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基于神经网络和抛物特征的改进MOG-SORT高空抛物检测算法
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作者 陈卫东 刘萌 武文龙 《燕山大学学报》 北大核心 2026年第1期68-75,共8页
随着高楼的不断增多,高空抛物事件日益增加,给个人安全和公共安全都带来了挑战。高空抛物检测过程中存在背景复杂、抛物目标小、抛物外观特征不明显、抛物跟踪易丢失等问题。本文使用神经网络对混合高斯背景建模算法进行扩展,并根据抛... 随着高楼的不断增多,高空抛物事件日益增加,给个人安全和公共安全都带来了挑战。高空抛物检测过程中存在背景复杂、抛物目标小、抛物外观特征不明显、抛物跟踪易丢失等问题。本文使用神经网络对混合高斯背景建模算法进行扩展,并根据抛物特征改进简单在线实时跟踪(SORT)算法解决上述高空抛物问题。首先,为解决小目标抛物及复杂背景问题,引入区域条件滤波减少前景检测中的非抛物前景;其次,为解决抛物外观特征不明显的问题,使用多帧融合技术增强运动特征并设计轻量级分类网络来区分抛物物体:最后,为解决抛物跟踪易丢失的问题,根据抛物特征改进了SORT的状态空间和匹配度量。实验结果表明:改进后的混合高斯背景建模算法,在召回率下降6.50%的情况下,检测数量减少97.14%;改进后的SORT算法,ID切换数量减少51.61%,MOTA指标提升8.74%,TIOU指标提升8.02%. 展开更多
关键词 高空抛物检测 运动小目标检测 混合高斯背景建模 sort
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基于改进SORT算法的耙吸船挖掘土壤粒径参数测量研究
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作者 史誉州 谢云飞 +1 位作者 刘雅奇 王栋臣 《中国水运》 2026年第3期77-81,共5页
为了提高耙吸船的挖掘效率与施工质量,研究提出一种土壤粒径参数模型,借助改进的在线跟踪算法和目标检测算法提升粒径识别精度。实验证明,研究所提算法最终多目标跟踪精度稳定在64.85%,每秒传输帧数稳定在16.23帧/s,且当图像出现遮挡时... 为了提高耙吸船的挖掘效率与施工质量,研究提出一种土壤粒径参数模型,借助改进的在线跟踪算法和目标检测算法提升粒径识别精度。实验证明,研究所提算法最终多目标跟踪精度稳定在64.85%,每秒传输帧数稳定在16.23帧/s,且当图像出现遮挡时或更改数据集时对算法预测指标影响程度不大。在实际土壤粒径测量中,研究模型的平均均方根误差仅为0.0354mm。该模型的动态跟踪能力、测量精度和效率都很优越,能精准实时地测量土壤粒径参数,助力耙吸船智能化施工,推动疏浚行业高质量发展。 展开更多
关键词 sort YOLOv8 耙吸船 土壤粒径 EMA
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Overexpression of mitofusin 2 ameliorates inflammation and oxidative stress in lipopolysaccharide-induced mastitis model by regulating phosphofurin acidic cluster sorting protein 2
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作者 Xiechen Zhou Yufei Zhang +5 位作者 He Ma Shoupeng Fu Juxiong Liu Wenjin Guo Xiaofeng Tian Bingxu Huang 《Animal Models and Experimental Medicine》 2026年第1期154-167,共14页
Background:Mastitis seriously affects the mammary health of humans and animals.Studies have found that inflammation and oxidative stress play key roles in the occur-rence and development of mastitis.Therefore,in-depth... Background:Mastitis seriously affects the mammary health of humans and animals.Studies have found that inflammation and oxidative stress play key roles in the occur-rence and development of mastitis.Therefore,in-depth research on related molecular mechanisms is of great significance.Methods:Postpartum mice were anesthetized with pentobarbital and administered lipopolysaccharide to develop the mouse mastitis model.Proteomic analysis was per-formed to compare protein expression in mitochondria-associated endoplasmic retic-ulum membranes(MAM)from two mouse mammary gland groups.Western blot was used to detect the expression of MAM-related proteins in mitochondria.AlphaFold3 was used to predict the molecular structures of phosphofurin acidic cluster sorting protein 2(PACS2)and mitofusin 2(MFN2)and their interaction levels.The MFN2-PACS2 interaction was investigated using co-immunoprecipitation and small interfer-ing RNA.Results:The results showed that the inflammation level in the mammary gland tissue of mice with mastitis significantly increased,the total antioxidant capacity decreased,and the expression of MAM-related proteins MFN2 and PACS2 was significantly downregulated.In cell experiments,overexpression of MFN2 can inhibit inflamma-tion and oxidative stress responses,and promote the interaction between MFN2 and PACS2 to affect the formation of MAMs.Conclusion:In summary,this study suggests that mastitis can alter the expression of MAM-related proteins in mouse breast tissue.The interaction between MFN2 and PACS2 regulates the formation of MAMs.Overexpression of MFN2 can promote the formation of MAMs and inhibit inflammation and oxidative stress response in mam-mary epithelial cells.Our results provided a new theoretical basis and potential thera-peutic targets for the prevention and treatment of mastitis. 展开更多
关键词 MASTITIS mitochondria-associated endoplasmic reticulum membranes(MAM) mitofusin 2(MFN2) phosphofurin acidic cluster sorting protein 2(PACS2)
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GREEDY NON-DOMINATED SORTING IN GENETIC ALGORITHM-ⅡFOR VEHICLE ROUTING PROBLEM IN DISTRIBUTION 被引量:4
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作者 WEI Tian FAN Wenhui XU Huayu 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2008年第6期18-24,共7页
Vehicle routing problem in distribution(VRPD)is a widely used type of vehicle routing problem(VRP),which has been proved as NP-Hard,and it is usually modeled as single objective optimization problem when modeling.For ... Vehicle routing problem in distribution(VRPD)is a widely used type of vehicle routing problem(VRP),which has been proved as NP-Hard,and it is usually modeled as single objective optimization problem when modeling.For multi-objective optimization model,most researches consider two objectives.A multi-objective mathematical model for VRP is proposed,which considers the number of vehicles used,the length of route and the time arrived at each client.Genetic algorithm is one of the most widely used algorithms to solve VRP.As a type of genetic algorithm(GA),non-dominated sorting in genetic algorithm-Ⅱ(NSGA-Ⅱ)also suffers from premature convergence and enclosure competition.In order to avoid these kinds of shortage,a greedy NSGA-Ⅱ(GNSGA-Ⅱ)is proposed for VRP problem.Greedy algorithm is implemented in generating the initial population,cross-over and mutation.All these procedures ensure that NSGA-Ⅱis prevented from premature convergence and refine the performance of NSGA-Ⅱat each step.In the distribution problem of a distribution center in Michigan,US,the GNSGA-Ⅱis compared with NSGA-Ⅱ.As a result,the GNSGA-Ⅱis the most efficient one and can get the most optimized solution to VRP problem.Also,in GNSGA-Ⅱ,premature convergence is better avoided and search efficiency has been improved sharply. 展开更多
关键词 Greedy non-dominated sorting in genetic algorithm-Ⅱ(GNSGA-Ⅱ) Vehicle routing problem(VRP) Multi-objective optimization
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SORTING IT OUT China’s mandatory household garbage sorting begins in Shanghai
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作者 Wang Hai 《China Report ASEAN》 2019年第8期24-25,共2页
“What kind of garbage are you throwing away?”So goes a special phrase heard by most Shanghai residents from volunteers at household waste disposal sites across the city when they toss away trash.Amusingly,the greeti... “What kind of garbage are you throwing away?”So goes a special phrase heard by most Shanghai residents from volunteers at household waste disposal sites across the city when they toss away trash.Amusingly,the greeting sounds similar to“What kind of garbage are you?”in the Shanghai dialect.Bizarre as it may seem,this conversation is likely to become a nationwide dialogue soon as China rigorously endeavors to popularize mandatory separation of garbage in up to 46 cities across the country.The number of cities,according to many advocates,is set to surge as garbage sorting becomes a long-term environmental undertaking practiced across the Chinese mainland.Efforts in the eastern Chinese metropolis of Shanghai are just the start. 展开更多
关键词 NATIONWIDE sortING MAINLAND
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SORT四步法在全身麻醉气管插管患者胃管置入术中的应用效果
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作者 覃荷英 刘秀丽 +2 位作者 韦滟美 韦柳平 刘健萍 《中国卫生标准管理》 2025年第16期185-189,共5页
目的探讨SORT四步法在全身麻醉气管插管患者胃管置入术中的应用效果。方法选取2023年1—12月广西中医药大学附属瑞康医院收治的需行胃管置入术的全身麻醉气管插管患者106例为研究对象,采用随机数字表法,分为对照组与研究组,每组53例,对... 目的探讨SORT四步法在全身麻醉气管插管患者胃管置入术中的应用效果。方法选取2023年1—12月广西中医药大学附属瑞康医院收治的需行胃管置入术的全身麻醉气管插管患者106例为研究对象,采用随机数字表法,分为对照组与研究组,每组53例,对照组采用标准常规方法,研究组采用SORT四步法,比较2组的置管情况、血流动力学指标水平及不良事件发生情况。结果研究组的喉镜辅助率为1.89%,低于对照组的15.09%,差异有统计学意义(P<0.05)。研究组的置管1、2、3、4次成功率分别为94.34%、1.89%、3.77%、0,置管成功情况优于对照组(58.49%、26.42%、13.21%、1.89%),且1次成功率高于对照组,置管时间为(3.17±1.03)min,短于对照组的(7.43±1.62)min,差异均有统计学意义(P<0.05)。2组入室时(T0)、胃管置入前(T1)、胃管置入食管时(T2)、胃管置入成功时(T3)的整体比较,心率(heart rate,HR)、舒张压(diastolic blood pressure,DBP)、收缩压(systolic blood pressure,SBP)的时点、交互(时点与组间)、组间比较,差异均有统计学意义(P<0.05)。T2时点,研究组的HR、DBP、SBP水平分别为(82.08±12.07)次/min、(80.13±13.56)mmHg、(131.51±12.73)mmHg,低于对照组的(101.68±11.41)次/min、(91.04±4.27)mmHg、(142.04±15.57)mmHg;T3时点,研究组的HR、DBP、SBP水平分别为(83.74±12.82)次/min、(78.72±13.23)mmHg、(133.74±14.77)mmHg,低于对照组的(103.49±15.02)次/min、(98.30±11.43)mmHg、(148.77±15.29)mmHg,差异均有统计学意义(P<0.05)。研究组的不良事件总发生率为3.77%,低于对照组的18.87%,差异有统计学意义(P<0.05)。结论SORT四步法应用于需要胃管置入术的全身麻醉气管插管患者,可提高一次置管成功率,缩短置管时间,稳定血流动力学,降低不良事件的发生率。 展开更多
关键词 全身麻醉 气管插管 胃管置入 sort四步法 嗅物位 胃管方向 对侧旋转 扭转运动 血流动力学
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SORT1在胃癌组织中的表达及其对胃癌细胞生物学的影响
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作者 肖林雨 段婷 +3 位作者 夏勇生 陈悦 闫兴洲 胡建国 《中国医学科学院学报》 北大核心 2025年第3期343-353,共11页
目的探讨SORT1在胃癌组织中的表达情况,分析其与患者临床预后的关系以及参与胃癌进展的途径及机制。方法采用基因表达谱交互分析数据库、Western blot和免疫组织化学染色预测并分析SORT1在胃癌及癌旁组织中的表达情况。收集2015年4月至2... 目的探讨SORT1在胃癌组织中的表达情况,分析其与患者临床预后的关系以及参与胃癌进展的途径及机制。方法采用基因表达谱交互分析数据库、Western blot和免疫组织化学染色预测并分析SORT1在胃癌及癌旁组织中的表达情况。收集2015年4月至2017年4月蚌埠医科大学第一附属医院行胃癌根治术的109例患者的临床病例资料,分析SORT1与患者临床病理参数以及预后的关系。采用CCK-8法和克隆形成实验检测胃癌细胞的增殖情况,细胞划痕实验和Transwell实验检测胃癌细胞的迁移及侵袭能力,Western blot检测胃癌细胞上皮间质转化(EMT)过程中相关蛋白表达,并进一步分析SORT1调控胃癌细胞EMT的分子机制。结果Western blot和免疫组织化学染色结果显示,SORT1在胃癌组织中呈高表达(P=0.003,P<0.001),且与肿瘤的恶性进展呈正相关(P均<0.05);Kaplan-Meier生存分析显示,SORT1高表达患者的术后生存期明显缩短(P<0.001);Cox回归模型显示,SORT1表达是影响胃癌患者术后5年生存率的独立危险因素(P<0.001)。上调SORT1表达显著促进胃癌细胞的增殖、迁移、侵袭以及EMT过程(P均<0.05),而下调SORT1结果则相反(P均<0.05)。Western blot结果显示,高表达SORT1显著促进β-连环蛋白、细胞周期蛋白D1及c-Myc的蛋白表达(P均<0.05),且体外使用Wnt/β-连环蛋白通路抑制剂(XAV939)能够明显抑制高表达SORT1导致的胃癌细胞EMT能力的增强(P均<0.05)。结论SORT1在胃癌中高表达且影响患者术后生存期,其参与胃癌细胞的增殖、迁移和侵袭,并可能通过激活Wnt/β-连环蛋白通路促进胃癌细胞EMT过程。 展开更多
关键词 胃癌 sort1 预后 上皮间质转化 Wnt/β-连环蛋白通路
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Geochemical behaviors of metal elements during a single fl ood event in the natural Chishui River,Southwest China
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作者 Zhongxuan Liang Keyi Wang +3 位作者 Hongming Cai Zhongwei Wang Wei Yuan Jiubin Chen 《Acta Geochimica》 2025年第2期373-386,共14页
The majority(up to 90%)of riverine materials is transported from the continent to the ocean mainly in flood events.It is thus crucial to characterize the geochemistry of elements and their flux in river system in orde... The majority(up to 90%)of riverine materials is transported from the continent to the ocean mainly in flood events.It is thus crucial to characterize the geochemistry of elements and their flux in river system in order to better constrain their global biogeochemical cycling and impact on the oceanic ecosystem.However,the geochemical behavior including the distribution,migration and partitioning of typical metal elements amongst diff erent phases,during hydrodynamic flood event remains still to be well explored.Here,we investigated the geochemical behaviors of typical metal elements in dissolved phase and suspended particulate matter collected from a single flood event in the natural Chishui River,Southwest China.The results showed clearly that the geochemistry of metal elements was largely controlled by the hydrodynamic eff ect,of which the diff erent flowrates introduce a natural sorting of diff erent mineral particles transported at diff erent flood stages,depending on their shape,size and density.The maximum concentrations of alkaline and alkaline earth metals(Li,Mg,K,Rb and Sr)in SPM appeared before the flood peak,which was largely controlled by aluminosilicate minerals.However,transition metals(Cr,Mn,Fe,Ni and Cu)showed their abundance peaks lagging behind the flowrate summit,as a result of the late arrival of coarse particles or heavy minerals,evidenced by the mineralogical phase analysis.In addition,the distribution coe fficient(K_(d))between particulate and dissolved loads were lower and stable for soluble alkali/alkaline earth metals which could be aff ected by pH,while higher and fluctuant for transition metals that were largely influenced by SPM content.Overall,the present study reveals clear eff ects of hydrodynamic sorting on the geochemistry of metal elements during the flood event of the natural Chishui River,which should be taken into account when characterizing the riverine flux and their impact on marine ecosystem. 展开更多
关键词 Natural River FLOOD SPM Hydrodynamic sorting Metals
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Multisystem of Material Handling for Shipyard Facility Layout Optimization Using NSGA-Ⅱ
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作者 Gunawan Ghulam Tulus Pambudi Allesandro Setyo Anggito Utomo 《哈尔滨工程大学学报(英文版)》 2025年第4期855-863,共9页
The need to transport goods across countries and islands has resulted in a high demand for commercial vessels.Owing to such trends,shipyards must efficiently produce ships to reduce production costs.Layout and materia... The need to transport goods across countries and islands has resulted in a high demand for commercial vessels.Owing to such trends,shipyards must efficiently produce ships to reduce production costs.Layout and material flow are among the crucial aspects determining the efficiency of the production at a shipyard.This paper presents the initial design optimization of a shipyard layout using Nondominated Sorting Algorithm-Ⅱ(NSGA-Ⅱ)to find the optimal configuration of workstations in a shipyard layout.The proposed method focuses on simultaneously minimizing two material handling costs,namely work-based material handling and duration-based material handling.NSGA-Ⅱ determines the order of workstations in the shipyard layout.The semiflexible bay structure is then used in the workstation placement process from the sequence formed in NSGA-Ⅱ into a complete design.Considering that this study is a case of multiobjective optimization,the performance for both objectives at each iteration is presented in a 3D graph.Results indicate that after 500 iterations,the optimal configuration yields a work-based MHC of 163670.0 WBM-units and a duration-based MHC of 34750 DBM-units.Starting from a random solution,the efficiency of NSGA-Ⅱ demonstrates significant improvements,achieving a 50.19%reduction in work-based MHC and a 48.58%reduction in duration-based MHC. 展开更多
关键词 SHIPYARD Multiobjective optimization Material handling Nondominated sorting algorithm-Ⅱ
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The Paraventricular Hypothalamus: A Sorting Center for Visceral and Somatic Pain
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作者 Li Sun Shumin Duan 《Neuroscience Bulletin》 2025年第4期731-733,共3页
The somatotopic representation of specific body parts is a well-established spatial organizational principle in the primary somatosensory and motor cortices.
关键词 somatic pain sorting center somatotopic representation somatosensory motor cortices body parts visceral pain spatial organizational principle paraventricular hypothalamus
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基于SORT框架无迹卡尔曼滤波的多目标跟踪算法
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作者 陈智超 常家云 +2 位作者 许震俞 郝金龙 李东瀛 《制导与引信》 2025年第4期7-14,47,共9页
针对同向密集目标跟踪需求,提出了一种基于SORT(simple online and realtime tracking)框架无迹卡尔曼滤波(unscented Kalman filter,UKF)的多目标跟踪算法。该算法利用SORT框架构建多无迹卡尔曼滤波(multiple unscented Kalman filter,... 针对同向密集目标跟踪需求,提出了一种基于SORT(simple online and realtime tracking)框架无迹卡尔曼滤波(unscented Kalman filter,UKF)的多目标跟踪算法。该算法利用SORT框架构建多无迹卡尔曼滤波(multiple unscented Kalman filter,MUKF)跟踪器,使用欧氏距离和马氏距离计算代价矩阵,采用匈牙利算法和贪婪算法进行数据关联匹配,并根据匹配结果进行标签管理以及生命周期管理,实现多目标跟踪。仿真结果表明:与卡尔曼滤波(Kalman filter,KF)算法、扩展卡尔曼滤波(extended Kalman filter,EKF)算法相比,所提算法也具有良好的多目标跟踪性能,且基于马氏距离的多目标跟踪性能更优。 展开更多
关键词 多目标跟踪 sort框架 无迹卡尔曼滤波
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Joint Flow Splitting,Sorting and Selecting for CQF Scheduling in TSN
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作者 Ma Tao Zhou Feifei +2 位作者 Guan Ti Jiang Qinru Yu Yang 《China Communications》 2025年第4期268-280,共13页
The progress of modern industry has given rise to great requirements for network transmission latency and reliability in domains such as smart grid and intelligent driving.To address these challenges,the concept of Ti... The progress of modern industry has given rise to great requirements for network transmission latency and reliability in domains such as smart grid and intelligent driving.To address these challenges,the concept of Time-sensitive networking(TSN)is proposed by IEEE 802.1TSN working group.In order to achieve low latency,Cyclic queuing and forwarding(CQF)mechanism is introduced to schedule Timetriggered(TT)flows.In this paper,we construct a TSN model based on CQF and formulate the flow scheduling problem as an optimization problem aimed at maximizing the success rate of flow scheduling.The problem is tackled by a novel algorithm that makes full use of the characteristics and the relationship between the flows.Firstly,by K-means algorithm,the flows are initially partitioned into subsets based on their correlations.Subsequently,the flows within each subset are sorted by a new special criteria extracted from multiple features of flow.Finally,a flow offset selecting method based on load balance is used for resource mapping,so as to complete the process of flow scheduling.Experimental results demonstrate that the proposed algorithm exhibits significant advantages in terms of scheduling success rate and time efficiency. 展开更多
关键词 cyclic queuing and forwarding model joint flow splitting sorting and selecting timesensitive networking
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利用无人机航拍视频结合YOLOv3模型和SORT算法统计云杉数量 被引量:8
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作者 陈锋军 朱学岩 +3 位作者 周文静 郑一力 顾梦梦 赵燕东 《农业工程学报》 EI CAS CSCD 北大核心 2021年第20期81-89,共9页
准确、快速地统计苗木数量对苗圃的运营和管理具有重要意义,是提高苗圃运营和管理水平的有效方式。为快速准确统计完整地块内苗木数量,该研究选取云杉为研究对象,以无人机航拍完整地块云杉视频为数据源,提出一种基于YOLOv3(You Only Loo... 准确、快速地统计苗木数量对苗圃的运营和管理具有重要意义,是提高苗圃运营和管理水平的有效方式。为快速准确统计完整地块内苗木数量,该研究选取云杉为研究对象,以无人机航拍完整地块云杉视频为数据源,提出一种基于YOLOv3(You Only Look Once v3,YOLOv3)和SORT(Simple Online and Realtime Tracking,SORT)的云杉数量统计方法。主要内容包括数据采集、YOLOv3检测模型构建、SORT跟踪算法和越线计数算法设计。以平均计数准确率(Mean Counting Accuracy,MCA)、平均绝对误差(Mean Absolute Error,MAE)、均方根误差(Root Mean Square Error,RMSE)和帧率(Frame Rate,FR)为评价指标,该方法对测试集中对应6个不同试验地块的视频内云杉进行数量统计的平均计数准确率MCA为92.30%,平均绝对误差MAE为72,均方根误差RMSE为98.85,帧率FR 11.5帧/s。试验结果表明该方法能够快速准确统计完整地块的云杉数量。相比SSD+SORT算法,该方法在4项评价指标中优势显著,平均计数准确率MCA高12.36个百分点,帧率FR高7.8帧/s,平均绝对误差MAE和均方根误差RMSE分别降低125.83和173.78。对比Faster R-CNN+SORT算法,该方法在保证准确率的基础上更加快速,平均计数准确率MCA仅降低1.33个百分点,但帧率FR提高了10.1帧/s。该研究从无人机航拍视频的角度为解决完整地块的苗木数量统计问题做出了有效探索。 展开更多
关键词 无人机 模型 算法 云杉 数量统计 YOLOv3 sort
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基于改进Faster R-CNN和Deep Sort的棉铃跟踪计数 被引量:9
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作者 黄成龙 张忠福 +3 位作者 华向东 杨俊雅 柯宇曦 杨万能 《农业机械学报》 EI CAS CSCD 北大核心 2023年第6期205-213,共9页
棉铃作为棉花重要的产量与品质器官,单株铃数、铃长、铃宽等相关表型性状一直是棉花育种的重要研究内容。为解决由于叶片遮挡导致传统静态图像检测方法无法获取全部棉铃数量的问题,提出了一种以改进Faster R-CNN、Deep Sort和撞线匹配... 棉铃作为棉花重要的产量与品质器官,单株铃数、铃长、铃宽等相关表型性状一直是棉花育种的重要研究内容。为解决由于叶片遮挡导致传统静态图像检测方法无法获取全部棉铃数量的问题,提出了一种以改进Faster R-CNN、Deep Sort和撞线匹配机制为主要算法框架的棉铃跟踪计数方法,以实现在动态视频输入情况下对盆栽棉花棉铃的数量统计。采用基于特征金字塔的Faster R-CNN目标检测网络,融合导向锚框、Soft NMS等网络优化方法,实现对视频中棉铃目标更精确的定位;使用Deep Sort跟踪器通过卡尔曼滤波和深度特征匹配实现前后帧同一目标的相互关联,并为目标进行ID匹配;针对跟踪过程ID跳变问题设计了掩模撞线机制以实现动态旋转视频棉铃数量统计。试验结果表明:改进Faster R-CNN目标检测结果最优,平均测量精度mAP75和F1值分别为0.97和0.96,较改进前分别提高0.02和0.01;改进Faster R-CNN和Deep Sort跟踪结果最优,多目标跟踪精度为0.91,较Tracktor和Sort算法分别提高0.02和0.15;单株铃数计数结果决定系数、均方误差、平均绝对误差和平均绝对百分比误差分别为0.96、1.19、0.81和5.92%,与人工值具有较高一致性,开发的棉铃跟踪软件可以实现对棉铃的有效跟踪和计数。 展开更多
关键词 棉铃计数 目标检测 目标跟踪 Faster R-CNN Deep sort
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基于YOLO v5s和改进SORT算法的黑水虻幼虫计数方法 被引量:8
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作者 赵新龙 顾臻奇 李军 《农业机械学报》 EI CAS CSCD 北大核心 2023年第7期339-346,共8页
目前农业环境下的无序目标的精确计数有很高的应用需求,这种计数对其生物量、生物密度管理起到了重要的指导作用。如黑水虻幼虫目标追踪过程中,追踪对象具有高速和非线性的特征,常规算法存在追踪目标速度不足和丢失目标后的再识别困难... 目前农业环境下的无序目标的精确计数有很高的应用需求,这种计数对其生物量、生物密度管理起到了重要的指导作用。如黑水虻幼虫目标追踪过程中,追踪对象具有高速和非线性的特征,常规算法存在追踪目标速度不足和丢失目标后的再识别困难等问题。针对以上问题,本文提出了一种改进SORT算法,通过改进卡尔曼滤波模型的方式提升目标追踪算法的快速性和准确性,提升了计数的精度。另外,针对黑水虻幼虫目标识别过程中幼虫性状的多样性和混料导致的复杂背景问题,本文通过实验对比多种深度学习网络性能选定YOLO v5s算法提取图像多维度特征,提升了目标识别精度。实验结果表明:在划线计数方面,本文提出的改进SORT算法与原模型相比,平均精度从91.36%提升到95.55%,提升4.19个百分点,通过仿真和实际应用,证明了本文模型的有效性;在目标识别方面,使用YOLO v5s模型在训练集上帧率为156 f/s,mAP@0.5为99.10%,精度为90.11%,召回率为99.22%,综合性能优于其他网络。 展开更多
关键词 黑水虻幼虫 目标识别 目标追踪 划线计数 YOLO v5s sort算法
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基于YOLOv3和Deep SORT的草原牛跟踪系统 被引量:5
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作者 李琦 尚绛岚 李宝山 《传感器与微系统》 CSCD 北大核心 2021年第6期83-85,88,共4页
设计了一种基于深度学习算法的草原牛跟踪系统。融合YOLOv3目标检测算法与Deep SORT目标跟踪算法实现对草原牛的检测跟踪,结合比例—积分—微分(PID)算法控制云台(PTZ)摄像头稳定跟随草原牛转动。在内蒙古苏尼特左旗牧场进行现场实验测... 设计了一种基于深度学习算法的草原牛跟踪系统。融合YOLOv3目标检测算法与Deep SORT目标跟踪算法实现对草原牛的检测跟踪,结合比例—积分—微分(PID)算法控制云台(PTZ)摄像头稳定跟随草原牛转动。在内蒙古苏尼特左旗牧场进行现场实验测试,实验结果表明:系统运行稳定,对草原牛检测准确率较高,跟踪效果较好,可以实现未检测到草原牛时自动巡航、对多只草原牛自动跟踪、以及指定跟踪单只草原牛的功能。 展开更多
关键词 YOLOv3算法 Deep sort算法 比例—积分—微分 自动跟踪
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基于绘制历史的sort-first集群绘制负载平衡方法 被引量:1
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作者 沈兵虎 金哲凡 潘瑞芳 《计算机应用》 CSCD 北大核心 2006年第12期2843-2847,共5页
负载平衡对sort-first集群并行绘制系统的性能有很大影响,但静态负载平衡方法适应性较差。而动态方法中,基于几何数据遍历的方法不具备实用性,基于粗粒度几何数据组织的方法在实际中得到应用,但依赖于对几何数据的预处理。为此,提出了... 负载平衡对sort-first集群并行绘制系统的性能有很大影响,但静态负载平衡方法适应性较差。而动态方法中,基于几何数据遍历的方法不具备实用性,基于粗粒度几何数据组织的方法在实际中得到应用,但依赖于对几何数据的预处理。为此,提出了一种实用的、基于绘制历史的负载平衡方法:它不依赖于几何数据,用以前帧的绘制时间和负载分布信息作为未来帧绘制负载分配计算的输入。在集群绘制平台上的测试和比较表明,该方法有很好的效果。 展开更多
关键词 集群绘制 sort—first 负载平衡 绘制历史
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氯化镉(CdCl_2)对大鼠卵泡颗粒细胞中分拣蛋白1(Sort1)表达的影响 被引量:1
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作者 王春强 李立山 《生殖与避孕》 CAS CSCD 2012年第7期443-448,共6页
目的:探讨镉(Cd)引起卵泡细胞凋亡与分拣蛋白(Sort1)表达的关系。方法:利用流式细胞仪检测大鼠卵泡颗粒细胞的凋亡;利用免疫组织化学技术检测大鼠卵巢中Sort1的表达部位,在此基础上利用实时荧光定量PCR技术和蛋白免疫印迹技术检测CdCl2... 目的:探讨镉(Cd)引起卵泡细胞凋亡与分拣蛋白(Sort1)表达的关系。方法:利用流式细胞仪检测大鼠卵泡颗粒细胞的凋亡;利用免疫组织化学技术检测大鼠卵巢中Sort1的表达部位,在此基础上利用实时荧光定量PCR技术和蛋白免疫印迹技术检测CdCl2处理后大鼠卵泡中Sort1表达量的变化。结果:5μmol/L、20μmol/L和50μmol/L 3个浓度的CdCl2染毒处理均可引起大鼠卵泡颗粒细胞的凋亡;Sort1主要表达于大鼠卵巢颗粒细胞和卵泡膜细胞中;3个浓度的CdCl2均可使大鼠卵巢中Sort1的表达量显著增加(P<0.05)。结论:Sort1可能参与Cd诱导的卵泡颗粒细胞的凋亡过程。 展开更多
关键词 大鼠 卵巢 氯化镉(CdCl2) 凋亡 分拣蛋白(sort1)
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基于VFNet-Improved和Deep Sort的棉花黄萎病病情分级 被引量:5
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作者 黄成龙 张忠福 +3 位作者 卢智浩 张晓君 朱龙付 杨万能 《智能化农业装备学报(中英文)》 2023年第2期12-21,共10页
棉花是全球最重要的经济作物之一,而黄萎病是世界主要棉花生产区的第一大病害,黄萎病病原菌通过感染棉花的根部使叶片萎蔫、褪色以致脱落,导致棉花质量和产量严重下降。国家标准将患黄萎病叶片划分为5个等级,传统检测方法主要依赖人工,... 棉花是全球最重要的经济作物之一,而黄萎病是世界主要棉花生产区的第一大病害,黄萎病病原菌通过感染棉花的根部使叶片萎蔫、褪色以致脱落,导致棉花质量和产量严重下降。国家标准将患黄萎病叶片划分为5个等级,传统检测方法主要依赖人工,存在主观、低效、重复性差等问题,因此提出一种以VFNet-Improved、Deep Sort和撞线匹配机制为主要算法框架的棉花黄萎病病情分级方法,实现在旋转视频输入情况下对患病叶片的数量统计和病情等级的划分。研究首先基于VFNet目标检测网络,融合多尺度训练、动态卷积等优化方法,实现对旋转视频中患病叶片的精准定位;然后采用Deep Sort跟踪器实现前后帧同一叶片的相互关联,并针对跟踪过程ID跳变问题设计了掩膜撞线匹配机制;最后使用OpenCV对经过掩膜线的叶片进行特征提取与患病分级的划分。试验结果表明,VFNet-Improved可以有效改善棉花患病叶片识别精度,mAP75达到0.906,较改进前VFNet模型提升了0.012,帧率FPS为12.9帧/s;Deep Sort跟踪器跟踪效果MOTA为0.835,对患病叶片数量统计结果R2、RMSE、MAE与MAPE分别为0.890、5.138、4.300和14.967%,与人工统计值具有较高一致性。本研究为棉花黄萎病病情精准、高效鉴定提供一种新的科学工具,对棉花抗病品种筛选和遗传机制解析具有重要意义。 展开更多
关键词 目标检测 目标跟踪 VFNet Deep sort 棉花黄萎病 病情分级
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Macrophages-derived NRG-1 promotes angiogenesis after ischemic stroke via the Akt-mTOR pathway
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作者 Jie Chen Bo Wang +4 位作者 Danyang Fan Xi Chen Lenv Gao Yun Luo Zhenhua Zhou 《Neural Regeneration Research》 2026年第7期3007-3016,共10页
Acute ischemic stroke remains a significant health concern owing to the limited efficacy of current therapeutic options.In recent years,Neuregulin-1 has exhibited promising neuroprotective effects in cerebral ischemia... Acute ischemic stroke remains a significant health concern owing to the limited efficacy of current therapeutic options.In recent years,Neuregulin-1 has exhibited promising neuroprotective effects in cerebral ischemia.However,the sources and functions of Neuregulin-1 have not yet been fully understood,which hinders its translation and broad application.Here,we collected paired clot and peripheral blood samples from patients with acute ischemic stroke to determine the sources of Neuregulin-1.In addition,we established an in vivo transient middle cerebral artery occlusion mouse model to investigate the therapeutic effects of Neuregulin-1 and its underlying molecular biological mechanisms.We observed a significant elevation in serum Neuregulin-1 levels among patients with acute ischemic stroke that correlated with severity of neurological impairment and clinical outcome.Using single-cell sequencing,we identified Neuregulin-1-positive macrophages among peripheral blood mononuclear cells that produced Neuregulin-1 post-ischemia.In addition,Neuregulin-1 promoted repair of the infarcted area,alleviating neuronal and myelin damage and improving overall behavioral recovery in mice.We found that Neuregulin-1 may exert these neuroprotective effects by promoting angiogenesis in the infarct area,and that this effect is mediated by Akt/mTOR/VEGF-dependent signaling.Our findings suggest that peripheral macrophages are a source of Neuregulin-1 post-stroke.Neuregulin-1 exerts its neuroprotective effects by promoting angiogenesis via Akt/mTOR/VEGF-dependent signaling,showing promising clinical translation potential. 展开更多
关键词 acute ischemic stroke ANGIOGENESIS CLOT ERBB4 fluorescence-activated cell sorting immune cell inflammation macrophages NEUREGULIN-1 NEUROPROTECTION
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