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Multi-scale information fusion and decoupled representation learning for robust microbe-disease interaction prediction
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作者 Wentao Wang Qiaoying Yan +5 位作者 Qingquan Liao Xinyuan Jin Yinyin Gong Linlin Zhuo Xiangzheng Fu Dongsheng Cao 《Journal of Pharmaceutical Analysis》 2025年第8期1738-1752,共15页
Research indicates that microbe activity within the human body significantly influences health by being closely linked to various diseases.Accurately predicting microbe-disease interactions(MDIs)offers critical insigh... Research indicates that microbe activity within the human body significantly influences health by being closely linked to various diseases.Accurately predicting microbe-disease interactions(MDIs)offers critical insights for disease intervention and pharmaceutical research.Current advanced AI-based technologies automatically generate robust representations of microbes and diseases,enabling effective MDI predictions.However,these models continue to face significant challenges.A major issue is their reliance on complex feature extractors and classifiers,which substantially diminishes the models’generalizability.To address this,we introduce a novel graph autoencoder framework that utilizes decoupled representation learning and multi-scale information fusion strategies to efficiently infer potential MDIs.Initially,we randomly mask portions of the input microbe-disease graph based on Bernoulli distribution to boost self-supervised training and minimize noise-related performance degradation.Secondly,we employ decoupled representation learning technology,compelling the graph neural network(GNN)to independently learn the weights for each feature subspace,thus enhancing its expressive power.Finally,we implement multi-scale information fusion technology to amalgamate the multi-layer outputs of GNN,reducing information loss due to occlusion.Extensive experiments on public datasets demonstrate that our model significantly surpasses existing top MDI prediction models.This indicates that our model can accurately predict unknown MDIs and is likely to aid in disease discovery and precision pharmaceutical research.Code and data are accessible at:https://github.com/shmildsj/MDI-IFDRL. 展开更多
关键词 Microbe-disease interactions(MDIs) Pharmaceutical research AI-Based technologies Decoupled representation learning multi-scale information fusion
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Fundamental Theories of Spatial Similarity Relations in Multi-scale Map Spaces 被引量:20
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作者 YAN Haowen 《Chinese Geographical Science》 SCIE CSCD 2010年第1期18-22,共5页
Similarity relation is one of the spatial relations in the community of geographic information science and cartography.It is widely used in the retrieval of spatial databases, the recognition of spatial objects from i... Similarity relation is one of the spatial relations in the community of geographic information science and cartography.It is widely used in the retrieval of spatial databases, the recognition of spatial objects from images, and the description of spatial features on maps.However, little achievements have been made for it by far.In this paper, spatial similarity relation was put forward with the introduction of automated map generalization in the construction of multi-scale map databases;then the definition of spatial similarity relations was presented based on set theory, the concept of spatial similarity degree was given, and the characteristics of spatial similarity were discussed in detail, in-cluding reflexivity, symmetry, non-transitivity, self-similarity in multi-scale spaces, and scale-dependence.Finally a classification system for spatial similarity relations in multi-scale map spaces was addressed.This research may be useful to automated map generalization, spatial similarity retrieval and spatial reasoning. 展开更多
关键词 similarity relation spatial relation multi-scale map spaces
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Formula for calculating spatial similarity degrees between point clouds on multi-scale maps taking map scale change as the only independent variable 被引量:6
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作者 Yang Weifang Yan Haowen Li Jonathan 《Geodesy and Geodynamics》 2015年第2期113-125,共13页
The degree of spatial similarity plays an important role in map generalization, yet there has been no quantitative research into it. To fill this gap, this study first defines map scale change and spatial similarity d... The degree of spatial similarity plays an important role in map generalization, yet there has been no quantitative research into it. To fill this gap, this study first defines map scale change and spatial similarity degree/relation in multi-scale map spaces and then proposes a model for calculating the degree of spatial similarity between a point cloud at one scale and its gener- alized counterpart at another scale. After validation, the new model features 16 points with map scale change as the x coordinate and the degree of spatial similarity as the y coordinate. Finally, using an application for curve fitting, the model achieves an empirical formula that can calculate the degree of spatial similarity using map scale change as the sole independent variable, and vice versa. This formula can be used to automate algorithms for point feature generalization and to determine when to terminate them during the generalization. 展开更多
关键词 Spatial similarity degree map generalization map scale change Point clouds Quantitative description Spatial similarity relations multi-scale map spaces Curve fitting method
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Fast-armored target detection based on multi-scale representation and guided anchor 被引量:6
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作者 Fan-jie Meng Xin-qing Wang +2 位作者 Fa-ming Shao Dong Wang Xiao-dong Hu 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2020年第4期922-932,共11页
Focused on the task of fast and accurate armored target detection in ground battlefield,a detection method based on multi-scale representation network(MS-RN) and shape-fixed Guided Anchor(SF-GA)scheme is proposed.Firs... Focused on the task of fast and accurate armored target detection in ground battlefield,a detection method based on multi-scale representation network(MS-RN) and shape-fixed Guided Anchor(SF-GA)scheme is proposed.Firstly,considering the large-scale variation and camouflage of armored target,a new MS-RN integrating contextual information in battlefield environment is designed.The MS-RN extracts deep features from templates with different scales and strengthens the detection ability of small targets.Armored targets of different sizes are detected on different representation features.Secondly,aiming at the accuracy and real-time detection requirements,improved shape-fixed Guided Anchor is used on feature maps of different scales to recommend regions of interests(ROIs).Different from sliding or random anchor,the SF-GA can filter out 80% of the regions while still improving the recall.A special detection dataset for armored target,named Armored Target Dataset(ARTD),is constructed,based on which the comparable experiments with state-of-art detection methods are conducted.Experimental results show that the proposed method achieves outstanding performance in detection accuracy and efficiency,especially when small armored targets are involved. 展开更多
关键词 RED image RPN Fast-armored target detection based on multi-scale representation and guided anchor
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Multi-scale Representation of Building Feature in Urban GIS 被引量:1
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作者 AI Tinghua WANG Hong LIU Yaolin 《Geo-Spatial Information Science》 2002年第2期37-44,共8页
This paper aims at multi_scale representation of urban GIS,presenting a model to dynamically generalize the building on the basis of Delaunay triangulation model.Considering the constraints of position accuracy,statis... This paper aims at multi_scale representation of urban GIS,presenting a model to dynamically generalize the building on the basis of Delaunay triangulation model.Considering the constraints of position accuracy,statistical area balance and orthogonal characteristics in building cluster generalization,this paper gives a progressive algorithm of building cluster aggregation,including conflict detection(where),object(who)displacement,and geometrical combination operation(how).The algorithm has been realized in an interactive generalization system and some experiment illustrations are provided. 展开更多
关键词 multi_scale representation map generalization building aggregation Delaunay triangulation
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PARAMETRIC REPRESENTATIONS OF QUASICONFORMAL MAPPINGS 被引量:1
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作者 Zhenlian LIN Qingtian SHI 《Acta Mathematica Scientia》 SCIE CSCD 2020年第6期1874-1882,共9页
In this article,we first give two simple examples to illustrate that two types of parametric representation of the family ofΣ0 K have some gaps.Then we also find that the area derivative formula(1.6),which is used to... In this article,we first give two simple examples to illustrate that two types of parametric representation of the family ofΣ0 K have some gaps.Then we also find that the area derivative formula(1.6),which is used to estimate the area distortion ofΣ0 K,cannot be derived from[6],but that formula still holds forΣ0 K through our amendatory parametric representation for the one obtained by Eremenko and Hamilton. 展开更多
关键词 quasiconformal mapping Σ0 K parametric representation area distortion theorem Cauchy transformation
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Combining Multi-scale Directed Depth Motion Maps and Log-Gabor Filters for Human Action Recognition
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作者 Xiaoye Zhao Xunsheng Ji +1 位作者 Yuanxiang Li Li Peng 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2019年第4期89-96,共8页
Recognition of the human actions by computer vision has become an active research area in recent years. Due to the speed and the high similarity of the actions, the current algorithms cannot get high recognition rate.... Recognition of the human actions by computer vision has become an active research area in recent years. Due to the speed and the high similarity of the actions, the current algorithms cannot get high recognition rate. A new recognition method of the human action is proposed with the multi-scale directed depth motion maps(MsdDMMs) and Log-Gabor filters. According to the difference between the speed and time order of an action, MsdDMMs is proposed under the energy framework. Meanwhile, Log-Gabor is utilized to describe the texture details of MsdDMMs for the motion characteristics. It can easily satisfy both the texture characterization and the visual features of human eye. Furthermore, the collaborative representation is employed as action recognition by the classification. Experimental results show that the proposed algorithm, which is applied in the MSRAction3 D dataset and MSRGesture3 D dataset, can achieve the accuracy of 95.79% and 96.43% respectively. It also has higher accuracy than the existing algorithms, such as super normal vector(SNV), hierarchical recurrent neural network(Hierarchical RNN). 展开更多
关键词 human action recognition DEPTH MOTION mapS LOG-GABOR filters collaborative representation based CLASSIFIER
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Optimized Convolutional Neural Networks with Multi-Scale Pyramid Feature Integration for Efficient Traffic Light Detection in Intelligent Transportation Systems
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作者 Yahia Said Yahya Alassaf +2 位作者 Refka Ghodhbani Taoufik Saidani Olfa Ben Rhaiem 《Computers, Materials & Continua》 2025年第2期3005-3018,共14页
Transportation systems are experiencing a significant transformation due to the integration of advanced technologies, including artificial intelligence and machine learning. In the context of intelligent transportatio... Transportation systems are experiencing a significant transformation due to the integration of advanced technologies, including artificial intelligence and machine learning. In the context of intelligent transportation systems (ITS) and Advanced Driver Assistance Systems (ADAS), the development of efficient and reliable traffic light detection mechanisms is crucial for enhancing road safety and traffic management. This paper presents an optimized convolutional neural network (CNN) framework designed to detect traffic lights in real-time within complex urban environments. Leveraging multi-scale pyramid feature maps, the proposed model addresses key challenges such as the detection of small, occluded, and low-resolution traffic lights amidst complex backgrounds. The integration of dilated convolutions, Region of Interest (ROI) alignment, and Soft Non-Maximum Suppression (Soft-NMS) further improves detection accuracy and reduces false positives. By optimizing computational efficiency and parameter complexity, the framework is designed to operate seamlessly on embedded systems, ensuring robust performance in real-world applications. Extensive experiments using real-world datasets demonstrate that our model significantly outperforms existing methods, providing a scalable solution for ITS and ADAS applications. This research contributes to the advancement of Artificial Intelligence-driven (AI-driven) pattern recognition in transportation systems and offers a mathematical approach to improving efficiency and safety in logistics and transportation networks. 展开更多
关键词 Intelligent transportation systems(ITS) traffic light detection multi-scale pyramid feature maps advanced driver assistance systems(ADAS) real-time detection AI in transportation
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Coping with Multi-scale Climate Change:Study on the Application of Urban Environmental Climate Maps of Stuttgart,Germany
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作者 ZHANG Qi YANG Xin 《Journal of Landscape Research》 2021年第5期41-46,50,共7页
The development of modern cities has brought about tremendous changes in the climate environment.Faced with complex climate conditions,research on multi-scale climate change in cities is of great significance.The urba... The development of modern cities has brought about tremendous changes in the climate environment.Faced with complex climate conditions,research on multi-scale climate change in cities is of great significance.The urban environmental climate maps and the application of climate atlas tool in Stuttgart,Germany were studied,and the multi-scale application of urban environmental climate maps in Stuttgart,Germany was summarized through the analysis of the pre-planning,current construction situation,and landscape reconstruction of the German"Stuttgart 21"plan case.Besides,other important measures to cope with climate change in German were proposed,and finally multi-scale practical strategies to cope with urban climate and environment were summarized to provide ideas and methods for improving China’s future urban climate environment. 展开更多
关键词 Urban environmental climate maps multi-scale Stuttgart 21 plan Climate coping strategy
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The Cartography and the Spatial Representations:Search by Perfect Map
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作者 Christian Nunes da Silva Joao Marcio Palheta da Silva +1 位作者 Clay Anderson Nunes Chagas Carlos Jorge Nogueira Castro 《Journal of Geographic Information System》 2014年第6期624-635,共12页
The activities of the professionals working on cartographic products have been highlighted especially in recent years. The history, the concepts and categories of cartography cannot be neglected in using this type of ... The activities of the professionals working on cartographic products have been highlighted especially in recent years. The history, the concepts and categories of cartography cannot be neglected in using this type of tool since the use of elements that make a cartographic product, as an example: map, chart, plan, globe, and a scale model should be used since the unawareness of techniques of cartography and the absence of the components of a map may hinder the understanding of what is intended to represent cartographically. This text is a contribution to the discussion of advances in cartography including errors and absence of maps, including a brief discussion of the characteristics of cartographic language nowadays and the search for perfection in cartography. 展开更多
关键词 CARTOGRAPHY Cartographic Evolution Geographic Space Spatial representations Perfect map
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Navigation Map Data Representation and Parallel Display Algorithm in an Embedded Environment 被引量:5
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作者 ZHANG Dong WANG Ling +1 位作者 HUI Hongchao LI Heyuan 《Geo-Spatial Information Science》 2008年第1期62-65,共4页
Map data display is the basic information representation mode under embedded real-time navigation. After a navigation display data set (NDIS_SET) with several dimensions and corresponding mathematical description fo... Map data display is the basic information representation mode under embedded real-time navigation. After a navigation display data set (NDIS_SET) with several dimensions and corresponding mathematical description formula are designed, a series of rules and algorithms are advanced to optimize embedded navigation data and promote data index and input efficiency. A new parallel display algorithm with navigation data named N PDIS is then presented to adapt to limited embedded resources of computation and memory after a normal navigation data display algorithm named NDIS and related problems are analyzed, N_PDIS can synchronously create two preparative bitmapa by two parallel threads and switch one of them to screen automatically. Compared with NDIS, the results show that N_PDIS is more effective in improving display efficiency. 展开更多
关键词 embedded system map representation parallel display vehicle navigation
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Scale-Dependent Representations of Relief Based on Wavelet Analysis 被引量:4
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作者 WU Fan 《Geo-Spatial Information Science》 2003年第1期66-69,共4页
Automatic generalization of geographic information is the core of multi_scale representation of spatial data,but the scale_dependent generalization methods are far from abundant because of its extreme complicacy.This ... Automatic generalization of geographic information is the core of multi_scale representation of spatial data,but the scale_dependent generalization methods are far from abundant because of its extreme complicacy.This paper puts forward a new consistency model about scale_dependent representations of relief based on wavelet analysis,and discusses the thresholds in the model so as to acquire the continual representations of relief with different details between scales.The model not only meets the need of automatic generalization but also is scale-dependent completely.Some practical examples are given. 展开更多
关键词 multiresolution analysis on wavelet SCALE-DEPENDENCE multi-scale representation DEM automatic generalization
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THE PARAMETRIC REPRESENTATION FOR SPIRAL-LIKE MAPPINGS OF TYPEαON BOUNDED BALANCED PSEUDOCONVEX DOMAINS 被引量:1
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作者 刘浩 张志平 卢克平 《Acta Mathematica Scientia》 SCIE CSCD 2006年第3期421-430,共10页
Let Ω be a bounded balanced pseudoconvex domain in C^n that admits a plurisubhamonic defining function of class C^2. The authors prove that if f is a spiral-like mapping of type a on Ω, then f can be expressed as a ... Let Ω be a bounded balanced pseudoconvex domain in C^n that admits a plurisubhamonic defining function of class C^2. The authors prove that if f is a spiral-like mapping of type a on Ω, then f can be expressed as a limiting form concerning a Schwarz mapping. Moreover, the characteristics for star-like mappings and spiral-like mappings of type α are obtained. As a direct application, the growth theorem for spiral-like mappings of type α is set up. 展开更多
关键词 Spiral-like mappings parametric representation growth theorem
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A New method for selecting multi-scale road network objects 被引量:1
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作者 Wang Yanhui 《High Technology Letters》 EI CAS 2011年第4期407-413,共7页
Aimed at solving the problems of road network object selection at any unknown scale, the existing methods on object selection are integrated and extended in this paper, and a new object interpolation method is propose... Aimed at solving the problems of road network object selection at any unknown scale, the existing methods on object selection are integrated and extended in this paper, and a new object interpolation method is proposed, which reflects the inheritable and transferable characteristics of related information among multi-scale representation objects, and takes the attribute effects into account. Then the basic idea, the overall framework and the technical flow of the interpolation are put forward, at the samet:me synthetical weight function of the interpolation method is defined and described. The method and technical strategies of object selection are extended, and the key problems are solved, including the dejign of the objective quantitative and structural selections based on the weight values, the interpolation experiment strategies and technical flows, the result of the test shows that the object interpolation method not only inherits the objects at smaller scales, but also takes the attribute effect into account when deriving objects from larger scales according to the road importance, which is a guarantee to objective selection of the road objects at middle scales. 展开更多
关键词 multi-scale representation object interpolation object selection synthetic weight
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An Integral Representation of a Family of Slit Mappings
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作者 Adrian W. Cartier Michael P. Sterner 《Advances in Pure Mathematics》 2012年第3期200-202,共3页
We consider a normalized family F of analytic functions f, whose common domain is the complement of a closed ray in the complex plane. If f(z) is real when z is real and the range of f does not intersect the nonpositi... We consider a normalized family F of analytic functions f, whose common domain is the complement of a closed ray in the complex plane. If f(z) is real when z is real and the range of f does not intersect the nonpositive real axis, then f can be reproduced by integrating the biquadratic kernel against a probability measure u(t) . It is shown that while this integral representation does not characterize the family F, it applies to a large class of functions, including a collection of functions which multiply the Hardy space Hp into itself. 展开更多
关键词 Herglotz Formula Integral representations SUBORDINATION SLIT mapPINGS HARDY Spaces MULTIPLIERS HADAMARD Product
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The Parametric Representation for Starlike Mappings on Bounded Starlike Circular Domains
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作者 闫春燕 张芳芳 《Chinese Quarterly Journal of Mathematics》 2016年第3期288-297,共10页
In this paper,the parametric representation of starlike mappings is given.As a direct application,the growth theorem is set up.Moreover,a character of starlike mappings is obtained.
关键词 starlike mappings parametric representation growth theorem
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Disparity estimation for multi-scale multi-sensor fusion
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作者 SUN Guoliang PEI Shanshan +2 位作者 LONG Qian ZHENG Sifa YANG Rui 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第2期259-274,共16页
The perception module of advanced driver assistance systems plays a vital role.Perception schemes often use a single sensor for data processing and environmental perception or adopt the information processing results ... The perception module of advanced driver assistance systems plays a vital role.Perception schemes often use a single sensor for data processing and environmental perception or adopt the information processing results of various sensors for the fusion of the detection layer.This paper proposes a multi-scale and multi-sensor data fusion strategy in the front end of perception and accomplishes a multi-sensor function disparity map generation scheme.A binocular stereo vision sensor composed of two cameras and a light deterction and ranging(LiDAR)sensor is used to jointly perceive the environment,and a multi-scale fusion scheme is employed to improve the accuracy of the disparity map.This solution not only has the advantages of dense perception of binocular stereo vision sensors but also considers the perception accuracy of LiDAR sensors.Experiments demonstrate that the multi-scale multi-sensor scheme proposed in this paper significantly improves disparity map estimation. 展开更多
关键词 stereo vision light deterction and ranging(LiDAR) multi-sensor fusion multi-scale fusion disparity map
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Mapped Finite Element Discrete Variable Representation
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作者 De-quan Yu Shu-lin Cong +1 位作者 Dong H. Zhang Zhi-gang Sun 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2013年第6期755-764,I0005,共11页
Efficient numerical solver for the SchrSdinger equation is very important in physics and chemistry. The finite element discrete variable representation (FE-DVR) was first proposed by Rescigno and Mc-Curdy [Phys. Rev... Efficient numerical solver for the SchrSdinger equation is very important in physics and chemistry. The finite element discrete variable representation (FE-DVR) was first proposed by Rescigno and Mc-Curdy [Phys. Rev. A 62, 032706 (2000)] for solving quantum-mechanical scattering problems. In this work, an FE-DVR method in a mapped coordinate was proposed to improve the efficiency of the original FE-DVR method. For numerical demonstration, the proposed approach is applied for solving the electronic eigenfunctions and eigenvalues of the hydrogen atom and vibrational states of the electronic state 3E+ of the Cs2 molecule which has long-range interaction potential. The numerical results indicate that the numerical efficiency of the original FE-DVR has been improved much using our proposed mapped coordinate scheme. 展开更多
关键词 Discrete variable representation mapped Fourier method Ultra-cold atomic photoassociation Schrodinger equation solver Singularity of Coulomb potential
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HDMapFusion:用于自动驾驶的多模态融合高清地图生成(特邀)
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作者 刘洋宏 付杨悠然 董性平 《计算机工程》 北大核心 2025年第10期18-26,共9页
高清环境语义地图的生成是自动驾驶系统实现环境感知与决策规划不可或缺的关键技术。针对当前自动驾驶领域相机与激光雷达在感知任务中存在的模态差异问题,提出一种创新的多模态融合范式HDMapFusion,通过特征级融合策略显著提升了语义... 高清环境语义地图的生成是自动驾驶系统实现环境感知与决策规划不可或缺的关键技术。针对当前自动驾驶领域相机与激光雷达在感知任务中存在的模态差异问题,提出一种创新的多模态融合范式HDMapFusion,通过特征级融合策略显著提升了语义地图的生成精度。与传统直接融合原始传感器数据的方法不同,HDMapFusion创新性地将相机图像特征和激光雷达点云特征统一转换为鸟瞰视图(BEV)空间表示,在统一的几何坐标系下实现了多模态信息的物理可解释性融合。具体而言:HDMapFusion首先通过深度学习网络分别提取相机图像的视觉特征和激光雷达的三维(3D)结构特征;然后利用可微分的视角变换模块将前视图像特征转换为BEV空间表示,同时将激光雷达点云特征通过体素化处理投影到相同的BEV空间,在此基础上设计一个基于注意力机制的特征融合模块,自适应地加权整合两种模态;最后通过语义解码器生成包含车道线、人行横道、道路边界线等要素的高精度语义地图。在nuScenes自动驾驶数据集上的实验结果表明,HDMapFusion在高清地图生成精度方面显著优于现有基准方法。这些实验结果验证了HDMapFusion的有效性和优越性,为自动驾驶环境感知中的多模态融合问题提供了新的解决思路。 展开更多
关键词 高清地图生成 多模态融合 鸟瞰视图表示 自动驾驶 深度估计
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A multi-scale optimal interpolation method of high computational efficiency for mapping oceanic data
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作者 Ying Wen Zhijin Li +1 位作者 Wenlong Ma Xingliang Jiang 《Acta Oceanologica Sinica》 2025年第11期245-258,共14页
Ocean observations are inherently characterized by irregular temporal and spatial distributions,as well as heterogeneous spatial resolutions and error characteristics arising from the use of diverse observational plat... Ocean observations are inherently characterized by irregular temporal and spatial distributions,as well as heterogeneous spatial resolutions and error characteristics arising from the use of diverse observational platforms and techniques.To enable their application across a broad range of scientific and practical problems,it is essential to map these heterogeneous datasets into temporally and spatially consistent gridded products.Optimal Interpolation remains the most widely adopted algorithm for the mapping of oceanographic data.Two principal implementations of the optimal interpolation algorithm are commonly employed.The first,known as the basic optimal interpolation,is derived from the theory of optimal estimation and involves computationally intensive matrix operations,posing significant challenges when applied to high-dimensional problems.The second,referred to as the point-wise optimal interpolation,reduces computational complexity through point-wise estimation,thereby circumventing high-dimensional operations;however,this approach results in a substantially higher overall computational cost.In this study,a novel optimal interpolation algorithm is proposed that utilizes the Kronecker product to approximate the background error covariance matrix.This formulation enables the decomposition of high-dimensional matrix operations into smaller,computationally tractable sub-problems,thereby improving the scalability of optimal interpolation for large spatial domains with dense observational coverage.Building upon this framework,a multi-scale optimal interpolation method is further developed to enhance the integration of observational datasets with widely varying spatial resolutions,thereby improving the accuracy and applicability of the resulting gridded products. 展开更多
关键词 oceanic observation mapping optimal interpolation algorithm multi-scale algorithm background error covariance Kronecker product
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