GYS-RT-DETR: A Lightweight Citrus Disease Detection Model Based on Integrated Adaptive Pruning and Dynamic Knowledge Distillation by Linlin Yang, Zhonghao Huang, Yi Huangfu, Rui Liu, Xuerui Wang, Zhiwei Pan, Jie Shi

“…First, this paper introduces the following innovations in model structure: (1) A Gather-and-Distribute Mechanism is introduced in the Neck section, which effectively enhances the model’s ability to detect medium to large targets through global feature fusion and high-level information injection.(2) Scale Sequence Feature Fusion (SSFF) is used to optimize the Neck structure to improve the detection performance of the model for small targets in complex environments. (3) The Focaler-ShapeIoU loss function is used to solve the problems of unbalanced training samples and inaccurate positioning. …”
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Development and validation of CT-based fusion model for preoperative prediction of invasion and lymph node metastasis in adenocarcinoma of esophagogastric junction by Mengxuan Cao, Ruixin Xu, Yi You, Chencui Huang, Yahan Tong, Ruolan Zhang, Yanqiang Zhang, Pengcheng Yu, Yi Wang, Wujie Chen, Xiangdong Cheng, Lei Zhang

“…Methods We retrospectively collected 256 patients with AEG from two centres. The radiomics features were extracted from the preoperative diagnostic CT images, and the feature selection method and machine learning method were applied to reduce the feature size and establish the predictive imaging features. …”
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TPDTNet: Two-Phase Distillation Training for Visible-to-Infrared Unsupervised Domain Adaptive Object Detection by Siyu Wang, Xiaogang Yang, Ruitao Lu, Shuang Su, Bin Tang, Tao Zhang, Zhengjie Zhu

“…Cross-domain migration suffers from problems such as a lack of data annotations in the infrared domain and interdomain feature differences. …”
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Novel Immune Microlens Imaging for Detection of Antigen and Antibody by Jiahui Liang, Xiaotian Ye, Jiang He, Jing Liu, Yaoxiong Huang, Feiyue Xing

“…Traditional and classical methods for detecting antigen and antibody encounter many problems, such as time-consuming, high cost, and low accuracy. …”
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Deep Transfer Learning-Based Fault Diagnosis for Gearbox under Complex Working Conditions by Zitong Wan, Rui Yang, Mengjie Huang

“…This paper proposes a transfer learning-based fault diagnosis method of gear faults to reduce the negative effects of the abovementioned problems. In the proposed method, a cohesion evaluation method is applied to select sensitive features to the task with a transfer learning-based sparse autoencoder to transfer the knowledge learnt under single working condition to complex working conditions. …”
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Fault early warning model of 4G base station out of service based on centralized monitoring data resources by Yang WANG, Yi MAN, Zhipeng CHEN

“…4G wireless base station equipment is an important link which has direct impact on information communication network customer service quality,and 4G wireless base stations out of service fault will directly block users' normal communication.Aiming at these problems,based on the centralized monitoring warning message data resources through association rule mining and time trace deduction analysis,4G base stations out of service fault short-term warning was achieved.Based on centralized monitoring equipment performance data resources,by the classification of network elements (data cleaning,feature selection,network elements clustering),index dimension reduction (grouped by cluster,principal component analysis),principal component expression and out of service fault correlation analysis,performance indicators selection and threshold analysis,4G base stations out of service fault long-term warning was achieved.The test can accurately predict the 27.8% of 4G base station equipment out of service fault next month.…”
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Hopf Bifurcation and Dynamic Analysis of an Improved Financial System with Two Delays by G. Kai, W. Zhang, Z. Jin, C. Z. Wang

“…The theoretical results are verified by numerical simulation. Furthermore, one feature of the proposed financial chaotic system is that its multistability depends extremely on the memristor initial condition and the system parameters. …”
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Reducing the Parameter Dependency of Phase-Picking Neural Networks with Dice Loss by Yongsoo Park, Gregory C. Beroza

“…Training a neural network for picking seismic phase arrivals has been commonly posed as a segmentation problem. It is a highly imbalanced segmentation problem in the sense that the background vastly dominates the foreground because we are trying to pick the optimal single sample point that represents the arrival of a seismic phase in a many seconds long time window. …”
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The Role of Techno-Park Structures in Integrating Mining Regions in Economy of Knowledge by O. E. Kalenov

“…The characteristic feature of new economy is a growing role of human capital, knowledge and high technologies. …”
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A Novel Hybrid Genetic Modified Colliding Bodies Optimization for Designing of Composite Laminates by Mojtaba Sheikhi Azqandi

“…Compare the results of structural analysis with GMCBO and other optimization methods shows a high convergence rate and its ability to find the global optimal solution of the proposed algorithm for structural optimization problems.…”
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From Convolutional Networks to Vision Transformers: Evolution of Deep Learning in Agricultural Pest and Disease Identification by Mengyao Zhang, Chaofan Liu, Zihan Li, Baoquan Yin

“…In recent years, deep learning has gradually become the preferred solution for the intelligent identification of pests and diseases by virtue of its powerful automatic feature extraction and complex data-processing capabilities. …”
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Local elections results in Ukraine: the authorities reframing by S. S. Zhiltsov

“…The «Opposition Platform — For Life» party, oriented towards the South-East Ukrainian electorate, received a high level of support. A distinctive feature of the local elections was the voters’ interest decline in radical nationalist parties. …”
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Opportunity to change the future or “institutional trap” by E. V. Rozhkov

“…Scientific works devoted to the problems of identifying organizational and theoretical models of digitalisation form the methodological basis of the study. …”
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A Method for Detecting Amplitude-Phase Joint Characteristic Parameters of Wireless Channel for Generating Key Parameters by Qiongying Tan, Shuanglin Huang, Sanjun Liu

“…Aiming at the problems of poor adaptability and low secret key generation rate of secret key generation scheme based on single characteristic parameter of wireless channel, a secret key generation method based on joint characteristic parameters of amplitude and phase of wireless channel is proposed. …”
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The art of misclassification: too many classes, not enough points by Mario Franco, Gerardo Febres, Nelson Fernández, Carlos Gershenson

“…In this work, we introduce a formal entropy-based measure of classifiability, which quantifies the inherent difficulty of a classification problem by assessing the uncertainty in class assignments given feature representations. …”
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The Topicality and the Utility of the Teachings of the Holy Fathers by Liviu Petcu

“…By a careful and pious reading of the works of the Holy Fathers, contemporary human beings may find the solutions to their problems and thean swers to their questions, as they are models of Christian living, wisdom and simplicity, and their theological knowledge and the truths they preached were un animously accepted and admired by the whole Church.…”
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Online Attendance System for Village Officials: A Case Study on the Application of Android Technology by Syaiful Syaiful, Widya Astutik, Novira Fitriana, Ayu Febriana Laila Fatika Agustini

“…First, a needs analysis was conducted through interviews and observations with village officials to identify required features. Second, system design was carried out, including user interface development, attendance feature configuration, and integration with a database for attendance data management. …”
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Covid-19 as an Immune Event. Multiple Irritation Scenarios beyond Western Modernizations by Gerhard Preyer, Reuss-Markus Krausse

“…The conclusion and the outlook address fundamental problems that sociological theory should take into account. …”
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The Tragi-Comic Lives of Theory: Values of a Simmelian Existence by Thomas Kemple

“…An overlooked and unique feature of his early works include humorous vignettes and free-verse poems in pseudonymous pieces published in the avant-garde journal Jugend. …”
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Doppler Stretch and Delay Statistical Performance Comparison for Wideband and Narrowband Signal Model by I. V. Gogolev

“…Narrowband approximation of Doppler effect by a frequency shift is inappropriate for some problems of radiolocation, hydro acoustics or passive location. …”
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