Trends and technologies of video coding by Jiantong ZHOU, Haitao YANG, Dong LIU, Xiang MA, Tian WANG

“…The current video coding uses block based hybrid architecture,which uses predictive,transform,quantization and entropy coding techniques to efficiently compress video signals.Further optimizations on current architectures provide more flexible processing and coding for local characteristics of video image signals.Video coding based on machine learning was expected to change the existing hybrid coding framework partially or comprehensively,and bring new research ideas to video coding.In addition to existing 2D video signal,the future of video also needs to spherical video coding and volumetric video coding for AR/VR applications,the new video source data format of the video encoding technology has brought new opportunities and challenges.…”
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Analysis of the Effectiveness of Heterogeneous Video Information Systems on the Basis of the Dominance Criterion by N. V. Lysenko, A. M. Monchak

“…It is shown that the hierarchy model as a quantitative description of the structural and functional organization can serve as a means of analyzing information flows and system efficiency in terms of graph theory. …”
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A Jacobi-Collocation Method for Second Kind Volterra Integral Equations with a Smooth Kernel by Hongfeng Guo, Haotao Cai, Xin Zhang

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Cognitive factors on the performance of group decision-making: a behavioral and eye-tracking study by Cheng Kexin, Jiang Zuhua, Yang Jiapeng

“…This research contributes to bridging the gap in quantitative assessment of group decision-making performance, paving the way for improved decision quality and efficiency in engineering contexts.…”
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Measuring productivity in the healthcare sector: a bibliometric and content analysis by Ionela-Andreea Puiu, Abigaela Bîlbîie

“…Although diverse methodologies provide valuable quantitative wisdom, their application is often misaligned with broader economic theories or healthcare purposes, limiting their contribution to advancing theoretical and practical understanding of efficiency and productivity in healthcare systems. …”
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A Comparative Study and Optimization of Camera-Based BEV Segmentation for Real-Time Autonomous Driving by Woomin Jun, Sungjin Lee

“…Notably, the lift–splat–shoot view transformation model with the InternImage-T encoder and EfficientNet-B0 decoder demonstrated performance of 53.1 mIoU while achieving high efficiency (51.7 ms and 159.5 MB, respectively). …”
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VVC coded distortion prediction model based on frame-level transform coefficient modeling of generalized Gaussian distribution by Yiyin GU, Hongkui WANG, Haibin YIN

“…In versatile video coding (VVC), a variety of advanced coding tools work together to achieve excellent coding performance.Compared with high efficient video coding (HEVC), the transform coefficient distribution (TCD) of VVC has sharper peaks.In order to solve this phenomenon, the probability density function (PDF) of frame-level TCD was modeled, and a frame-level coding distortion prediction model based on statistical modeling was proposed, which modeled frame-level distortion as a function of TCD distribution parameters and quantization parameters.The experimental results show that compared with the Laplace distribution and Cauchy distribution, the generalized Gaussian distribution has the best performance in TCD probability density fitting.The prediction results based on the generalized Gaussian distribution distortion prediction model are closest to the actual coding distortion.…”
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Ensemble Transformer–Based Detection of Fake and AI–Generated News by Md. Ishraquzzaman, Mohammed Ashraful Islam Chowdhury, Shahreen Rahman, Riasat Khan

“…The proposed ensemble model is optimized by applying model pruning (reducing parameters from 265M to 210M, improving training time by 25%) and dynamic quantization (reducing model size by 50%, maintaining 95.68% accuracy), enhancing scalability and efficiency while minimizing computational overhead. …”
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Automated Arrhythmia Classification System: Proof-of-Concept With Lightweight Model on an Ultra-Edge Device by Namho Kim, Seongjae Lee, Seungmin Kim, Sung-Min Park

“…Model compression methods including knowledge distillation, pruning, and quantization were employed to enhance arrhythmia classification performance while reducing computational complexity. …”
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Lightweight Deep Learning Model for Fire Classification in Tunnels by Shakhnoza Muksimova, Sabina Umirzakova, Jushkin Baltayev, Young-Im Cho

“…Deployment optimizations, such as quantization and layer fusion, ensure computational efficiency, achieving an average inference time of 12ms/frame, making it suitable for resource-constrained environments like IoT and edge devices. …”
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INCREASED COMPETITIVENESS OF CONSTRUCTION ENTERPRISES ON THE BASIS OF ORGANISATIONAL-ECONOMIC DECISIONS OF PERSONNEL POTENTIAL MANAGEMENT by J. R. Emirbekova

“…A quantitative methodology for the selection of qualified  staff for the implementation of construction projects is proposed.  …”
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CRISPR-Cas9-based one-step multiplexed genome editing through optimizing guide RNA processing strategies in Pichia pastoris by Kaidi Chen, Gulikezi Maimaitirexiati, Qiannan Zhang, Yi Li, Xiangjian Liu, Hongting Tang, Xiang Gao, Bo Wang, Tao Yu, Shuyuan Guo

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Simulation Effect of Ga2O3 layer thickness on CdTe solar cell by SCAPS-1D. by Adnan Alwan Mouhammed, Ayed N. Saleh

“…The optical properties of the cell of quantitative efficiency are 86% and decrease within 18nm. …”
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Sustainability assessment and improvement strategies research for typical arid and resource-developing regions. by Xudong Zhou

“…Due to its outstanding quantitative advantages, ecological efficiency has become a significant indicator and analytical tool for measuring the green economy and sustainable development. …”
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Analysis of space labeling through binary fingerprinting by Marouan Mizmizi, Luca Reggiani

“…In the context of fingerprinting applications, this article presents the performance analysis of a type of space labeling based on the binary quantization of the received signal strength indicator. …”
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RESEARCH AND EVALUATION OF FUNCTIONAL PARAMETERS OF LOW VOLTAGE DEVICES by E. Gracheva, A. Safin, R. Sadykov

“…At the same time, the quantitative characteristics of the functioning efficiency are determined by the methods of probability theory and mathematical statistics. …”
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Optimal implementation of genomic selection in clone breeding programs exemplified in potato: II. Effect of selection strategy and cross‐selection method on long‐term genetic gain... by Po‐Ya Wu, Benjamin Stich, Stefanie Hartje, Katja Muders, Vanessa Prigge, Delphine Van Inghelandt

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Reduction of environmental impacts of heat pump usage with special regard on systems with borehole heat exchangers by Tamás Buday

“…This temperature usually changes unfavourably during operation and efficiency becomes lower than the nominal value. Appropriate installation and operation cause lower temperature drop, thus higher efficiency. …”
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Capacity Impacts and Optimal Geometry of Automated Cars’ Surface Parking Facilities by You Kong, Scott Le Vine, Xiaobo Liu

“…The impact of Automated Vehicles (AVs) on urban geography has been widely speculated, though there is little quantitative evidence in the literature to establish the magnitude of such effects. …”
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Analisis Belanja Daerah pada Pemerintah Daerah Kabupaten Jepara by Agustiyana Lailatus Sholikhah, Nuwun Priyono

“…In addition, we also want to know the level of regional spending efficiency in Jepara Regency Regional Government. The research method used is quantitative descriptive by using the analysis of variance ratio analysis, compatibility ratio analysis, and spending efficiency ratio analysis. …”
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