期刊文献+
共找到685篇文章
< 1 2 35 >
每页显示 20 50 100
The Electromagnetic Scattering by Buried Complex Objects
1
作者 Lu Shu, Chang Mei & Xu Penggen Dept. of Radio Physics, Wuhan University, 430072, P. R. China 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1997年第4期17-22,共6页
The solution of scattering problem of buried complex bodies needs to not only consider the scattering from the complex bodies, but also apply the boundary conditions in two different types of coordinate systems. This ... The solution of scattering problem of buried complex bodies needs to not only consider the scattering from the complex bodies, but also apply the boundary conditions in two different types of coordinate systems. This paper applies the conversion technique of vector wave functions combined with the three-dimensional unimoment method to effectively solve this type of complex electromagnetic problem. Using the conversion relations between the cylindrical and spherical vector wave functions, two types of boundary-value problems are conveniently jointed. Both the vector wave function expansion and the multipole expansion belong to eigen function expansion methods and have the same convergence rate. But the former is more rigorous in theory and needs to calculate only two types of eigen components while the latter needs to calculate four types. 展开更多
关键词 EM scattering Buried complex object Unimoment method.
在线阅读 下载PDF
Concurrency Control Mechanism of Complex Objects
2
作者 徐庆云 王能斌 《Journal of Computer Science & Technology》 SCIE EI CSCD 1992年第4期305-310,共6页
A complex object is an abstraction and description of a complex entity of the real world. Many applications in such domains as CIMS, CAD and OA define and manipulate a complex object as a single unit. In this paper, a... A complex object is an abstraction and description of a complex entity of the real world. Many applications in such domains as CIMS, CAD and OA define and manipulate a complex object as a single unit. In this paper, a definition of the model of complex objects is given, and the concurrency control mechanism of complex objects in WHYMX object-oriented database system is described. 展开更多
关键词 MODE IX Concurrency Control Mechanism of complex objects
原文传递
A Deductive Database Approach for Complex Objects
3
作者 陈其明 《Journal of Computer Science & Technology》 SCIE EI CSCD 1990年第3期225-235,共11页
A deductive database approach for complex objects reasoning is proposed,which is characterized by handling predicates nesting in terms of mapping hierarchically structured rules and facts to a flattened Horn-clause im... A deductive database approach for complex objects reasoning is proposed,which is characterized by handling predicates nesting in terms of mapping hierarchically structured rules and facts to a flattened Horn-clause implementation scheme. 展开更多
关键词 RLC LPT A Deductive Database Approach for complex objects
原文传递
3D shape measurement of larger complex objects based on fringe cycle correction
4
作者 伏燕军 杨杰 +1 位作者 王志刚 吴海涛 《Chinese Optics Letters》 SCIE EI CAS CSCD 2014年第12期42-47,共6页
The grating fringe on the reference plane is broadened in the intersecting axis system because of oblique-angle projection. In order to solve this problem, we study the theoretical model of the temporal phase unwrappi... The grating fringe on the reference plane is broadened in the intersecting axis system because of oblique-angle projection. In order to solve this problem, we study the theoretical model of the temporal phase unwrapping method based on the fringe cycle correction. We also study the 3D shape measurement theoretical model of the larger complex objects after considering the coordinate deviation and lens distortion. Experimental results demonstrate that the fringe cycle on the reference plane can be corrected to a constant value, the lens distortion can be corrected, and 3D shape of larger complex objects can be accurately measured. 展开更多
关键词 shape measurement of larger complex objects based on fringe cycle correction CYCLE CCD
原文传递
Improved Multi-objective Ant Colony Optimization Algorithm and Its Application in Complex Reasoning 被引量:3
5
作者 WANG Xinqing ZHAO Yang +2 位作者 WANG Dong ZHU Huijie ZHANG Qing 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2013年第5期1031-1040,共10页
The problem of fault reasoning has aroused great concern in scientific and engineering fields.However,fault investigation and reasoning of complex system is not a simple reasoning decision-making problem.It has become... The problem of fault reasoning has aroused great concern in scientific and engineering fields.However,fault investigation and reasoning of complex system is not a simple reasoning decision-making problem.It has become a typical multi-constraint and multi-objective reticulate optimization decision-making problem under many influencing factors and constraints.So far,little research has been carried out in this field.This paper transforms the fault reasoning problem of complex system into a paths-searching problem starting from known symptoms to fault causes.Three optimization objectives are considered simultaneously: maximum probability of average fault,maximum average importance,and minimum average complexity of test.Under the constraints of both known symptoms and the causal relationship among different components,a multi-objective optimization mathematical model is set up,taking minimizing cost of fault reasoning as the target function.Since the problem is non-deterministic polynomial-hard(NP-hard),a modified multi-objective ant colony algorithm is proposed,in which a reachability matrix is set up to constrain the feasible search nodes of the ants and a new pseudo-random-proportional rule and a pheromone adjustment mechinism are constructed to balance conflicts between the optimization objectives.At last,a Pareto optimal set is acquired.Evaluation functions based on validity and tendency of reasoning paths are defined to optimize noninferior set,through which the final fault causes can be identified according to decision-making demands,thus realize fault reasoning of the multi-constraint and multi-objective complex system.Reasoning results demonstrate that the improved multi-objective ant colony optimization(IMACO) can realize reasoning and locating fault positions precisely by solving the multi-objective fault diagnosis model,which provides a new method to solve the problem of multi-constraint and multi-objective fault diagnosis and reasoning of complex system. 展开更多
关键词 fault reasoning ant colony algorithm Pareto set multi-objective optimization complex system
在线阅读 下载PDF
3D reconstruction of complex curved objects from line drawings
6
作者 Sun Yanling Dong Lijun 《Computer Aided Drafting,Design and Manufacturing》 2016年第2期13-17,共5页
An active research topic in computer vision and graphics is developing algorithms that can reconstruct the 3D surface of curved objects from line drawings. There are a number of algorithms have been dedicated to solve... An active research topic in computer vision and graphics is developing algorithms that can reconstruct the 3D surface of curved objects from line drawings. There are a number of algorithms have been dedicated to solve this problem, but they can't solve this problem when the geometric structure of a curved object becomes complex. This paper proposes a novel approach to reconstructing a complex curved 3D object from single 2D line drawings. Our approach has three steps: (1) decomposing a complex line drawing into several simpler line drawings and transforming them into polyhedron; (2) reconstructing the 3D wireframe of curved object from these simpler line drawings and generating the curved faces; (3) combining the 3D objects into the complete objects. A number of examples are given to demonstrate the ability of our approach to successfully perform reconstruction of curved objects which are more complex than previous methods. 展开更多
关键词 3D reconstruction line drawings complex curved objects
在线阅读 下载PDF
A man-made object detection algorithm based on contour complexity evaluation 被引量:2
7
作者 Guili XU Zhengbing WANG +2 位作者 Yuehua CHENG Yupeng TIAN Chao ZHANG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2017年第6期1931-1957,共27页
Man-made object detection is of great significance in both military and civil areas, such as search-and-rescue missions at sea, traffic signs recognition during visual navigation, and targets location in a military st... Man-made object detection is of great significance in both military and civil areas, such as search-and-rescue missions at sea, traffic signs recognition during visual navigation, and targets location in a military strike. Contours of man-made objects usually consist of straight lines, corner points, and simple curves. Motivated by this observation, a man-made object detection method is proposed based on complexity evaluation of object contours. After salient contours which keep the crucial information of objects are accurately extracted using an improved mean-shift clustering algorithm, a novel approach is presented to evaluate the complexity of contours. By comparing the entropy values of contours before/after sampling and linear interpolation, it is easy to distinguish between man-made objects and natural ones according to the complexity of their contours.Experimental results show that the presented method can effectively detect man-made objects when compared to the existing ones. 展开更多
关键词 complexity evaluation Contour chain code Contour detection Man-made object detection Salient contour
原文传递
Tracking of Non-Rigid Object in Complex Wavelet Domain
8
作者 Om Prakash Ashish Khare 《Journal of Signal and Information Processing》 2011年第2期105-111,共7页
In this paper we have proposed an object tracking method using Dual Tree Complex Wavelet Transform (DTCxWT). The proposed method is capable of tracking the moving object in video sequences. The object is assumed to be... In this paper we have proposed an object tracking method using Dual Tree Complex Wavelet Transform (DTCxWT). The proposed method is capable of tracking the moving object in video sequences. The object is assumed to be deform-able under limit i.e. it may change its shape from one frame to another. The basic idea in the proposed method is to decompose the image into two components: a two dimensional motion and a two dimensional shape change. The motion component is factored out while the shape is explicitly represented by storing a sequence of two dimensional models. Each model corresponds to each image frame. The proposed method performs well when the change in the shape in the consecutive frames is small however the 2-D motion in consecutive frames may be large. The proposed algorithm is capable of handling the partial as well as full occlusion of the object. 展开更多
关键词 object TRACKING Dual TREE complex WAVELET TRANSFORM Model Based TRACKING BIORTHOGONAL FILTERS
在线阅读 下载PDF
OBJECT ORIENTED DATA MODELLING WITH APPLICATIONS TO CAD
9
作者 应维云 傅向阳 周儒荣 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 1996年第2期69+63-68,共7页
An object oriented data modelling in computer aided design (CAD) databases is focused. Starting with the discussion of data modelling requirements for CAD applications, appropriate data modelling features are introdu... An object oriented data modelling in computer aided design (CAD) databases is focused. Starting with the discussion of data modelling requirements for CAD applications, appropriate data modelling features are introduced herewith. A feasible approach to select the “best” data model for an application is to analyze the data which has to be stored in the database. A data model is appropriate for modelling a given task if the information of the application environment can be easily mapped to the data model. Thus, the involved data are analyzed and then object oriented data model appropriate for CAD applications are derived. Based on the reviewed object oriented techniques applied in CAD, object oriented data modelling in CAD is addressed in details. At last 3D geometrical data models and implementation of their data model using the object oriented method are presented. 展开更多
关键词 computer aided design DATABASES data models object oriented data models complex objects geometrical models
在线阅读 下载PDF
基于改进YOLOv8n的辣椒穴盘漏播检测方法
10
作者 李旭 王浩 +4 位作者 邬备 刘青 匡敏球 刘大为 谢方平 《沈阳农业大学学报》 北大核心 2026年第2期117-127,共11页
[目的]辣椒穴盘育苗是辣椒种植常用的方法和手段,漏播会导致减产,而影响收益。针对辣椒种子与穴盘内基质颗粒颜色和形状相近的特点,开展复杂背景下小目标辣椒种子漏播检测方法研究,提出一种基于改进YOLOv8的辣椒种子检测模型YOLOv8-PS。... [目的]辣椒穴盘育苗是辣椒种植常用的方法和手段,漏播会导致减产,而影响收益。针对辣椒种子与穴盘内基质颗粒颜色和形状相近的特点,开展复杂背景下小目标辣椒种子漏播检测方法研究,提出一种基于改进YOLOv8的辣椒种子检测模型YOLOv8-PS。[方法]首先,在主干特征提取网络的3个检测头之前引入CBAM注意力机制,实现模型根据辣椒种子在图像中不同区域自适应地分配通道和像素的权重,抑制背景噪声并突出关键纹理、边缘与形态特征,从而提高复杂背景下的辣椒种子信息提取的精确性;其次,替换主干网络中的前两个C2f模块为融合EMA高效多尺度注意力机制的C2f_EMA模块,通过全局平均池化和分组归一化操作,重新校准特征权重,突出辣椒种子的关键特征,提高模型对辣椒种子多尺度信息提取能力和检测精度;最后,为改善CIoU损失函数在检测任务中收敛慢和定位偏差大的问题,使用DIoU损失函数加速边界框回归,提高模型检测性能。[结果]改进后的YOLOv8-PS模型的平均精度均值和帧率值分别达到90%和191帧·s^(-1),较基线模型YOLOv8n分别提升3.1个百分点和62帧·s^(-1),漏播检测试验中改进前后的模型误差下降率显著。[结论]所提出的YOLOv8-PS模型在保证实时性的同时显著提升了复杂背景下辣椒穴盘漏播检测的准确性与鲁棒性,能够有效满足实际生产中播种质量在线检测与漏播识别的需求,为辣椒种子的播种质量检测提供了技术参考。 展开更多
关键词 穴盘育苗 漏播检测 小目标 复杂背景 YOLOv8
在线阅读 下载PDF
基于改进YOLOv11n的复杂场景下行人检测模型
11
作者 刘伟 时薇 +3 位作者 杨淼 王井阳 黄敏 杨琳 《河北科技大学学报》 北大核心 2026年第1期60-72,共13页
针对由于光照、角度、背景干扰及行人目标太小等复杂场景的影响会导致行人检测精度下降,容易出现误检或漏检等问题,提出了一种基于改进YOLOv11n的行人检测模型YOLOv11-CREP。首先,引入由Conv卷积和空间深度转化卷积(space-to-depth conv... 针对由于光照、角度、背景干扰及行人目标太小等复杂场景的影响会导致行人检测精度下降,容易出现误检或漏检等问题,提出了一种基于改进YOLOv11n的行人检测模型YOLOv11-CREP。首先,引入由Conv卷积和空间深度转化卷积(space-to-depth convolution,SPDConv)融合形成的CSPDConv,使模型减少信息的丢失并增强对重要细节的提取;其次,给出RepNCSPELAN4-GC模块(其利用幽灵卷积GhostConv对RepNCSPELAN4进行改进,以减少RepNCSPELAN4模块的参数量),并用改进后的RepNCSPELAN4-GC模块来替换Neck层部分C3k2模块;再次,将高效多尺度注意力(efficient multi-scale attention,EMAttention)和并行网络注意力(parallel network attention,ParNetAttention)融合成新的EMPAttention注意力模块,以增强模型对小目标行人的检测能力;最后,针对小目标行人和遮挡目标的特性,新增小目标检测头P2来增强模型对小目标的识别能力。结果表明:YOLOv11-CREP与原始的YOLOv11n模型相比,平均精度(mean average precision,mAP)在IoU阈值0.5时提升4.6个百分点,达到95.3%;在IoU阈值范围为0.5~0.95时提升9.0个百分点,达到70.2%。所提模型兼顾高检测性能和实时性要求,有效提升了复杂场景下的行人检测性能,为行人检测任务建模提供了参考。 展开更多
关键词 计算机图像处理 YOLOv11n 行人检测 复杂场景 注意力机制 小目标检测
在线阅读 下载PDF
多视角贴近摄影测量技术在复杂地貌实景三维建模中的应用
12
作者 陈荣 《科技创新与生产力》 2026年第1期150-152,共3页
传统地形、地质调查依赖人工拍照和正射影像,存在工作量大、成本高、空间维度低等问题;倾斜摄影测量技术能多角度采集地面影像,克服传统航测视角局限,但仍然存在传统航线飞行方式不适用于复杂地貌等问题。为了解决以上问题,结合实际工... 传统地形、地质调查依赖人工拍照和正射影像,存在工作量大、成本高、空间维度低等问题;倾斜摄影测量技术能多角度采集地面影像,克服传统航测视角局限,但仍然存在传统航线飞行方式不适用于复杂地貌等问题。为了解决以上问题,结合实际工程案例,应用多视角贴近摄影测量技术进行复杂地貌实景三维建模,并基于实景三维模型进行定量分析和定性分析。研究结果表明,本文方法能够有效提高复杂地形模型精度。 展开更多
关键词 倾斜摄影测量 贴近摄影测量 复杂地貌 实景三维建模 定量分析
在线阅读 下载PDF
基于多目标优化的复杂热电联产系统运行规划
13
作者 陈坚红 王国雲 +2 位作者 左克清 张洪坤 鲍彦克 《浙江大学学报(工学版)》 北大核心 2026年第1期148-157,共10页
热电厂的扩建、改造和升级显著增加了热电联产系统在机组数量、种类及性能劣化程度等方面的复杂性.针对复杂热电联产系统的运行规划,综合考虑机组在实际运行过程中的启停状态、爬坡速率等影响因素,构建基于能效、㶲、经济、环境等的多目... 热电厂的扩建、改造和升级显著增加了热电联产系统在机组数量、种类及性能劣化程度等方面的复杂性.针对复杂热电联产系统的运行规划,综合考虑机组在实际运行过程中的启停状态、爬坡速率等影响因素,构建基于能效、㶲、经济、环境等的多目标优化模型.引入熵权法客观地分配各目标的权重,将多目标优化问题转化为单目标优化问题;采用动态规划算法进行求解,确保最优解的确定性和客观性.以某热电厂的复杂热电联产系统为例,随机选取24 h的热电负荷需求进行运行规划和计算分析,并将优化结果与原设计方案进行对比,结果表明优化计算后运行成本降低了7.96万元/d.所提模型能够有效地提升复杂热电联产系统运行的经济性与可靠性. 展开更多
关键词 复杂热电联产系统 多目标优化 运行规划 熵权法 动态规划法
在线阅读 下载PDF
正反问无定形式宾语的准入条件
14
作者 郑娜 朱庆祥 《汉语学报》 北大核心 2026年第1期61-75,共15页
正反问宾语通常是有定的,但通过调查实际语料发现,正反问宾语在一定条件下存在无定形式,这些无定形式并非正反问无定宾语的真正反例。这要考虑复杂定语和动词本身性质特征两个影响因素:复杂无定形式NP充当正反问句宾语主要由于内部修饰... 正反问宾语通常是有定的,但通过调查实际语料发现,正反问宾语在一定条件下存在无定形式,这些无定形式并非正反问无定宾语的真正反例。这要考虑复杂定语和动词本身性质特征两个影响因素:复杂无定形式NP充当正反问句宾语主要由于内部修饰语的作用,改变了其无定倾向;典型无定形式NP主要从不同动词语义特征出发进行描写解释。复杂定语和动词性质实质反映了信息性质不同。 展开更多
关键词 正反问 无定形式宾语 复杂修饰语 判断动词
原文传递
基于S-PGA-YOLOv12的复杂场景小目标火灾检测方法
15
作者 李海 孙鹏 +1 位作者 张志佳 沈喆 《控制与决策》 北大核心 2026年第3期728-740,共13页
基于深度学习的复杂场景下小目标火灾检测方法主要面临两方面挑战:其一,在复杂场景中采集小目标火灾视频图像成本高昂且难度颇大,导致模型的泛化能力和鲁棒性受限;其二,复杂场景下小目标火灾检测易受火灾尺度、场景类型、光照条件等因... 基于深度学习的复杂场景下小目标火灾检测方法主要面临两方面挑战:其一,在复杂场景中采集小目标火灾视频图像成本高昂且难度颇大,导致模型的泛化能力和鲁棒性受限;其二,复杂场景下小目标火灾检测易受火灾尺度、场景类型、光照条件等因素影响,导致检测精度不高.对此,提出一种基于S-PGA-YOLOv12的复杂场景下小目标火灾检测模型.首先,基于YOLOv12融合了用于突出小目标关键信息的并行补丁感知注意(PPA)模块、用于平衡速度与精度的GOLD模块、用于通过自适应学习不同尺度特征图的空间融合权重的小目标检测头(Detect-ASFF)模块;然后,针对复杂场景下小目标火灾图像采集成本高、难度大等问题,提出一种基于模拟仿真的数据集构建方法;最后,基于模拟仿真构建的复杂场景小目标火灾数据集,通过消融实验、对比实验、鲁棒性和泛化性分析来验证S-PGA-YOLOv12模型的有效性.在所构建的3个数据集上进行大量实验,表明所提出方法具有有效性和优越性. 展开更多
关键词 复杂场景 小目标火灾 目标检测 注意力机制 仿真技术
原文传递
融合深度学习与传统图像方法的交通目标检测与跟踪模型
16
作者 冯婷薇 杨达 +2 位作者 程志伟 刘家威 吴玥含 《北京理工大学学报》 北大核心 2026年第3期294-303,共10页
针对复杂交通场景下传统图像处理方法与深度学习方法在目标检测与跟踪中存在检测精度不足、误检漏检率高、轨迹连续性差等问题,提出了一种融合两类方法优势的协同优化框架.通过背景图像与轮廓优化提升前景提取效果,有效克服了传统方法... 针对复杂交通场景下传统图像处理方法与深度学习方法在目标检测与跟踪中存在检测精度不足、误检漏检率高、轨迹连续性差等问题,提出了一种融合两类方法优势的协同优化框架.通过背景图像与轮廓优化提升前景提取效果,有效克服了传统方法对干扰源的敏感性问题;融合传统图像处理提取的前景像素与YOLO检测框,提出一种最小外接矩形校准机制,动态调整检测框贴合度并剔除误检框;在SORT算法框架中引入前景像素信息,通过光流场补偿增强跟踪连续性,缓解遮挡场景下的轨迹断裂与身份切换问题.实验结果表明:在复杂场景路侧数据集上,所提模型的检测IoU达到97.46%,精度为95.32%,相比YOLOv7、YOLOv11等模型,本文模型的检测精度、检测框贴合度明显提升;跟踪综合评价指标MOTA提升至85.33%,ID切换率与轨迹断裂比例分别降低至13.21%和27.38%,较原始SORT与DeepSORT算法提升显著.结论表明,该模型通过融合传统方法与深度学习的优势,显著提升了复杂交通场景下的检测与跟踪性能,具备重要的应用推广价值. 展开更多
关键词 智能交通 交通目标检测 多目标跟踪 复杂交通场景
在线阅读 下载PDF
基于改进YOLOv8s的复杂纹理木材缺陷检测技术
17
作者 白先浪 张群利 辛志强 《森林工程》 北大核心 2026年第2期402-415,共14页
为解决现有木材缺陷检测方法在复杂纹理场景下精度较低的问题,提出一种基于改进YOLOv8s的木材缺陷检测方法。首先,在模型的主干网络中引入高效多尺度注意力机制(efficient multi-scale attention,EMA),加强模型对复杂纹理缺陷的上下文... 为解决现有木材缺陷检测方法在复杂纹理场景下精度较低的问题,提出一种基于改进YOLOv8s的木材缺陷检测方法。首先,在模型的主干网络中引入高效多尺度注意力机制(efficient multi-scale attention,EMA),加强模型对复杂纹理缺陷的上下文感知能力。其次,将颈部网络设计为重参数化泛化特征金字塔网络,增强模型跨尺度特征融合效率。然后,将损失函数替换成SIoU,提高检测框回归精度。最后,将倒置残差模块iRMB与C2f模块进行融合,增强模型对微小缺陷捕捉能力。试验结果显示,所提改进方法相较于基准模型,在精准率、召回率、检测精度、检测精度均值方面分别提高5.09%、3.13%、3.72%、2.63%,检测速度也达到了120帧/s。研究表明,所提改进方法显著增强了模型的鲁棒性和泛化能力,使得模型性能更加卓越、稳健。 展开更多
关键词 木材缺陷 复杂纹理 深度学习 目标检测 YOLOv8 注意力机制 倒置残差 泛化特征
在线阅读 下载PDF
改进型YOLOv8及其水下和雾天目标检测
18
作者 易锌鑫 张著洪 《计算机工程与设计》 北大核心 2026年第1期29-37,共9页
鉴于水下、雾天场景下目标检测易出现漏检、误检、定位差、目标检测准确率低等问题,提出一种基于YOLOv8的改进型目标检测模型IYOLOv8。模型设计中,经构建双骨干特征提取网络增强主干网络的特征提取能力;引入动态上采样提高特征图的利用... 鉴于水下、雾天场景下目标检测易出现漏检、误检、定位差、目标检测准确率低等问题,提出一种基于YOLOv8的改进型目标检测模型IYOLOv8。模型设计中,经构建双骨干特征提取网络增强主干网络的特征提取能力;引入动态上采样提高特征图的利用效率;结合倒置残差移动和高效多尺度注意力,设计处理长距离信息的CIE模块;借助改进损失函数提高边界框回归的性能;利用知识蒸馏提升目标检测的准确率。比较性的实验结果表明,IYOLOv8在目标检测的性能方面具有明显优势。 展开更多
关键词 双骨干网络 知识蒸馏 动态上采样 复杂场景 视频目标检测 YOLOv8 注意力机制
在线阅读 下载PDF
复杂背景下基于YOLO-insulator模型的绝缘子小目标缺陷检测研究
19
作者 董朋林 陈久朋 +2 位作者 王森 伞红军 胡宏伟 《电力科学与技术学报》 北大核心 2026年第1期262-276,共15页
基于计算机视觉的航拍绝缘子缺陷检测方法被广泛应用于电力巡检。针对绝缘子缺陷易受背景复杂、目标尺度较小等因素的影响而导致漏检、误检的问题,提出了一种旨在提高绝缘子缺陷检测精度的绝缘子缺陷检测模型YOLO-insulator。首先,引入... 基于计算机视觉的航拍绝缘子缺陷检测方法被广泛应用于电力巡检。针对绝缘子缺陷易受背景复杂、目标尺度较小等因素的影响而导致漏检、误检的问题,提出了一种旨在提高绝缘子缺陷检测精度的绝缘子缺陷检测模型YOLO-insulator。首先,引入基于通道混洗的重参数化卷积(reparameterized convolution based on channel shuffle-one-shot aggregation, RCS-OSA)替换传统的二维卷积C2f,以增强网络的特征提取能力;其次,在颈部网络使用RCS-OSA模块替换部分的C2f卷积,同时引入挤压激励网络(squeeze and excitation network,SENet),以增强模型对通道间关系的捕捉和整体特征的表达能力;最后,针对多种缺陷区域小导致难以检测的问题,提出小目标检测层方法,该层包含更多的缺陷细节信息,有利于缺陷的检测。在自制绝缘子数据集上进行实验验证的结果表明,相对于基线YOLOv8n,YOLO-insulator模型在查准率、召回率、平均精度均值上都实现了提升,有效提高了模型的综合性能。 展开更多
关键词 绝缘子缺陷检测 复杂背景 注意力机制 挤压激励 小目标检测层
在线阅读 下载PDF
复杂场景下ResNet34优化算法在苹果检测中的应用研究
20
作者 吴勇帑 蒲彦钧 +1 位作者 刘喜闻 周勇 《中国农机化学报》 北大核心 2026年第4期133-138,共6页
为提高复杂环境下的苹果果实检测准确率、降低漏检率,对ResNet34模型进行结构优化和改进。在该模型的不同特征提取层引入SE注意力机制,使算法重点关注苹果果实的位置,有效应对复杂背景的干扰。针对苹果果实距离远、目标小、叶片遮挡严... 为提高复杂环境下的苹果果实检测准确率、降低漏检率,对ResNet34模型进行结构优化和改进。在该模型的不同特征提取层引入SE注意力机制,使算法重点关注苹果果实的位置,有效应对复杂背景的干扰。针对苹果果实距离远、目标小、叶片遮挡严重等问题,采用Res2Net网络模块,该模块具备多尺度信息提取能力,能兼顾图像中不同大小的目标。此外,采用双检测头策略改进模型,进一步提升模型对小目标检测的综合性能。结果表明,改进后的模型在测试集上的检测精确率为83.1%、F1分数为77.3%、平均精度均值mAP为82.3%,相比于原ResNet34模型分别提升3.7%、2.2%和4%。 展开更多
关键词 苹果 自动化采摘 复杂场景 SE注意力机制 目标检测
在线阅读 下载PDF
上一页 1 2 35 下一页 到第
使用帮助 返回顶部