AfaMamba: Adaptive Feature Aggregation With Visual State Space Model for Remote Sensing Images Semantic Segmentation by Hongkun Chen, Huilan Luo, Chanjuan Wang

“…In addition, a lightweight CNN stem is introduced to extract shallow image features, enhancing the model's ability to capture spatial detail information. Extensive experiments conducted on two widely used remote sensing datasets, ISPRS Potsdam and LoveDA, demonstrate that AfaMamba achieves a superior balance between accuracy and efficiency compared to state-of-the-art models.…”
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Mobilization of Transplanted Bone Marrow Mesenchymal Stem Cells by Erythropoietin Facilitates the Reconstruction of Segmental Bone Defect by Jun Li, Zeyu Huang, Bohua Li, Zhengdong Zhang, Lei Liu

“…Bone marrow mesenchymal stem cells (BMSCs) have been identified as an optimal progenitor cell source to facilitate bone repair since they have a higher ability for proliferation and are more easily accessible than mature osteoblastic cells. …”
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THE WORKSHOP METHOD OF CONDUCTING BUSINESS ENGLISH CLASSES BY SECOND YEAR STUDENTS OF THE SPECIALTY «ENTREPRENEURSHIP, TRADE, AND EXCHANGE» by Polina S. Hrytskevyc

“…The article is devoted to the substantiation of efficiency of use of the technique of creative workshops with application of a technique «peer-teaching» in studying business foreign language by students majoring in Administration. …”
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Multi‐trait multi‐environment genomic prediction of preliminary yield trial in pulse crop by Rica Amor Saludares, Sikiru Adeniyi Atanda, Lisa Piche, Hannah Worral, Francoise Dariva, Kevin McPhee, Nonoy Bandillo

“…In this study, we assessed the efficiency of MTME‐GP for improving seed protein and seed yield in field pea, the top two breeding targets but highly antagonistic traits in pulse crop. …”
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How Do Stress Situations Affect Higher-Level Text Processing in L1 and L2 Readers? An Eye-Tracking Study by Ziqing Xia, Chun-Hsien Chen, Jo-Yu Kuo, Mingmin Zhang

“…Existing studies have revealed that the reading comprehension ability of readers can be adversely affected by their psychosocial stress. …”
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Research on mechanical automatic food packaging defect detection model based on improved YOLOv5 algorithm. by Guanyong Liu, Shuai Zhang, Lixin Wang, Xiaoran Li, Gongchen Li

“…With the rapid development of industrial automation, traditional manual detection methods are inefficient and error-prone, which cannot meet the needs of modern production for high efficiency and high precision. Therefore, it is particularly important to develop a mechanical automatic inspection system that can automatically identify food packaging defects. …”
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An Optimized Path Planning Method for Coastal Ships Based on Improved DDPG and DP by Yiquan Du, Xiuguo Zhang, Zhiying Cao, Shaobo Wang, Jiacheng Liang, Fengge Zhang, Jiawei Tang

“…Deep Reinforcement Learning (DRL) is widely used in path planning with its powerful neural network fitting ability and learning ability. However, existing DRL-based methods use discrete action space and do not consider the impact of historical state information, resulting in the algorithm not being able to learn the optimal strategy to plan the path, and the planned path has arcs or too many corners, which does not meet the actual sailing requirements of the ship. …”
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Neural Network and Generalized Extended State Observer Sliding Mode Control of Hydraulic Cylinder Position in the Independent Metering Control System with Digital Valves by Xiangfei Tao, Kailei Liu, Jing Yang

“…The independent metering control system is renowned for its ability to independently regulate the flow and pressure of various actuators, achieving high efficiency and energy savings in hydraulic systems. …”
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Analysis on the potential of Pennisetum hydridum for phytoremediation of Cd-polluted soil fertilized by worm castings. by Xiafang Hong, Zhi Zhang, Zhiwei Wan

“…However, most plant species have limited remediation ability and cannot achieve good heavy metal removal effect. …”
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PMD-Transformer: A Domain Generalization Approach for Person Re-Identification by Xingguo Jiang, Ling Yu, Guojun Lin, Yuchao Zhang

“…Transformers often demonstrate better generalization ability than CNNs due to their self-attention mechanism and capacity for capturing global features. …”
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Intelligent adjustment and energy consumption optimization of the fresh air system in hospital buildings based on Fuzzy Logic and Genetic Algorithms by Jing Peng, Maorui He, Mengting Fan

“…Therefore, the study significantly reduces energy consumption and operational costs, improving the efficiency and economy of energy management.…”
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Effects of Programmatic Assessment in Clinical Reasoning Courses in General Practice by ZHAI Jiayi, LU Yuan, SHI Jianjun, YU Dehua

“…Background The clinical reasoning of general practitioners is the key to providing quality medical services to patients, but it is not suitable for traditional methods to evaluate this ability because it is an abstract ability that cannot be directly observed. …”
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A novel unified Inception-U-Net hybrid gravitational optimization model (UIGO) incorporating automated medical image segmentation and feature selection for liver tumor detection by Tathagat Banerjee, Davinder Paul Singh, Pawandeep Kour, Debabrata Swain, Shubham Mahajan, Seifedine Kadry, Jungeun Kim

“…UIGO demonstrated higher performance than other contemporary liver tumor segmentation techniques, indicating the system’s ability to enhance clinician’s ability to deliver precise and prompt evaluations at a lower computational expense. …”
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PROFESSIONAL MOBILITY IN THE CONTEXT OF PREPARATION OF FUTURE PEDAGOGUES TO PROFESSIONAL SELF-DEVELOPMENT by Valentyna A. Frytsiuk, Iryna G. Gerasymova

“…It will ensure the efficiency and competitiveness of teachers in future professional activities.…”
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Sorting misorganized books in libraries based on ant colony algorithm by Ling Chen

“…The global optimization possessed by ant colony algorithm can also make the convergence value of the model close to the optimal value, thereby improving the overall operational efficiency of the model. At the same time, the two-dimensional maximum between-class variance method itself has a certain ability to resist noise interference. …”
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Investigating age-related dynamics and transcriptional signatures of CD8⁺HLA-DR⁺ regulatory T lymphocytes: perspectives in understanding immune system aging by K. S. Matveeva, S. A. Rybtsov, D. V. Shevyrev

“…The ability of the CD8+HLA-DR+ regulatory T lymphocytes population to regulate the immune response was first described several years ago. …”
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Alterations in Human Hippocampus Subregions across the Lifespan: Reflections on White Matter Structure and Functional Connectivity by Jianling Tan, Zhongyan Wang, Yi Tang, Yin Tian

“…We also provided empirical evidence that memory ability was altered with the hippocampus, and its efficiency tended to decline after age 40.…”
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Addressing unfamiliar ship type recognition in real-scenario vessel monitoring: a multi-angle metric networks framework by Jiahua Sun, Jiawen Li, Jiawen Li, Jiawen Li, Jiawen Li, Ronghui Li, Ronghui Li, Ronghui Li, Langtao Wu, Liang Cao, Liang Cao, Liang Cao, Liang Cao, Molin Sun, Molin Sun, Molin Sun

“…Even in the case of unfamiliar ships, where the detection performance of conventional models significantly deteriorates, the framework maintains stable and efficient detection capabilities. These experimental results highlight the framework’s ability to effectively generalize its understanding beyond the training samples and adapt to real-world scenarios.…”
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A Message Passing Neural Network Framework with Learnable PageRank for Author Impact Assessment by SONG, G., FU, D., WU, X.

“…NPRNet utilizes Message Passing Neural Networks to efficiently compute and incorporate learnable parameters, thus considering node attributes. …”
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Developing the quantum-dot single-photon sources with excellent performance by coupling asymmetric microcavity by Xiang You, Yu-Ming He

“…This asymmetric microcavity also has the ability to overcome at least half of the photon efficiency loss under polarization filtering. …”
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