A Real-Time Road Scene Semantic Segmentation Model Based on Spatial Context Learning by Xiaomei Xiao, Jialiang Tang, Xiaoyan Lu, Zhengyong Feng, Yi Li

“…To address the issues of high computational complexity and insufficient aggregation of global and local information in existing image segmentation methods, this paper proposes an efficient segmentation model based on Spatial Context Learning, named SCLSeg. The main idea is to aggregate local regions into higher-level semantic regions in a learnable manner. …”
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Optical and Electrical Properties of Magnetron Sputtering Deposited Cu–Al–O Thin Films by Yongjian Zhang, Zhengtang Liu, Duyang Zang, Liping Feng, Xingsen Che, Yanyan Li

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Pore suppression and performance improvement mechanisms in wire-arc directed energy deposition of 7075 alloy by Yuwen Wang, Dongsheng Wu, Ji Chen, Hisaya Komen, Maoai Chen, Hao Su, Chuansong Wu, Manabu Tanaka

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Mineralogy Characteristics of Sedimentary Bauxite in Western Guangxi by Lianjun WEI, Yanqing CHEN, Manqi LEI, Qingqi HUANG

“…The difference is conducive to the use of crushing and grinding methods to dissociate mineral monomers, and then select appropriate mineral processing methods to separate pyrite.CONCLUSIONSIt is possible to dissociate the main minerals in the high sulfur sedimentary bauxite by crushing and grinding. …”
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THE NECESSITY OF ECOLABELING IN NATIONAL DAIRY PRODUCTION by O. Kharina

“…The article highlights the main trends in dairy enterprises in Ukraine, considered a set of problems of institutional nature, and the problem of low quality of domestic dairy products revealed the factors that affect it. …”
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THE OPTIMIZATION METHOD OF FUZZY AUTOMATIC CLASSIFICATION IN THE PROBLEM OF COMBINING THE ASSESSMENTS OF TRAJECTOR MEASUREMENTS IN THE RADAR SYSTEM by A. V. Khizhniak

“…The main goal of the article is to increase the accuracy of estimates of trajectory measurements in a radiolocation system. …”
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Co-Fermentation of Lactobacillus Plantarum and Lactobacillus Casei Improves In Vitro Antioxidant Capacity and Quality of Apple Juice by Xiujun Li, Wensheng Gao, Lei Wang, Yan Chen, Zhenhe Cai, Di Wu, Ningyu Chen, Qiyong Jiang, Zhenjia Zheng, Jiansheng Zhu, Zhaosheng Wang

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A Dataset of Real and Synthetic Speech in Ukrainian by Khrystyna Lipianina-Honcharenko, Hennadii Bohuta, Adam Ivaniush, Mariana Soia

“…The main focus of the research is on identifying statistically significant differences between generated and real speech, which is of great importance for the further development of automatic speech recognition systems. …”
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NATURAL FIBRE COMPOSITE PANELS FOR THERMAL INSULATION OF BUILDINGS: A REVIEW by Tünde-Orsolya DÉNES, Daniela-Roxana TĂMAŞ-GAVREA, Ancuţa Elena TIUC, Raluca IŞTOAN

“…In the conditions of integration of Romania in the European Union, a profitable and modern agriculture is one of the main conditions for having a competitive economy. …”
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FOOD SECURITY MAINTENANCE BASED ON THE DEVELOPMENT OF THE MILK AND DAIRY MARKET IN FOREIGN COUNTRIES AND RUSSIA by Olga STOLYAROVA, Natalya SOLOGUB, Olga ULANOVA, Julia RESHETKINA

“…The authors analyze the production and processing of milk, the productivity and number of cows, and the condition of the feed base. …”
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Prospects of implementing the technology for energy candy bars in hotel and restaurant establishments by H.M. Tarasyuk, A.O. Chagayda

“…The author proposes the technology with the thermic processing vegetable raw material as well as the technology without such processing. …”
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Expanding The Functionality of Lathe Toolholders by Yurii Kuznietsov, Oleksandr Shevchenko, Šooš Ľubomir

“…Installation of the cutter with the use of elastic guides or joints provides the following additional possibilities during processing on lathes: micro-positioning of cutter; additional oscillating movements of the cutter for chip crushing or ultrasonic processing; increasing the vibration resistance of the cutting process by changing the position of the main axes of flexibility relative to the direction of the cutting force.…”
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Influence of Thermal Treatments, Extraction Methods, and Storage Conditions on Lycopene Content of Foods by Meenakshi Pathak, Narashans Alok Sagar

“…Lycopene is one of the main carotenoids in our daily diet. Fruit variety, environmental conditions, and maturity stage are the factors affecting the content of lycopene. …”
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Big Data as a Product of the Preparation Plant: Reality and Prospects in the Case of Coal by Gvishiani Alexei, Nikitina Izabella, Aleshin Igor

“…As a basic example, a typical coal processing plant is used. The main sources, volumes, variety and speeds of data transfer to the processing plant are described and analyzed.…”
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DEVELOPMENT PROBABILITY-LINGUISTIC MODELS VULNERABILITY ASSESSMENT OF AVIATION SECURITY IMPORTANT TECHNICAL FACILITIES by S. G. Danylyuk, A. A. Murashko

“…On the basis of the process analysis of the potential infringer overcoming of the safety system the main restrictions are justified, and the assessment problem of the protected object vulnerability is formulated. …”
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THE EVOLUTION OF FINLAND’S MILITARY POLICY: TRENDS AND DIRECTION by Sergey N. Grinyaev

“…The main NATO exercises in which Finland has participated over the past two years are described. …”
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LC-MS/MS-Based Metabolomics and Multivariate Statistical Analysis Reveal the Mechanism of <i>Rhodotorula mucilaginosa</i> Proteases on Myofibrillar Protein Degradation and the Evol... by Tianmeng Zhang, Qiang Xia, Daodong Pan, Yangying Sun, Ying Wang, Jinxuan Cao, Ren-You Gan, Changyu Zhou

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Objects outline delineation by nonliniear filtration methods for boundary pixels by D. V. Zaerko, V. A. Lipnitski, N. L. Bobrova, Dm. V. Zaerko

“…The existing methods of pixel set redefining on pre processing step are primitive and affects on subsequent stages of processing. …”
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Multimodal Semantics Extraction from User-Generated Videos by Francesco Cricri, Kostadin Dabov, Mikko J. Roininen, Sujeet Mate, Igor D. D. Curcio, Moncef Gabbouj

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High-Precision Chip Detection Using YOLO-Based Methods by Ruofei Liu, Junjiang Zhu

“…We firstly present a novel framework called GM-YOLOv11-DNMS to track the chips, followed by a video-level post-processing algorithm for chip counting in videos. GM-YOLOv11-DNMS has two main improvements: (1) it replaces the CNN layers with a ghost module in YOLOv11n, significantly reducing the computational cost while maintaining the detection performance, and (2) it uses a new dynamic non-maximum suppression (DNMS) method, which dynamically adjusts the thresholds to improve the detection accuracy. …”
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