DSMF-Net: Dual Semantic Metric Learning Fusion Network for Few-Shot Aerial Image Semantic Segmentation by Xiyu Qi, Yidan Zhang, Lei Wang, Yifan Wu, Yi Xin, Zhan Chen, Yunping Ge

“…Semantic segmentation of aerial images is crucial yet resource-intensive. …”
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Beyond Green’s Functions: Inverse Helmholtz and “Om” <inline-formula><math display="inline"><semantics><mrow><mi mathvariant="normal">ॐ</mi></mrow></semantics></math></inline-formula>-Potential Methods for Macroscopic Electromagnetism in Isotropy-Broken Media by Maxim Durach

“…In this manuscript, we lay out a path to the solution of macroscopic Maxwell’s equations for distributed sources, bypassing GFM by introducing an inverse approach and a method based on “Om” <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mi mathvariant="normal">ॐ</mi></mrow></semantics></math></inline-formula>-potential, which we describe here. …”
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A Survey of Visual SLAM Methods by Ali Rida Sahili, Saifeldin Hassan, Saber Muawiyah Sakhrieh, Jinane Mounsef, Noel Maalouf, Bilal Arain, Tarek Taha

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Methods Used in Forensic Linguistic Analysis by O. V. Kukushkina

Subjects: “…method of linguistic expertise…”
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Research on RAG-Based Cognitive Large Language Model Training Method for Power Standard Knowledge by Sai Zhang, Xiaoxuan Fan, Bochuan Song, Xiao Liang, Qiang Zhang, Zhihao Wang, Bo Zhang

“…This paper proposes a knowledge graph retrieval-enhanced training method for large language models (LLMs). By leveraging a pre-trained language model (PLM), highly similar subgraphs are retrieved from the electrical standards knowledge graph. …”
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A high-precision segmentation method based on UNet for disc cutter holder of shield machine by Dandan Peng, Guoli Zhu, Zhe Xie

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APPLICATION OF DATA ANALYSIS METHODS FOR AUTOMATION OF ONTOLOGY FORMATION by O. N. Yurkova

“…The aim of this work is to develop methods for automated text analysis and the retrieval of relevant data from full-text documents, as well as applying semantic text analysis methods for using linguistic ontologies as formalised models of subject area representation. …”
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A Review of Intrusion Detection for Railway Perimeter Using Deep Learning-Based Methods by Jin Wang, Hongyang Zhai, Yang Yang, Niuqi Xu, Hao Li, Di Fu

“…With the development of computer vision, researchers have been actively exploring methods for detecting foreign object intrusion via image recognition technology. …”
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THE NEURAL NETWORK METHOD CLASSIFICATION OF LITERARY TEXT FROM THE VIEWPOINT OF ITS GENRE IDENTIFICATION by Ekaterina Andreevna Kuchukova, Irina Andreevna Babenko, Natalia Grigorievna Gudieva, Safwat Chiad Al-Galda

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Methods for Domain Specification of Verification-Oriented Process Ontology by Natalia O. Garanina, Igor S. Anureev, Olesya I. Borovikova, Vladimir E. Zyubin

“…The constructive method uses semantic markup and pattern matching techniques to link sublect fields with classes of the abstract process ontology. …”
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Non-specialized means of causative semantics expression in the Slavic and Germanic languages (based on the lexical semantic group of defense and protection) by A.H. Litvinovich

“…It works towards resolving a controversial causativity theory issue about the scope and boundaries of causative verbs class, as well as helps to reveal some internal laws of the causative category development (gradual nature of the causative category). The following methods were used: contextual, transformational, comparative methods; dictionary definitions analysis, component and distributive analysis. …”
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A Method of Smoke Area Segmentation for Infrared Images Based on Deep Learning by QI Hang, YUAN Jianquan, LI Lei, REN Jun, LIANG Jie

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An autonomous navigation method for field phenotyping robot based on ground-air collaboration by Zikang Zhang, Zhengda Li, Meng Yang, Jiale Cui, Yang Shao, Youchun Ding, Wanneng Yang, Wen Qiao, Peng Song

“…The proposed method employs a UAV equipped with a Real-Time Kinematic (RTK) module for the construction of high-precision Field maps. …”
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Principles and Methods for Describing Social Vocabulary in the Ideographic Dictionary by A. V. Shchetinina, A. N. Blinova

“…On the example of the analysis of the nomination banderovets ( Banderaers ), the logic of the formation of new meanings of words not previously fixed by dictionaries and the creation of dictionary articles for the ideographic dictionary is justified. Application of methods of semantic, classificatory, linguistic-statistical, contextual, definitional analysis is demonstrated and also the method of ideographic reconstruction of nominative sets is partially presented.…”
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Enhancing Word Embeddings for Improved Semantic Alignment by Julian Szymański, Maksymilian Operlejn, Paweł Weichbroth

“…This study introduces a method for the improvement of word vectors, addressing the limitations of traditional approaches like Word2Vec or GloVe through introducing into embeddings richer semantic properties. …”
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TRANSLATION STRATEGIES IN ENGLISH-UKRAINIAN RENDERING OF DUAL-NUMBER QUANTIFI by Oleksandr O. Lytvynov

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Road scene map for autonomous driving and modeling method by Juan Lei, Xiong You, Jiangpeng Tian, Jian Yang, Kuiliang Gao, Weitang Liu

“…Building on cartographic principles, we propose the concept of a road scene map along with its modeling method that incorporates dynamic/static traffic elements with geometric/semantic features. …”
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Programmable semantic parsing approach for mimic arbitration by Wenjian ZHANG, Ke SONG, Libo TAN, Shuai WEI, Chunlei DONG

“…Aiming at the application of mimic arbitration,a programmable semantic parsing approach for mimic arbitration was proposed.Based on the idea of matching lookup table,this method could achieve custom protocol parsing through domain pointer configuration,and solve the problem of programmable protocol parsing for different protocols.By adopting pipeline control method,the congestion free in the procedure of protocol parsing was guaranteed and the performance of protocol parsing was improved.By introducing Hash operation,the complexity of semantic reordering design of sub-packages was simplified.The performance analysis results show that this approach has the characteristics of high flexibility protocol parsing,high processing capacity and low resource utilization.…”
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GBSS:researches on group-based semantic search by CHEN Hai-tao, GONG Zheng-hu, HUANG Zun-guo

“…A group-based semantic search method-GBSS was presented.With regard to architecture,GBSS introduced a hybrid architecture in which the storage and search of raw data was based on DHT network,but the storage and search of meta-data was based on unstructured P2P network.With regard to search algorithm,GBSS presented a file grouping method without users’ description and constructs friend relations between nodes based on search interests and sharing files.The design idea came from some conclusions of P2P researches and complex network researches.The forwarding of user requests came use of friend relations in search process,which integrated effective caching strategy.The simulation tests prove that the GBSS algorithm is efficient,stable,and the performance improved times compared with traditional algorithms.…”
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GBSS:researches on group-based semantic search by CHEN Hai-tao, GONG Zheng-hu, HUANG Zun-guo

“…A group-based semantic search method-GBSS was presented.With regard to architecture,GBSS introduced a hybrid architecture in which the storage and search of raw data was based on DHT network,but the storage and search of meta-data was based on unstructured P2P network.With regard to search algorithm,GBSS presented a file grouping method without users’ description and constructs friend relations between nodes based on search interests and sharing files.The design idea came from some conclusions of P2P researches and complex network researches.The forwarding of user requests came use of friend relations in search process,which integrated effective caching strategy.The simulation tests prove that the GBSS algorithm is efficient,stable,and the performance improved times compared with traditional algorithms.…”
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