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The Fusion of Temporal Sequence with Scene Priori Information in Deep Learning Object Recognition
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作者 Yongkang Cao fengjun liu +2 位作者 Xian Wang Wenyun Wang Zhaoxin Peng 《Open Journal of Applied Sciences》 2024年第9期2610-2627,共18页
For some important object recognition applications such as intelligent robots and unmanned driving, images are collected on a consecutive basis and associated among themselves, besides, the scenes have steady prior fe... For some important object recognition applications such as intelligent robots and unmanned driving, images are collected on a consecutive basis and associated among themselves, besides, the scenes have steady prior features. Yet existing technologies do not take full advantage of this information. In order to take object recognition further than existing algorithms in the above application, an object recognition method that fuses temporal sequence with scene priori information is proposed. This method first employs YOLOv3 as the basic algorithm to recognize objects in single-frame images, then the DeepSort algorithm to establish association among potential objects recognized in images of different moments, and finally the confidence fusion method and temporal boundary processing method designed herein to fuse, at the decision level, temporal sequence information with scene priori information. Experiments using public datasets and self-built industrial scene datasets show that due to the expansion of information sources, the quality of single-frame images has less impact on the recognition results, whereby the object recognition is greatly improved. It is presented herein as a widely applicable framework for the fusion of information under multiple classes. All the object recognition algorithms that output object class, location information and recognition confidence at the same time can be integrated into this information fusion framework to improve performance. 展开更多
关键词 Computer Vison Object Recognition Deep Learning Consecutive Scene Information Fusion
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Newcastle disease virus suppresses antigen presentation via inhibiting IL-12 expression in dendritic cells
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作者 Fulong NAN Wenlong NAN +18 位作者 Xin YAN Hui WANG Shasha JIANG Shuyun ZHANG Zhongjie YU Xianjuan ZHANG fengjun liu Jun LI Xiaoqiong ZHOU Delei NIU Yiquan LI Wei WANG Ning SHI Ningyi JIN Changzhan XIE Xiaoni CUI He ZHANG Bin WANG Huijun LU 《Journal of Zhejiang University-Science B(Biomedicine & Biotechnology)》 SCIE CAS CSCD 2024年第3期254-270,共17页
As a potential vectored vaccine,Newcastle disease virus(NDV)has been subject to various studies for vaccine development,while relatively little research has outlined the immunomodulatory effect of the virus in antigen... As a potential vectored vaccine,Newcastle disease virus(NDV)has been subject to various studies for vaccine development,while relatively little research has outlined the immunomodulatory effect of the virus in antigen presentation.To elucidate the key inhibitory factor in regulating the interaction of infected dendritic cells(DCs)and T cells,DCs were pretreated with the NDV vaccine strain LaSota as an inhibitor and stimulated with lipopolysaccharide(LPS)for further detection by enzyme-linked immunosorbent assay(ELISA),flow cytometry,immunoblotting,and quantitative real-time polymerase chain reaction(qRT-PCR).The results revealed that NDV infection resulted in the inhibition of interleukin(IL)-12p40 in DCs through a p38 mitogen-activated protein kinase(MAPK)-dependent manner,thus inhibiting the synthesis of IL-12p70,leading to the reduction in T cell proliferation and the secretion of interferon-(IFN-),tumor necrosis factor-α(TNF-α),and IL-6 induced by DCs.Consequently,downregulated cytokines accelerated the infection and viral transmission from DCs to T cells.Furthermore,several other strains of NDV also exhibited inhibitory activity.The current study reveals that NDV can modulate the intensity of the innate-adaptive immune cell crosstalk critically toward viral invasion improvement,highlighting a novel mechanism of virus-induced immunosuppression and providing new perspectives on the improvement of NDV-vectored vaccine. 展开更多
关键词 Newcastle disease virus Dendritic cells Interleukin-12(IL-12) T cells IMMUNOSUPPRESSION
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智能手机在化学实验中的应用 被引量:3
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作者 董志强 刘丰俊 +8 位作者 翁玉华 潘蕊 颜长明 许振玲 张春艳 吕银云 欧阳小清 阮婵姿 任艳平 《大学化学》 CAS 2021年第4期155-165,共11页
分类介绍了智能手机在化学实验中的应用,总结了基于智能手机应用的化学实验方法的特点以及智能手机应用于化学实验教学的优点,并对其在化学实验中的应用前景进行了思考和展望。
关键词 智能手机 应用 化学实验
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基于手机光线传感器为检测器的简易光度计的自组装设计 被引量:2
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作者 刘丰俊 吴子瀚 +8 位作者 侯伯尚 董志强 翁玉华 潘蕊 许振玲 张春艳 吕银云 欧阳小清 阮婵姿 《大学化学》 CAS 2020年第9期83-88,共6页
利用手机光线传感器作为检测器搭建了一套可用于定量分析实验的简易光度计,将其用于邻二氮菲分光光度法测定铁的实验,进行了5次平行实验,每次实验拟合直线的R2值在0.999左右,待测样品中铁含量的RSD值为2.81%。将简易光度计用于邻二氮菲... 利用手机光线传感器作为检测器搭建了一套可用于定量分析实验的简易光度计,将其用于邻二氮菲分光光度法测定铁的实验,进行了5次平行实验,每次实验拟合直线的R2值在0.999左右,待测样品中铁含量的RSD值为2.81%。将简易光度计用于邻二氮菲分光光度法测定铁的实验并与分光光度法进行对比,待测物铁含量分别为5.11和4.94μg·mL^−1。利用手机光线传感器作为检测器的自组装光度计实验,简单、方便、准确、易于实现,可替代传统的分光光度计;通过搭建简易光度计并进行测定实验,有利于增强学生对分光光度计的结构和原理的理解,激发学生的学习兴趣,提高实验教学的质量。 展开更多
关键词 光度计 自主搭建 手机光线传感器
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GhHSP24.7 mediates mitochondrial protein acetylation to regulate stomatal conductance in response to abiotic stress in cotton 被引量:1
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作者 Wei Ma Jie Li +2 位作者 fengjun liu Tianzhen Zhang Xueying Guan 《The Crop Journal》 SCIE CSCD 2023年第4期1128-1139,共12页
During seed germination,the cotton chaperone protein HSP24.7 regulates the release,from the mitochondrial electron transport chain,of reactive oxygen species(ROS),a stimulative signal regulating germination.The functi... During seed germination,the cotton chaperone protein HSP24.7 regulates the release,from the mitochondrial electron transport chain,of reactive oxygen species(ROS),a stimulative signal regulating germination.The function of HSP24.7 during vegetative stages remains largely unknown.Here we propose that suppression of Gh HSP24.7 in cotton seedlings increases tolerance to heat and drought stress.Elevation of Gh HSP24.7 was found to be positively associated with endogenous levels of ROS.We identified a new client protein of Gh HSP24.7,cotton lysine deacetylase(Gh HDA14),which is involved in mitochondrial protein modification.Elevated levels of Gh HSP24.7 suppressed deacetylase activity in mitochondria,leading to increased acetylation of mitochondrial proteins enriched in the subunit of Ftype ATPase,V-type ATPase,and cytochrome C reductase,ultimately reducing leaf ATP content.Consequently,in combination with altered ROS content,Gh HSP24.7 transgenic lines were unable to coordinate stomatal closure under stress.The regulation circuit composed of Gh HSP24.7 and Gh HDA14 represents a post-translation level mechanism in plant abiotic stress responses that integrates the regulation of ROS and ATP. 展开更多
关键词 Heat stress Drought stress GhHSP24.7GhHDA14 Protein(de)acetylation MITOCHONDRIA Stomatal aperture
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Linear stability analysis of interactions between mixing layer and boundary layer flows 被引量:2
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作者 fengjun liu Yifan WANG Ying PIAO 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2017年第4期1327-1335,共9页
The linear instabilities of incompressible confluent mixing layer and boundary layer were analyzed.The mixing layers include wake,shear layer and their combination.The mean velocity profile of confluent flow is taken ... The linear instabilities of incompressible confluent mixing layer and boundary layer were analyzed.The mixing layers include wake,shear layer and their combination.The mean velocity profile of confluent flow is taken as a superposition of a hyperbolic and exponential function to model a mixing layer and the Blasius similarity solution for a flat plate boundary layer.The stability equation of confluent flow was solved by using the global numerical method.The unstable modes associated with both the mixing and boundary layers were identified.They are the boundary layer mode,mixing layer mode 1(nearly symmetrical mode)and mode 2(nearly anti-symmetrical mode).The interactions between the mixing layer stability and the boundary layer stability were examined.As the mixing layer approaches the boundary layer,the neutral curves of the boundary layer mode move to the upper left,the resulting critical Reynolds number decreases,and the growth rate of the most unstable mode increases.The wall tends to stabilize the mixing layer modes at low frequency.In addition,the mode switching behavior of the relative level of the spatial growth rate between the mixing layer mode 1 and mode 2 with the velocity ratio is found to occur at low frequency. 展开更多
关键词 Boundary layer Flow instability Linear stability theory Shear layer Wake
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Stem cell properties and neural differentiation of sheep amniotic epithelial cells
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作者 Xuemin Zhu Xiumei Wang +7 位作者 Guifang Cao fengjun liu Yinfeng Yang Xiaonan Li Yuling Zhang Yan Mi Junping liu Lingli Zhang 《Neural Regeneration Research》 SCIE CAS CSCD 2013年第13期1210-1219,共10页
This study was designed to verify the stem cell properties of sheep amniotic epithelial cells and their capacity for neural differentiation. Immunofluorescence microscopy and reverse transcription-PCR revealed that th... This study was designed to verify the stem cell properties of sheep amniotic epithelial cells and their capacity for neural differentiation. Immunofluorescence microscopy and reverse transcription-PCR revealed that the sheep amniotic epithelial cells were positive for the embryonic stem cell marker proteins SSEA-1, SSEA-3, SSEA-4, TRA-1-60 and TRA-1-81, and the totipotency-associated genes Oct-4, Sox-2 and Rex-1, but negative for Nanog. Amniotic epithelial cells expressed β-Ⅲ-tubulin, glial fibrillary acidic protein, nestin and microtubule-associated protein-2 at 28 days after induction with serum-free neurobasal-A medium containing B-27. Thus, sheep amniotic epithelial cells could differentiate into neurons expressing β-Ⅲ-tubulin and microtubule-associated protein-2, and glial-like cells expressing glial fibrillary acidic protein, under specific conditions. 展开更多
关键词 neural regeneration stem cells SHEEP amniotic epithelial cells isolation and culture stem cecharacteristics DIFFERENTIATION differentiation potential reverse transcription-PCR immunofluorescence microscopy grants-supported paper NEUROREGENERATION
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Genetic resources of lotus (Nelumbo) and their improvement
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作者 Ping Zhou Qijiang Jin +8 位作者 Ping Qian Yanjie Wang Xiaowen Wang Huiyan Jiang Dongrui Yao Xiaojing liu fengjun liu Jun Li Yingchun Xu 《Ornamental Plant Research》 2022年第1期39-54,共16页
Lotus(Nelumbo)is one of the top ten flowers in China,which has high ornamental,edible and medicinal value.Lotus has a been cultivated for thousands of years.Through discovery and cultivation,more than 4,000 cultivars ... Lotus(Nelumbo)is one of the top ten flowers in China,which has high ornamental,edible and medicinal value.Lotus has a been cultivated for thousands of years.Through discovery and cultivation,more than 4,000 cultivars have been recorded.However,the information related to lotus breeding is quite scattered,and the related genetic rules and trait formation mechanisms are still poorly understood,which has caused a greater impact on lotus genetic breeding.This article systematically introduces lotus germplasm resources,including wild species and cultivated species,summarizes lotus breeding methods and breeding directions,and focuses on the latest progress in the isolation and functional identification of structural and regulatory genes related to important horticultural traits.Prospects for the protection and utilization of lotus resources,breeding and industrialization are reported. 展开更多
关键词 LOTUS BREEDING FLOWERS
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生成式AI赋能养老服务高质量发展的机遇与挑战
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作者 刘丰军 赵娜 《老龄化研究》 2025年第6期616-624,共9页
推动养老服务高质量发展,是应对人口老龄化挑战、提升社会福祉的重要举措,而生成式AI的崛起为养老服务打开了一扇大门,带来了新的创新活力和发展空间。生成式AI通过技术创新引领、用户体验优化、服务模式升级与养老资源协同,共同驱动养... 推动养老服务高质量发展,是应对人口老龄化挑战、提升社会福祉的重要举措,而生成式AI的崛起为养老服务打开了一扇大门,带来了新的创新活力和发展空间。生成式AI通过技术创新引领、用户体验优化、服务模式升级与养老资源协同,共同驱动养老服务的全面革新,推动其迈向高质量发展的新阶段。但同时在应用中存在技术缺陷、用户不满、伦理风险、服务失衡等问题与挑战,需要重视技术稳健、改善用户体验、坚守伦理底线和加强社会保障,确保生成式AI与养老服务的有机结合,实现其对养老服务创新升级的有效赋能,促进其高质量发展。 展开更多
关键词 生成式AI ChatGPT 养老服务 智慧养老
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The influence of the corporate social responsibility disclosures on consumer brand attitudes under the impact of CO VID-19
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作者 fengjun liu Lu Meng +1 位作者 Yijun Zhao Shen Duan 《Frontiers of Business Research in China》 2020年第4期426-447,共22页
This study focuses on the use of we-media by small-and medium-sized enterprises(SMEs)to disclose internal corporate social responsibility(ICSR)under the impact of the 2019 novel coronavirus disease(COVID-19).Study 1 i... This study focuses on the use of we-media by small-and medium-sized enterprises(SMEs)to disclose internal corporate social responsibility(ICSR)under the impact of the 2019 novel coronavirus disease(COVID-19).Study 1 interprets the catalyst effect of COVID-19 on the externalization of SMEs'ICSR.The fuzzy grading evaluation method is initially verified.Under the impact of COVID-19,SMEs fulfilling their ICSR can enhance consumer brand attitudes.Study 2 uses a structural equation model and empirical analysis of 946 effective samples and finds that consumers perceive the self-sacrifice of corporations during the coronavirus disease period.SMEs can fulfill their ICSR to enhance the internal explanation mechanism of consumer brand attitudes and the moderating role of enterprise losses. 展开更多
关键词 2019 novel coronavirus disease(COVID-19) Small-and medium-sized enterprises(SMEs) Internal corporate social responsibility(ICSR) Enterprise social responsibility disclosures Consumer brand attitudes
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