Unsupervised domain adaptation multi-level adversarial network for semantic segmentation based on multi-modal features by Zeyu WANG, Shuhui BU, Wei HUANG, Yuanpan ZHENG, Qinggang WU, Huawen CHANG, Xu ZHANG

“…In order to solve the problem of the distribution differences of visual, spatial, and semantic features between domains in domain adaptation, an unsupervised domain adaptation multi-level adversarial network for semantic segmentation based on multi-modal features was proposed.Firstly, an attentive fusion semantic segmentation network with three-layer structure was designed to learn the above three types of features from the source domain and target domain, respectively.Secondly, a self-supervised learning method jointing distribution confidence and semantic confidence was introduced into the single-level adversarial learning, so as to achieve the distribution alignment of more target domain pixels in the process of minimizing the distribution distance of the learnt features between domains.Finally, three adversarial branches and three adaptive sub-networks were jointly optimized by the multi-level adversarial learning method based on multi-modal features, which could effectively learn the invariant representation between domains for the features extracted from each sub-network.The experimental results show that compared with existing state-of-the-art methods, on the datasets of GTA5 to Cityscapes, SYNTHIA to Cityscapes, and SUN-RGBD to NYUD-v2 the proposed network achieves the best mean intersection over union of 62.2%, 66.9%, and 59.7%, respectively.…”
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Tracking algorithm when managing competitive activities of top level teams online based on computer visioncomputer vision by A. A. Polozov, N. A. Maltceva, G. S. Kramarenko, M. A. Lipilin, A. R. Akhmetzyanov

“…The purpose of the work is to determine the optimal method for using athlete tracking when used online.Method. …”
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An Energy-Function-Based Approach for Power System Inertia Assessment by Shizheng Wang, Zhenglong Sun

“…With the increasing popularity of low-cost, clean, and environmentally friendly new energy sources, the proportion of grid-connected new energy units has increased significantly. …”
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Predicting transmembrane helix packing arrangements using residue contacts and a force-directed algorithm. by Timothy Nugent, David T Jones

“…Despite significant efforts to predict transmembrane protein topology, comparatively little attention has been directed toward developing a method to pack the helices together. Here, we present a novel approach to predict lipid exposure, residue contacts, helix-helix interactions and finally the optimal helical packing arrangement of transmembrane proteins. …”
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Community Empowerment through the Food Security Program: A Case Study of Nagari Anam Koto Selatan, Kecamatan Kinali, Kabupaten Pasaman Barat by Helti Handraini, Zikri Alhadi

“…A descriptive qualitative method was employed, with data collection comprising in‐depth interviews, participatory observation, and documentation, supported by source and method triangulation to ensure data validity. …”
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Preparation, Structural Characterization and Antioxidant Activity of Carboxylated Chitosan-Pectin-based Silver Nanoparticles by Yongjin SUN, Hongjie WANG, Jing HUANG, Yunlong ZHAO, Huiying LIAO, Shuyun LIANG, Jinyuan CAI, Xia LI

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A Hybrid Mechanism to Detect DDoS Attacks in Software Defined Networks by ÙAfsaneh Banitalebi Dehkordi, MohammadReza Soltanaghaei, Farsad Zamani Boroujeni

“…Given the importance of this issue,the purpose of this paper is to increase the accuracy of DDoS attack detection using the second order correlation coefficient technique based on â…-entropy according to source IP and selection of optimal features.To select the best features, by examining the types of feature selection algorithms and search methods, the WrapperSubsetEval feature selection algorithm, the BestFirst search method, and the best effective features were selected. …”
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The use of bone autoplasty for false joints of the humerus diaphysis by K. I. Khorak, P. G. Kogan, D. G. Parfeev, A. I. Avdeev, A. M. Morozov, M. E. Piskareva

“…There are many different methods of surgical treatment of false joints. The main purpose of bone-plastic materials application in traumatology and orthopedics is optimization of reparative osteogenesis.Conclusion. …”
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THE FORMATION AND DEVELOPMENT OF CORPORATE CULTURE OF THE MEDICAL ORGANIZATIONS by O. L. Zadvornaya, V. Alekseev, K. Borisov

“…In conducting this study used data from official sources, a literature review, a systematic approach, comparative analysis, historical, sociological, statistical research methods. …”
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Extended-Spectrum-Beta-Lactamase (ESBL)-Producing <i>Escherichia coli</i> in Laying Hens: Slaughterhouse Prevalence and Antibiotic Resistance Patterns by Nihat Telli, Arife Ezgi Telli, Yusuf Biçer, Gamze Turkal

“…Samples were categorized into environmental sources (personnel, air, wastewater, eggs) and carcass-related sources (cloaca, carcasses at critical control points, final product). …”
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Research Progress and Technology Outlook of Deep Learning in Seepage Field Prediction During Oil and Gas Field Development by Tong Wu, Qingjie Liu, Yueyue Wang, Ying Xu, Jiale Shi, Yu Yao, Qiang Chen, Jianxun Liang, Shu Tang

“…Based on the summary of the existing results, this paper proposes future development directions including real-time prediction and closed-loop optimization, multi-source data fusion, physical consistency modeling and interpretability enhancement, model migration, and online updating capability. …”
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Fuzzy Controlled MPPT to Grid Connected PV Systems by Sukumar G. Durga, Prasad R. Ramanjan, Vardhan R. Harsha, Pakkiraiah B., Krishna Ch. Leela

“…To optimize the power output, the Maximum Power Point Tracking (MPPT) technique is pivotal. …”
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Application of machine learning in acute upper gastrointestinal bleeding: bibliometric analysis by Qun Li, Guolin Chen, Qiongjie Li, Dongna Guo

“…Through a thorough analysis of relevant literature, we uncover the research trends and collaboration patterns in this field, which can provide valuable references and insights for further in-depth exploration in the same field.MethodsUsing the Web of Science (WOS) as the data source, this study explores academic development in a specific field from December 2013 to December 2023. …”
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Progress and perspectives in the electroreduction of low-concentration nitrate for wastewater management by Kouer Zhang, Xiaohong Zou, Yun Liu, Xiao Zhang, Liang An

“…In addition, the feasibility of the electroreduction method is assessed from the concentration nitrate sources, reactor design, and promising energy sources, while also offering insights into prospective developments for further research.…”
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Non-Destructive Detection of Current Internal Disorders and Prediction of Future Appearance in Mango Fruit Using Portable Vis-NIR Spectroscopy by Jasciane da Silva Alves, Bruna Parente de Carvalho Pires, Luana Ferreira dos Santos, Tiffany da Silva Ribeiro, Kerry Brian Walsh, Ederson Akio Kido, Sergio Tonetto de Freitas

“…A method based on Vis-NIR spectroscopy and machine learning-based modeling for non-destructive detection of the internal disorders of black flesh, spongy tissue, jelly seed, and soft nose in mango fruit was developed using the vis-NIR spectra of intact mango fruit of three cultivars sourced from three orchards in each of the two seasons, with spectra collected both at harvest and after storage. …”
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Newton Type Iteration for Tikhonov Regularization of Nonlinear Ill-Posed Problems in Hilbert Scales by Monnanda Erappa Shobha, Santhosh George

“…The error estimates obtained under a general source condition on x0-x^ (x0 is the initial guess and x^ is the actual solution), using the adaptive scheme proposed by Pereverzev and Schock (2005), are of optimal order. …”
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INFORMATION TECHNOLOGY FOR RECOGNITION OF ROAD SIGNS USING A NEURAL NETWORK by Elena Yashina, Roman Artiukh, Nikolai Рan, Andrei Zelensky

“…The subject of the study is the methods and tools for automation of recognition of road signs at the level of software implementation. …”
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The imperial experience of the Russian empire: the Grand Duchy of Finland in the second half of the 19th – early 20th centuries by N.G. Karnishina

“…The system-structural method is used by the author to study the principles and methods of conducting national policy on the example of the Grand Duchy of Finland. …”

State Policy of Improving Medical Care for Newborns in Conditions of Medical Reform in Ukraine by Iryna Didenko, Tetyana Moroz, Lesya Prasol

“…General scientific theoretical methods were used to solve the outlined tasks and achieve the goal of the research: study and analysis of scientific sources on the research problem and generalization of data. …”
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Random Dissemination Algorithm of Stete-Updating Message for Distributed Virtual Environments of P2P Architecture by Tao Li, Hua Hu, Haiyang Hu

“…With the aim at optimizing view consistency in P2P distributed virtual environments, a random broadcasting algorithm for distributing state-updating message among users was proposed. …”
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