A SAM-adapted weakly-supervised semantic segmentation method constrained by uncertainty and transformation consistency by Yinxia Cao, Xin Huang, Qihao Weng

“…Existing weakly-supervised methods often leverage low-level visual or high-level semantic features from networks to generate supervision information for unlabeled pixels, which can easily lead to the issue of label noises. Furthermore, these methods rarely explore the general-purpose foundation model, segment anything model (SAM), with strong zero-shot generalization capacity in image segmentation. …”
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POTA: A Pipelined Oblivious Transfer Acceleration Architecture for Secure Multi-Party Computation by Li Xiaolin, Yan Wei, Liu Hongwei, Zhang Yong, Hao Qinfen, Liu Yong, Sun Ninghui

“…Furthermore, we design a modular multiplication module over a finite field to generate the more complex correlations required by MPC protocols. …”
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Investigating COVID‐19‐Induced Adjustment Disorder Among Iranian Patients With Multiple Sclerosis in Pandemic Time by Elahe Samami, Seyed Mohammad Baghbanian, Seyedeh Zeynab Hossein Nezhad, Zohreh Shahhosseini, Mahmood Moosazadeh, Forouzan Elyasi

“…Given the utmost importance of this issue for vulnerable groups, the present study was to investigate COVID‐19‐induced AD among Iranian patients living with multiple sclerosis (MS) in 2020. …”
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Tensor RT optimized driver drowsiness detection system using edge device by Chandramohan Dhasarathan, Sambasivam Gnanasekaran, Arnab Pattanayak, Gourav Kumar, Kartik Vig, Vaibhav Narain, K.M. Deva Narayan, Sunidhi Garg

“…Driver drowsiness has emerged as a major issue in terms of road safety, causing dangerous and sometimes even fatal accidents. …”
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YOLOv8 forestry pest recognition based on improved re-parametric convolution by Lina Zhang, Shengpeng Yu, Bo Yang, Shuai Zhao, Ziyi Huang, Zhiyin Yang, Helong Yu

“…Additionally, the neck of the model was enhanced by integrating a slim-neck structure and adding a Dyhead module before the output layer. Further optimization was achieved through model pruning, which contributed to additional lightweighting of the model. …”
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PHRF-RTDETR: a lightweight weed detection method for upland rice based on RT-DETR by Xianjin Jin, Jinheng Zhang, Fei Wang, Mengyan Zhao, Yunshuang Wang, Jianping Yang, Jinfeng Wu, Bing Zhou

“…Second, we integrate HiLo, a mechanism excluding parameter growth, into the AIFI module to enhance the model’s capability of capturing multi-frequency features. …”
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Assessment of binary prediction of fraudulent advertisements in ATS candidate tracking cloud systems by V. V. Ligi-Goryaev, G. A. Mankaeva, T. B. Goldvarg, S. S. Muchkaeva, V. V. Dzhakhnaev

“…Various machine learning algorithms can be employed to address this issue. Traditional classification algorithms, including LSVC (Support Vector Machine), GBT (Gradient Boosting Tree), and RF (Random Forest), have been chosen for this study. …”
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Features of the Development of an Engineer’s Thinking in the Course of Training at a University (Using the Example of Studying the Discipline “Engineering Graphics”) by V. I. Vaulin, S. A. Singeev, N. I. Filonchik, S. V. Vaulin

“…The research used theoretical methods of analysis, synthesis of module structure, synthesis and generalizations, knowledge control, practical methods of performing graphic tasks, methods of mathematical statistics for evaluating educational achievements, analysis of literary sources and educational literature, experiment. …”
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Flow Regulation Characteristics of Active Flow-Regulating Vanes in U-Shaped Bends by LI Lin, ZHANG Jing-kai, ZHANG Lu-guo, CHI Miao-miao, XIAO Yu-lei

“…[Objective] To address the issue that conventional river regulation structures struggle to dynamically adapt to the highly variable characteristics of natural rivers, this study develops an innovative active flow-regulating vane system. …”
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Anxiety and depression in patients with head and neck cancer: 6-month follow-up study by Wu Y, Lin P, Chien C, Fang F, Chiu N, Hung C, Lee Y, Chong M

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High-Fat Meal Increase Blonanserin Bioavailability 5-Fold in Chinese Healthy Subjects by Sun X, Song H, Zhao N, Qiu B, Ding C, Wu H, Bai W

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Environmental Resource Conflicts and Food Insecurity in Rural Southeast Nigeria: Implications for Humanitarian and Sustainable Development Policies by Samuel Okafor, Andrew Ogbochie, Chukwuka Ugwu, Chizoba Oranu, Gloria Amadi, Chigozie Ugwuanyi, Okolo Modesta

“…There should be a synergy between agricultural and security policies to address the issue of migration, which is affecting different regions and has enormous implications for food security. …”
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Identification of Diagnostic Biomarkers and Therapeutic Targets in Sepsis-Associated ARDS via Combining Bioinformatics with Machine Learning Analysis by Liu T, Gao L, Li X

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Quality of life and parental styles assessed by adolescents suffering from inflammatory bowel diseases and their parents by Zmeskalova D, Prasko J, Ociskova M, Latalova K, Karaskova E, Hruby R, Kamaradova D, Mihal V

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Depression and Cancer (literature review) by A. N. Blinkov

“…Current review describes the issues of prevalence, diagnosis, pathogenesis, implications, and psychosocial treatment of depression in oncology patients. …”
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The Application of Probiotics and Prebiotics in Poultry Production and Impacts on Environment: A Review by Xiao Yang, Ramesh Bahadur Bist, Sachin Subedi, Yangyang Guo, Lilong Chai

“…As a consequence of the European Union introducing the prohibition of supplying antibiotic growth promoters (AGPs) in diets in 2006, antibiotic alternatives for poultry feed have become one of the most central issues. In general, probiotics and prebiotics are highly effective additives that improve host health and prevent pathogen colonization by modulating immune functions, altering the intestinal microecology, and enhancing digestion. …”
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Tuning Autophagy for Improved Liver Transplant Outcomes: Insights from Experimental Models by Mina Kolahdouzmohammadi, Graziano Oldani

“…Ultimately, it assesses the importance of precisely timing autophagy modulation—whether induction or inhibition—to enhance transplantation outcomes, while identifying key knowledge gaps and future research directions.…”
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AUTOMATIC SYNTHESIS OF GAIT SCENARIOS FOR RECONFIGURABLE MECHATRONIC MODULAR ROBOTS IN THE MODIFICATION OF THE WALKING PLATFORM by S. V. Manko, E. I. Shestakov

“…The variety of configurations is determined by the structure of mechatronic modules, their number and the selected connection option. …”
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PEMBELAJARAN DAN APLIKASI MAKNA INTERPERSONAL: TRANSAKSIONAL: PROPOSAL SEBAGAI PEMAHAMAN AKTIVITAS BERBAHASA STAF HOUSEKEEPING DAN FOOD AND BEVERAGE SERVICE DALAM MENGHADAPI PERMI... by Vilya Lakstian Catra Mulia

“…The learning was done by using systemic functional linguistics approach, through modulated interrogative and inclination clauses, to reach the goal. …”
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MOTIVATION OF HOUSING AND COMMUNAL SERVICES EMPLOYEES IN THE PERIOD OF INDUSTRY 4.0 DEVELOPMENT IN THE VUCA WORLD by Anna KONYEV, Olena DOLGALOVA

“…The results of the research let proposing the toolkit of innovation-oriented motivation of employees of housing and communal services enterprises that can be used for the development of instrumental modules of mechanisms of attraction and motivation of professionals having the necessary qualification level in the sphere of innovations.…”
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