock (Melanogrammus aeglefinus), whiting (Merlangius merlangus) and Norway lobster (Nephrops norvegicus), respectively, the mean percentages escaping at the surface were 16, 12 and 38% of the total escape while 17, 8 and 28% escaped during the haul-up phase. Compared to towing, the escape rate (no./min) increased for haddock by a factor 2.7 during haul-up and by a factor 1.7 at the surface, whereas the escape rates of whiting were similar for the three phases. The escape rate of Norway lobster increased by a factor of approximately 7 for both the haul-up and surface phases, compared to the towing phase. The selectivity parameters L50 (50% retention length) and SR (selection range = L75–L25) were estimated and compared for the three different phases and for the whole haul for haddock, whiting and Norway lobster. For all three species there was no significant (P > 0.05) difference in L50 between the three phases of the haul. There was also no significant difference for whiting and Norway lobster when comparing the SR of the three phases, whereas the SR was significantly lower for haddock when comparing the surface phase with towing and haul-up. The estimate of L50 when towing was about 6 cm lower for haddock and whiting and 9 mm for Norway lobster compared to the selection curve estimated conventionally for the whole haul. Finally, the effect of sea state, duration and codend catch on the selectivity parameters were estimated for the individual phases and for the whole haul. A significant effect of at least one variable was found in all phases.  相似文献   

基于原型网络的小样本禽蛋图像特征检测方法     

李庆旭  王巧华 《农业机械学报》2021,52(11):376-383

机器视觉因具有检测速度快、稳定性高及成本低等优点,已发展成为禽蛋无损检测领域主流检测手段。使用该技术对禽蛋进行无损检测时,需要依赖大量禽蛋图像作为数据支撑才能取得较好的检测效果。由于养殖安全等限制,禽蛋图像数据的采集成本较高,针对该问题,提出了一种适应于小样本禽蛋图像检测的原型网络（Prototypical network）。该网络利用引入注意力机制的逆残差结构搭建的卷积神经网络将不同类别的禽蛋图像映射至嵌入空间,并利用欧氏距离度量测试禽蛋图像在嵌入空间的类别,从而完成禽蛋图像的分类。本文利用该网络分别验证了小样本条件下受精蛋与无精蛋、双黄蛋与单黄蛋及裂纹蛋与正常蛋的分类检测效果,其检测精度分别为95%、98%、88%。试验结果表明本文方法能够有效地解决禽蛋图像检测中样本不足的问题,为禽蛋图像无损检测研究提供了新的思路。  相似文献   

Growth and yield models for uneven-sized forest stands in Finland   总被引：1，自引：0，他引：1  

Timo Pukkala  Erkki Lähde  Olavi Laiho 《Forest Ecology and Management》2009

Uneven-sized forestry is gradually gaining popularity and acceptability also in the Nordic countries. This is because of the willingness of the public and some forest owners to avoid clear-fellings and pursue more near-nature forest structures. It has also been realized that the profitability of uneven-sized forestry may be competitive with even-aged forestry. In Finland, management of uneven-sized stands is hampered by the lack of information about the dynamics of such stands, and about the yield and profitability of uneven-sized forestry. This study developed models which allow managers to simulate the growth and yield of uneven-sized stands in Finland, making it possible to predict the yield and analyze the sustainability of different management options. The model set consists of individual-tree diameter increment, height and survival models, and a model for ingrowth. The modeling data consisted of two long-term field experiments of uneven-sized forest management, a set of temporary sample plots measured earlier for growth modeling purposes, and the sample plots of the third National Forest Inventory of Finland. The application area of the models covers all growing sites, all main tree species, and the whole surface area of Finland. According to the models, the sustainable harvest of a fertile (Oxalis-Myrtillus site) uneven-sized Norway spruce forest varies between 5.5 and 7 m³ ha⁻¹ a⁻¹ in Central Finland, depending on the length of the cutting cycle, stand density, and shape of the diameter distribution. It is profitable to harvest large diameter classes more heavily than small ones. Due to the large amount of data the models for diameter increment are highly significant and reliably show the growth level of trees in uneven-sized stands. The weakest models are the ingrowth models, which are based on a clearly smaller data set than the other models.  相似文献   

Effects of early cleaning on young Picea abies stands     

Karri Uotila  Timo Saksa 《Scandinavian Journal of Forest Research》2014,29(2):111-119

Young Norway spruce stands (Picea abies [L.] Karst) are typically cleaned of non-crop species on one or several occasions during young stand stage. In order to objectively evaluate the perceived benefits of early cleaning (EC), we studied the effects of EC on three study sites 2–2.5 years after receiving the treatment. Experiments were established as a randomised complete block design with a total of 40 blocks. Although height growth and mortality were not significantly affected, we found that EC substantially reduced canopy competition and, consequently, the mean diameter of released spruce grew 21–32% faster depending on the site. Furthermore, non-crop trees that were cleared during EC had fewer sprouts in two of the three sites and the sprouts were substantially smaller than the corresponding non-crop trees on control in all sites. EC can reduce the cost of pre-commercial thinning because EC reduced the estimated time needed for subsequent management by 18–49%. Thus, EC offers forest owners and managers an economically viable young stand management option.  相似文献   

Changes in wettability of wood surface using electron beam irradiation     

H. Huber  R. Haas  A. Petutschnigg  G. Grüll 《Wood material science & engineering》2020,15(4):237-240

ABSTRACT

This study deals with the influence of electron beam irradiation (EBI) on the wettability of Norway spruce surface samples. To evaluate this possible effect in detail, the changes in chemistry and wood structure were analysed using the methods of IR spectroscopy and Scanning Electron Microscopy (SEM). The surface wettability was determined by the contact angle measurement method. The results of infrared spectra show decreased relative numbers of available hydrophilic groups (e.g. hydroxyl and carbonyl groups) in the wood surfaces due to the electron beam irradiation. This behaviour is consistent with the values from the surface wettability measurements. Structural differences of the wood surfaces after electron beam irradiation were not detectable. Based on these findings pre-treatment of wood surfaces for industrial usages can be a potential field of application of this technology.  相似文献   

Allozyme Variation of Picea abies in Poland     

《Scandinavian Journal of Forest Research》2012,27(6):487-494

The aim of this study was to determine the levels and patterns of allozyme variation among 29 populations of Norway spruce [ Picea abies (L.) Karst.] from Poland. Thirteen investigated isoenzyme systems were encoded by 27 gene loci and, on average, 71% of the loci per population were polymorphic. The average and effective numbers of alleles per locus were 2.17 and 1.26, respectively, while the expected heterozygosity was 0.156. A relatively low allozyme differentiation among populations from north-eastern and southern Poland was observed ( F ST = 0.028, mean genetic distance D = 0.005). The results suggest that historical events and extensive gene flow played an important role in the distribution of the observed allozyme differentiation of Norway spruce in Poland.  相似文献   

Loss of pathogenicity in the blue-stain fungus Ceratocystis polonica   总被引：1，自引：0，他引：1  

P. Krokene†  H. Solheim 《Plant pathology》2001,50(4):497-502

The pathogenicity and growth of six cultures of the bark-beetle-associated blue-stain fungus Ceratocystis polonica were compared. Four were subcultures, established at different times, of the same isolate (80–53/7), and at least one of these was suspected to have lost its pathogenicity to Norway spruce ( Picea abies ) during subculturing. Two other cultures (93–208/115 and 94–169/13) were pathogenic. The pathogenicity of all cultures to Norway spruce was compared in three inoculation experiments, using (i) massive inoculation (≈144 inoculations per tree), (ii) low-density inoculation (14 inoculations per tree) of larger trees and (iii) single inoculation of 2-year-old seedlings. Fungal growth rates were tested in vitro on malt agar, and on malt agar under oxygen-deficient conditions. Isolates 93–208/115 and 94–169/13 and one of the subcultures of isolate 80–53/7 were pathogenic in all three inoculation experiments. Two other subcultures were nonpathogenic, while the last subculture was intermediate. The pathogenic cultures had higher growth rates on malt agar than the nonpathogenic and intermediate cultures, and they also grew better under oxygen-deficient conditions. These results demonstrate that blue-stain fungi may lose their pathogenicity after serial vegetative transfers on artificial substrates. The results are also consistent with the hypothesis that rapid growth and the ability to grow in oxygen-poor environments are important pathogenicity factors in blue-stain fungi.  相似文献